WO2015052366A1 - Method, system, computing system and computer program product for restricting the calculations to be performed in a raster model of a territory used in a geographic information system (gis) - Google Patents

Method, system, computing system and computer program product for restricting the calculations to be performed in a raster model of a territory used in a geographic information system (gis) Download PDF

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Publication number
WO2015052366A1
WO2015052366A1 PCT/ES2014/070765 ES2014070765W WO2015052366A1 WO 2015052366 A1 WO2015052366 A1 WO 2015052366A1 ES 2014070765 W ES2014070765 W ES 2014070765W WO 2015052366 A1 WO2015052366 A1 WO 2015052366A1
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cell
displacement
cost
territory
conditioned
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PCT/ES2014/070765
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Spanish (es)
French (fr)
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Francisco Alberto VARELA GARCÍA
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Universidade Da Coruña
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Publication of WO2015052366A1 publication Critical patent/WO2015052366A1/en

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    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/20Information retrieval; Database structures therefor; File system structures therefor of structured data, e.g. relational data
    • G06F16/29Geographical information databases

Definitions

  • the present invention relates to a procedure to restrict the calculations to be performed in a model raster of a territory used in a Geographic Information System (GIS), dividing the raster model the territory into a plurality of cells.
  • GIS Geographic Information System
  • the invention also relates to a system, a computer system and a computer program product for restricting the calculations to be performed in a raster model of a territory used in a Geographic Information System, suitable for carrying out this procedure.
  • the invention is applicable in different phenomena of dispersion, accessibility, mobility or displacement that may occur on the earth's surface.
  • the invention can make it possible to know the time necessary to reach a certain place (city, equipment, etc.) from the rest of places in a territory, or it may allow to know the propagation of, for example, a focus of pollution, a crop pest or a fire.
  • the cost-distance procedure (or algorithm) is based on determining for each cell (raster) the value of the cost of moving from that point to another taken as a destination, considering that the displacements are influenced by the characteristics of the terrain through which it circulates .
  • this procedure can be used in a way that allows calculating an anisotropic cost of the displacements according to the geographic direction that follows, it is normally used in order to calculate an isotropic cost.
  • the territory on which the displacements are measured is characterized according to the resistance that each place offers to the movement according to its geographical or territorial characteristics, measured in different units (length, time, energy, money, etc.) according to the type of analysis that you want to perform.
  • the value of the cost accumulated in the displacements and the direction followed when crossing that cell to reach the previously indicated destination is obtained for each cell.
  • this cost-distance procedure also allows determining the path of shorter length between different origins and destinations, as well as assigning each point of the territory to the nearest destination, understanding proximity as the lowest cost necessary to reach it (proximity zoning ).
  • the execution of this procedure requires having a raster file that fixes the origin or destination places on which it is desired to have information on travel costs through the territory, from or to them.
  • This file can be called a "source” file.
  • This file can be called "cost area”.
  • cost area the result of the execution of the cost-distance procedure is a new raster file in which each cell is assigned the lowest cumulative cost that is needed to arrive from it to the nearest destination cell among those specified as source , depending on the difficulties and resistance to the movements defined by the "cost area" file.
  • the process followed by this procedure can be based, for example, on considering the center of each cell as a node linked to the next eight by straight lines.
  • Each link between two nodes carries an impedance that is based on the cost per unit of displacement associated with both cells and the distance that separates them. This distance can be obtained directly from the size of the cells or, what is the same, from the resolution of the raster file that contains them.
  • the process is repeated iteratively, calculating the lowest accumulated cost for all existing cells.
  • the cost-distance procedure allows calculation between all the cells defined in a territory, it also has some drawbacks. In some cases, this procedure allows displacements between cells that are not really possible, which can lead to erroneous travel costs. For example, it can allow access to cells identified as Highway from bordering cells, regardless of whether or not there is a highway incorporation. In this case, if there is no such incorporation to the highway, a false cost could be generated, since this cost would refer to a displacement impossible to carry out in reality.
  • GIS Geographic Information System
  • This objective is achieved by providing a procedure to restrict some calculations to be performed in a raster model of a territory used in a Geographic Information System, dividing the raster model the territory into a plurality of cells, the procedure comprising:
  • Receive data referring to at least one value assigned to each cell of at least one zone of displacement of the different zones of displacement in which the territory is structured;
  • the establishment of different zones of displacement within the territory and the establishment of restrictions between these different zones of displacement can open new horizons of possibilities in geospatial analyzes. In this way, it could be considered not only to restrict or allow the execution of an algorithm but also to consider the execution of an operation or a different one depending on the areas of origin and destination, that is, depending on the cells belonging to areas that have previous characteristics that make recommended different treatments in the operations but that can be integrated during the same calculation process.
  • this process according to the invention may allow different operations between two zones, depending on the origin zone and which the destination zone, being able to perform different operations between them depending on where or where the direction of travel occurs.
  • the approach of setting restrictions on communication between cells can be achieved from a matrix of displacement conditions. In this matrix, the different types of displacement zones admitted in the analysis are sorted in rows and columns, so that it is possible to establish whether the displacement between each pair of zones is allowed or prohibited.
  • the method may comprise receiving data concerning at least one source from which the displacements originate.
  • receiving data referring to different zones of displacement in which the territory is structured may comprise:
  • receiving data regarding travel restrictions between the different travel zones in which the territory is structured may comprise:
  • This file does not necessarily have to be raster type. It can also be of some other format, such as a text file.
  • receiving data referring to at least one value assigned to each cell of at least one zone of displacement of the different zones of displacement in which the territory is structured can comprise:
  • the invention provides a system for restricting the calculations to be performed in a raster model of a territory used in a Geographic Information System, the raster model dividing the territory into a plurality of cells, the system comprising:
  • This system may also comprise computer / electronic means for receiving data concerning at least one source from which the displacements originate.
  • a computer system comprising a memory and a processor, in which the memory stores computer program instructions executable by the processor, these instructions comprising functionalities for executing a procedure to restrict the calculations to be carried out in a raster model of a territory used in a Geographic Information System, as described above.
  • the invention provides a computer program product comprising program instructions to cause a system to execute a procedure to restrict the calculations to be performed in a raster model of a territory used in a Geographic Information System, as described previously.
  • Said computer program may be stored in physical storage media, such as recording media, a computer memory, or a read-only memory, or it may be carried by a carrier wave, such as electrical or optical.
  • the invention also provides a method for determining the accessibility of a territory, from a raster model of the territory used in a Geographic Information System, which divides the territory into a plurality of cells, this procedure comprising:
  • Receive data referring to at least one value assigned to each cell of at least one zone of displacement of the different zones of displacement in which the territory is structured comprises:
  • the objective of this procedure according to the invention is to be able to consider jointly in the displacements of a territory the contribution of different shared modes of transport or overlapping infrastructures in the same place.
  • this procedure adds a system of conditions that allows the modeling and calculation of displacements on the raster model used in a Geographic Information System (GIS) to be adjusted to reality, offering greater flexibility and new possibilities when analyzing territorial accessibility with these systems.
  • GIS Geographic Information System
  • the procedure described takes into consideration the different characteristics of mobility in the infrastructures or in the geographical spaces through which it could be traveled, being able to specify limitations in the passage from one to another if necessary.
  • a cost-distance conditioned procedure the displacement of a certain object, individual, natural or artificial object or phenomenon, having a behavior in its movements over the territory that can be modeled using a raster GIS.
  • This procedure can be based on two requirements. In the first place, it is allowed to impose a series of restrictions in the displacements between the different types of zones previously identified in the territory to be analyzed, fixing the permits and the prohibitions of communication between them, which are specified in a matrix of Displacement conditions. In addition, in this procedure it is allowed that a place has different travel costs to cross it according to the type of infrastructure or mode of transport used, so in this conditioned cost-distance procedure several cost surfaces can be used, which are specified in a surface of simple costs, similar to the only surface of costs used in the original model cost-distance, and the surfaces of conditioned costs that are necessary in function of the different ways of shared or superimposed displacement that are taken into account.
  • the establishment of conditions between the zones can not only indicate the possibility of communication between two places, but also imply an additional cost to that transit.
  • the displacement is penalized or favored between specific zones, which can be collected by means of a numerical factor that is applied to the cost of crossing these cells, or simply a value that adds to the cost calculated in that displacement.
  • a possible example would be the fact of moving from a road trip to one on the ground, since it is necessary to park the car before going for a walk, so that time is penalized by increasing the cost calculated for crossing the road cell and the neighboring land cell.
  • the matrix of displacement conditions With respect to the matrix of displacement conditions, if proper use is made of it it is possible to impose that the cells representing a highway, for example, cannot communicate with the neighboring cells unless they belong to the identified area as a node of the conditioned displacement space that defines the high capacity pathways.
  • This matrix allows you to identify whether to calculate simple cumulative costs during travel, it is possible to move from one cell to another. In the event that the relationship between the value of the source cell zone and the destination cell zone is "TRUE", the calculation can be performed, since this communication is allowed. If, on the other hand, the relationship between the zones of the origin and destination cells has a value of "FALSE", the cost calculation cannot be carried out since the displacement between them will not be allowed. It is important to note that the restrictions imposed in this matrix of conditions only affect the operations that are carried out on the surface of simple costs, and that are stored in the CAS.
  • this conditioned cost-distance procedure requires more information than in the cost-distance model, and also obtains more result files. While the cost-distance model uses only one data to locate the sources of displacement and a cost area to assess that mobility through the territory, this conditioned cost-distance procedure uses a file that collects all the zones of displacement, in addition of the source places that originate the displacements; several files with the cost surfaces according to the types of conditioned mobility to be studied, which include a simple cost surface similar to that used in the cost-distance model, in which all the cells have value; and at least one surface of conditioned costs, where only cells that present two types of mobility will have value. On the other hand, such as already described, this conditioned procedure needs to establish a matrix of displacement conditions that sets the communication compatibility for the calculation of the simple accumulated cost of the displacements between the zones defined in that territory.
  • the final result of the procedures (the cost-distance versus the conditioned cost-distance) also differs, since the cost-distance model comes to a unique result of the cost accumulated from each source to any point of the studied territory, while the conditioned cost-distance procedure obtains the simple accumulated cost, similar to the previous one, and in addition the conditional accumulated costs for each surface of conditioned costs used in the calculation, and finally, the final result of the calculation process that can be called accumulated cost global, because it will take into account the simple accumulated cost and all the conditional accumulated costs.
  • the cost-distance procedure conditioned according to the invention raises a new accessibility calculation procedure on a raster GIS to obtain the cumulative cost of travel on a territory characterized by different areas with movement restrictions between them, and considering conditioned displacements in certain spaces that allow several types of mobility at the same time, and that require connection nodes to ensure communications with the rest of the territory.
  • this displacement analysis procedure involves the calculation of a simple accumulated cost, the conditional cumulative costs that are required and a global cumulative cost for each of the cells considered in the analysis.
  • the source may comprise at least one cell of the raster model of the territory.
  • the displacement zones can be selected from a single displacement zone; conditioned displacement zone; zone of displacement of the links or node.
  • the territory is classified into different zones of displacement that determine the ease of movement of an element or phenomenon to travel through each geographical place, as well as the way in which these areas can be related to each other.
  • the ease of mobility will be understood as the cost of crossing the territory of each zone, as in the cost-distance model. This cost is generally represented as the time taken to cross these areas, although other types of costs such as energy, economic, or any other that consider the difficulty of going through these places could also be considered.
  • the zones of displacement and the restrictions in the movements are own and exclusive of the procedure cost-distance conditioned according to the invention.
  • a zone of displacement as those geographical places that have similar characteristics of their own, that determine mobility over them.
  • Each zone can have particular displacement conditions that establish the costs involved in crossing those areas.
  • a zone of displacement represents geographical zones with similar characteristics in which an unrestricted displacement is allowed to interact with other zones
  • this space will be considered a zone of simple displacement, since it only requires a zone of displacement.
  • the cells that represent it will have, in general, the time resulting from applying the maximum possible travel speed in them, depending on the means of transport used.
  • An example could be to consider the conventional road network as a zone of displacement, which has a different speed of movement depending on the structural conditions of each road. In this area, communication restrictions with other border areas are not considered, as a user can, in principle, stop the vehicle at any point to move to another territorial area where there is no road, so it is possible to consider it as a space of simple displacement.
  • conditioned displacement space allows various types of displacement to coexist in those places, including transport modes with restricted displacement or with particular characteristics in its route.
  • These conditioned displacement spaces necessarily have to be composed of at least two displacement zones: one that represents the conditioned displacement zone that determines the scope occupied by the type of transport infrastructure with access limitations or with specific displacement modes; and another zone, defined as a node, to enable the connection with the rest of the displacement zones that define a territory.
  • This node will be the geographical area where it is possible to transform a conditional cumulative cost into a simple accumulated cost, and vice versa.
  • These conditioned displacement spaces contemplate the possibility of sharing modes of transport in their conditioned areas, as well as the superposition of several zones in the same place.
  • a surface of conditioned costs associated with each conditioned displacement space is required, where only those cells that represent the conditioned displacement zone or that allow various types of displacement will have value.
  • the conditioned cost assigned to these cells will have the value corresponding to the time spent traveling at the maximum possible speed to cross them considering the mode or means of transport associated with that conditioned travel space.
  • this conditioned cost is different from the displacement cost considered normal for that area, and which in turn is included in the Surface of Simple Costs.
  • conditioned displacement space can be a highway, since the user can only leave it to other places in the territory at the links or at specific points along its route.
  • the conditioned displacement space is formed by the high capacity path, understood as a conditioned displacement zone, and by the displacement zone of the links, which acts as a node of that composite space.
  • a specific speed for longitudinal displacement is applied, but in viaducts or passageways, another transverse displacement is allowed on that infrastructure, in principle with a very different speed, which refers to the conventional road with which the high capacity road is crossed at different levels.
  • a very different speed which refers to the conventional road with which the high capacity road is crossed at different levels.
  • the conditioned cost-distance procedure allows these steps to be taken into account, assigning conditioned costs conveniently to the cells involved within the surface of conditioned costs associated with the conditioned displacement space of the highways.
  • two types of accumulated costs are obtained: one the simple accumulated cost corresponding to the transit through the same by the conventional road, and another the accumulated cost conditioned due to the displacement by the highway.
  • This cumulative conditioned cost that is calculated in the steps at different levels and in the rest of the highway layout is only transferred as a simple accumulated cost to the rest of the territory in the areas characterized as a node of that conditioned displacement space. In this way, this conditioned cumulative cost is prevented from influencing the calculations outside this high capacity or high performance infrastructure, except for the links, thus responding to the actual behavior of the displacements in this type of road.
  • the location of the zones of displacement on the territory can be assigned by means of a specific raster file, in which all the zones that will be used in the procedure are differentiated.
  • the parameters that define each zone of displacement can be:
  • ⁇ CONDITIONED DISPLACEMENT SPACE Identifies the conditioned displacement space to which an area belongs, if necessary, that will be represented by the only surface of conditioned costs associated with that conditioned displacement space;
  • EDC NODE Indicates whether this zone of displacement allows a communication between that space and the rest of the territory, avoiding the restrictions associated with that EDC. (Possible values: TRUE / FALSE). At least one of the displacement zones within an EDC must have a value of "TRUE". These zones that function as a node within an EDC allow to calculate conditional accumulated costs (calculated using the proposed algorithm) from simple accumulated costs (obtained with the normal distance cost calculation procedure), and vice versa.
  • the zones of simple displacement can define a space of simple displacement, which has associated a surface of simple costs that represents the value of the cost that is invested in crossing each cell belonging to the space of simple displacement.
  • receiving data regarding travel costs between the cells of any of the travel zones in which the territory is structured can include:
  • the lowest accumulated travel cost value for the allowable displacements from the source taking into account the travel restrictions between the different displacement zones in which Structure the territory and the cost of cell travel cost may include: - Obtain, for each cell included in the raster model of the territory, the lowest accumulated travel cost value for the allowable displacements from the source, taking into account the travel restrictions between the different displacement zones in which the territory is structured and the cost value that is invested in traversing the cell defined in the surface of simple costs.
  • each conditioned displacement zone in combination with a suitable node defines a conditioned displacement space, which has an associated cost surface that represents the value of the cost that is invested in traversing each cell belonging to the space of conditioned displacement.
  • receiving data referring to travel costs between the cells of any of the travel zones in which the territory is structured may include:
  • the lowest accumulated cost of travel value for the allowable displacements from the source taking into account the travel restrictions between the different displacement zones where Structure the territory and the cost of cell travel cost may include:
  • This stage of obtaining, for each cell included in the raster model of the territory, the lowest accumulated travel cost value for the allowable displacements from the source, taking into account the restrictions of displacement between the different zones of displacement in which the territory is structured and the cost value that is invested in crossing the defined cell in the surface of simple costs and the cost value that is invested in crossing the defined cell in each surface of Conditional costs may include:
  • This defined sub-procedure therefore, must be performed iteratively until all the cells considered in the analysis are completed, so that they present the lowest possible accumulated cost values for the allowable displacements in the procedure.
  • processing the cell taking into account that the source cell (O) does not have a minimum conditional cumulative cost (CAC min ) may comprise:
  • calculating the cumulative conditioned cost (CAC D ) of this cell can be performed according to:
  • CAC D is the conditional cumulative cost of the conditioned displacement space (EDC) for the target cell (D);
  • CAS 0 is the simple cumulative cost of the source cell (O);
  • d is the geometric distance between the source cell (O) and the destination cell (D);
  • CS 0 is the simple cost associated with the source cell (O) within the surface of simple costs (SCS); Y
  • CC D is the conditioned cost associated with the target cell (D) within the surface of conditioned costs (SCC).
  • CAS D is the simple cumulative cost of the target cell (D);
  • CAS 0 is the simple cumulative cost of the source cell (O);
  • d is the geometric distance between the source cell (O) and the destination cell (D);
  • CS 0 is the simple cost associated with the source cell (O) within the surface of simple costs (SCS); Y
  • processing the cell taking into account that the source cell (O) does not have a minimum conditional cumulative cost (CAC min ) may comprise:
  • each cell and each surface of conditioned costs to which this cell belongs verify whether it is a target cell (D) of a source cell (O) that does not have a conditional cumulative cost (CAC), and, or it has no value in a surface of conditioned costs (SCC) or it is not a node of the conditioned displacement space (EDC) associated to the surface of conditioned costs, and the origin cell (O) belongs to a zone of displacement (ZD 0 ) that has no restrictions with the zone of displacement to which the destination cell (ZD D ) belongs;
  • CAC conditional cumulative cost
  • SCC surface of conditioned costs
  • EDC conditioned displacement space
  • CAS D is the simple cumulative cost (CAS) of the target cell (D);
  • CAS 0 is the simple cumulative cost (CAS) of the source cell (O);
  • d is the geometric distance between the source cell (O) and the destination cell (D);
  • CS 0 is the simple cost associated with the source cell (O) within the surface of simple costs (SCS); Y
  • CS D is the simple cost (CS) associated with the target cell (D) within the surface of simple costs (SCS).
  • processing the cell taking into account that the source cell (O) has a minimum conditional cumulative cost (CAC min ) can comprise:
  • ZD D zone of displacement
  • EDC conditioned displacement space
  • SCC surface of conditioned costs
  • calculating the cumulative conditioned cost (CAC D ) of this cell can be performed according to:
  • CAC D is the conditional cumulative cost of the conditioned displacement space (EDC) for the target cell (D);
  • CAC 0 is the cumulative conditioned cost of the conditioned displacement space (EDC) of the source cell (O);
  • d is the geometric distance between the source cell (O) and the destination cell (D);
  • CC 0 is the conditioned cost associated with the source cell (O) within the surface of conditioned costs (SCC); Y
  • CC D is the conditioned cost associated with the target cell (D) within the surface of conditioned costs (SCC).
  • CAS D is the simple cumulative cost of the target cell (D);
  • CAC 0 is the cumulative conditioned cost of the conditioned displacement space (EDC) of the source cell (O);
  • d is the geometric distance between the source cell (O) and the destination cell (D);
  • CC 0 is the conditioned cost associated with the source cell (O) within the surface of conditioned costs (SCC); Y
  • CS D is the simple cost associated with the target cell (D) within the simple cost area (SCS).
  • the lowest accumulated cost of travel cost for the allowable displacements from the source taking into account the travel restrictions between the different displacement zones in which the territory and the cost value that is invested in traversing the defined cell on the surface of simple costs and the cost value that is invested in traversing the defined cell in each surface of conditioned costs may comprise:
  • the cost-distance procedure conditioned according to the invention is based on the geospatial processing capacity of the raster GIS, so it is necessary to incorporate geographical data to start executing.
  • the input data in this model needs to incorporate more information than the one demanded in the known cost-distance model.
  • the present conditioned procedure that is proposed the following types of input data are precise:
  • Displacement Zones raster file that collects the different types of zones through which specific displacements can be established;
  • SCS Surface of Simple Costs
  • Conditional Cost Surfaces set of raster files, as many as conditioned displacement spaces are defined in the model, which will represent the costs involved in crossing each of the specific cells that identify the zones of conditioned displacement.
  • the accumulated costs are calculated according to the established displacement conditions, and following a mathematical process similar to that specified in the cost-distance model, although including a series of conditions and checks that will vary the way this calculation is executed to make it more versatile.
  • the calculation process starts from the source cells of displacements that are set in the corresponding raster file.
  • the proposed operations are always established between two cells, the origin cell (O) and any of the eight destination cells (D) that surround the origin cell, and towards which it can be moved from O (see figure 4).
  • the calculation is performed iteratively until all the cells considered in the analysis are completed, so that they present the lowest possible accumulated cost values for the allowable displacements in the process.
  • the source cell has a minimum accumulated cost value, which allows starting the operation towards the destination cell to calculate its accumulated cost based on the following aspects:
  • Cumulative cost of the source cell (in the case of being a source cell, this will be zero, since no travel cost has yet been accumulated). As cells are being traversed, the costs that have been invested in that displacement accumulate, so that crossing the target cell will increase the previous accumulated cost.
  • Geometric distance that separates the centers of both cells For raster files based on square cells, as is the general case, the distance in horizontal and vertical displacements will be the dimension of the cell side, and for diagonal displacements, that distance will be the diagonal of the grid.
  • the accumulated cost in a cell is calculated, it acquires the active cell condition, while until then it is considered as a latent cell in the calculation process.
  • the accumulated costs that are calculated on the new active cells are stored in the corresponding accumulated cost list, depending on whether it is a simple accumulated cost (CAS) or a conditional cumulative cost (CAC).
  • CAS simple accumulated cost
  • CAC conditional cumulative cost
  • the CAS list will always exist, and there will also be a CAC list associated with each conditioned displacement space (EDC), just as there was a conditioned cost area linked to each EDC.
  • the procedure continues iteratively until all the cells are provided with the condition of "closed cells", that is, obtaining in each cell the lowest possible accumulated cost value adjusted to the calculation requirements established by the conditioned cost-distance procedure. .
  • the simple accumulated cost (CAS) obtains value in practically all evaluable cells (except those defined as without value or "NoData” in the cost area or those that impose complete restrictions for some zone of displacement).
  • the Conditional cumulative costs (CAC) will only have value in cells where the conditional cost surfaces (SCC) associated with the same conditioned displacement space (EDC) have value.
  • the operability of the calculations is different if the source cell O has a minimum value of CAS or CAC. Whatever the minimum value starts the operative process of the procedure, but according to CAS or CAC, the minimum of all the accumulated costs that have been calculated up to that moment, and are stored in the accumulated cost lists, the operations to be carried out will vary.
  • CAC ⁇ D is the Conditional Accumulated Cost of the EDC ⁇ for the destination cell D
  • d is the geometric distance between cell O and cell D
  • CS 0 is the Simple Cost associated with cell O within the Surface of Simple Costs (SCS)
  • CC / o is the Conditional Cost associated with cell D within the SCC ⁇ . Then the same check would be done that is necessary in the event that the destination D has no value in any SCC ⁇ , or if the source cell does not belong to a zone of displacement considered as a node. In these cases, it is checked in the displacement conditions matrix (MCD) if the zone of the source cell O and the zone of the destination cell D are compatible (that is, there are no restrictions between them). In the event that communication is allowed between the two zones, the CAS of the destination cell D is calculated using the formula, as previously mentioned:
  • CAS D is the Simple Accumulated Cost of the destination cell D
  • CS D is the Simple Cost associated with cell D within the SCS
  • the target cell D has a value in another area of conditioned costs other than the one already verified. If so, for each cell value in an SCC j , this entire process would be repeated. If D had no value in more SCQ, a new target cell D would be searched for the source cell O considered. As soon as it had operated with all possible D cells around O, then a new source cell would be searched associated with the lower value of the accumulated costs already calculated. In any case, if the target cell corresponds to a cell defined as "source”, then the cost is not calculated, since these cells start the calculation procedure and will therefore always have a zero value for their accumulated cost.
  • the cell containing the minimum value CAC ⁇ m ⁇ n be now the source cell O in the calculation.
  • the first check we do is check whether the target cell D has value in the SCC ⁇ associated with EDC ⁇ linked to CAC ⁇ m ⁇ n. If cell D has value in SCC, then we calculate its CAC with the formula, as previously mentioned: where,
  • CAC ⁇ D is the Conditional Accumulated Cost of the EDC ⁇ for the destination cell D
  • CAC ⁇ O is the Conditional Accumulated Cost of the EDC ⁇ of the source cell OR
  • d is the geometric distance between cell O and cell D CC ⁇ O is the Conditional Cost associated with cell O within the Conditional Cost Surface (SCC ⁇ )
  • CC / o is the Conditional Cost associated with cell D within the SCC ⁇ It would then be operated in the same way as if the destination cell D had no value in SCC ⁇ , then checking if the destination cell D belongs to a displacement zone defined as Node the EDC ⁇ associated with CAC ⁇ m ⁇ n. If so, the cell would allow to obtain the CAS from the CAC, so the following formula would be calculated, as previously mentioned: L ⁇ QT ti * 3 ⁇ 4 ..! -, QTL ⁇ where,
  • CAS D is the Simple Accumulated Cost of the destination cell D
  • CS D is the Simple Cost associated with cell D within the SCS
  • the displacement zone of the destination cell is not an EDC node, then a new destination cell associated with the source cell O is searched, repeating this calculation process until all the cells surrounding the source cell O are checked. When this happens, the source cell is replaced by another that has the lowest value of the accumulated cost among all those calculated up to that moment.
  • the execution of the conditioned cost-distance procedure entails the generation of a multitude of calculations and operations of which only the final values obtained in the simple accumulated cost and in each of the conditional accumulated costs associated with each one are interested of the conditioned displacement spaces defined in the analysis.
  • These results are specified in different raster files that in general will have values in the same cells that have non-zero value in the respective files corresponding to the cost surfaces.
  • the CAS will have value in virtually all cells with value in the SCS. Only those displacement zones that have displacement restrictions with all contiguous zones will not be valuable.
  • the CACi will have value in the cells that have value in their respective SCCi associated to the corresponding EDCi.
  • CAG global cumulative cost corresponds to the lowest value of all the costs calculated for each cell, as it indicates the minimum time taken to reach it from any of the source cells considered. This minimum value represents the potential of that place to be reached with a certain cost regardless of the conditions of conditioned displacement that have been considered, nor the means of transport used to access it from the predetermined displacement generating points.
  • This CAG file is the final result of storing in each cell the minimum value of all the accumulated costs calculated in it.
  • CA G ini CAS
  • CAC ⁇ Conditional cumulative cost
  • the invention also provides a system for determining the accessibility of a territory, from a raster model of the territory used in a Geographic Information System, which divides the territory into a plurality of cells, this system comprising:
  • the computer / electronic means for receiving data referring to at least one value assigned to each cell of at least one zone of displacement of the different zones of displacement in which the territory is structured comprises:
  • the computer / electronic means to execute calculations on the zones of displacement in which the territory is structured taking into account the displacement restrictions between the different zones of displacement and the at least one value assigned to each cell of at least one zone of displacement of the different zones of displacement in which the territory is structured include:
  • the invention also provides a computer system comprising a memory and a processor, in which the memory stores computer program instructions executable by the processor, these instructions comprising functionalities for executing a method for determining the accessibility of a territory, from of a raster model of the territory used in a Geographic Information System, as described above.
  • the invention provides a computer program product comprising program instructions to cause a system to execute a procedure to determine the accessibility of a territory, from a raster model of the territory used in a Geographic Information System, as it is described above
  • this computer program may be stored on physical storage media, such as recording media, a computer memory, or a read-only memory, or it may be carried by a carrier wave, such as electrical or optical .
  • raster refers to a geographic data format implemented on a Geographic Information System (GIS), which is based on systematically dividing the entire territory to be defined, through a set of elementary units, called cells, which collect the value that describes that place, and that make up a mesh following a certain pattern from contiguous non-overlapping cells, and usually regular squares.
  • GIS Geographic Information System
  • the size of the cell, called resolution determines the precision with which a variable is collected within a raster layer.
  • Both the Cost-Distance model or procedure and the proposed procedure according to the invention are based on the use of raster data to perform the calculations and obtain the results.
  • source refers to a cell, or set of cells, on which the iterative process of calculating the minimum cost accumulated in the displacements on the rest of the cells that make up the rectangular mesh that represents the territory of analysis begins.
  • the source cells can be one or several, and they can be grouped together forming an area or scattered over different places of the mesh.
  • SCS Surface of Simple Costs
  • SCC Surface of Conditional Costs
  • EDC Conditional Displacement Space
  • zone of displacement represents those geographical places that have similar characteristics of their own, which determine the particular conditions of displacement that will establish the costs involved in crossing these areas of mobility.
  • conditioned displacement zone determines the scope occupied by those places with specific displacement modes or by some type of territorial element, or transport infrastructure, with access limitations except at certain points of its geometry.
  • EDC Conditional Displacement Space
  • Node which allows Your communication with the rest of the territory.
  • An EDC allows them to several types of displacement coexist in those places, including modes of transport with restricted displacement or with particular characteristics in its route.
  • the term "displacement zone of the links” or “displacement or communication node” represents that or those places that allow the connection of a displacement zone conditioned with the rest of the displacement spaces that define a territory. This node will be the geographical area where it is possible to transform a conditional cumulative cost into a simple accumulated cost, and vice versa.
  • oil or "origin cell”, during the iterative calculation process, refers to the cell that has the lowest cumulative cost of travel of all those existing at that time of the operation. From this source cell a new calculation is carried out to obtain the cumulative cost of its neighboring cells.
  • destination or “destination cell” refers to each of the neighboring cells at the time of interacting to establish the cost of travel with the source cell.
  • displacement refers to the action of crossing a territory from one place to another, and that in the raster format is represented by the passage from the center of one cell to the center of another different cell. Basically, the supported displacements are based on the connection of a source cell with the eight destination cells adjacent to it.
  • latent cell refers to any cell other than the source cells, with a value other than null, which belongs to a Cost Area, and on which a cumulative cost of displacement has not yet been calculated. A latent cell will participate in the accumulated cost calculation process.
  • active cell refers to any latent cell after calculating an accumulated cost of travel on it. The active cell will continue to participate in the calculation process until the lowest accumulated cost of travel is reached.
  • closed cell refers to any active cell after calculating the lowest accumulated cost of travel possible. The value of that cell will participate in the final result of the accessibility calculation.
  • CAS Simple Accumulated Cost
  • CAC Consumer Cumulative Cost
  • CAG Global Cumulative Cost'
  • Figure 1 is a flow chart schematically illustrating a Conditional Distance Cost method according to an embodiment provided by the invention
  • Figure 2 is a flowchart that schematically illustrates a sub-process of processing an origin cell O that does not have a cumulative cost conditioned in the context of a procedure equal to or similar to that of Figure 1
  • Figure 3 is a flowchart that schematically illustrates a sub-process of processing an origin cell O that does have a cumulative cost conditioned in the context of a procedure equal to or similar to that of Figure 1
  • Y is a flow chart schematically illustrating a Conditional Distance Cost method according to an embodiment provided by the invention
  • Figure 2 is a flowchart that schematically illustrates a sub-process of processing an origin cell O that does not have a cumulative cost conditioned in the context of a procedure equal to or similar to that of Figure 1
  • Figure 3 is a flowchart that schematically illustrates a sub-process of processing an origin cell O that does have a cumulative cost conditioned in the context of a procedure equal to or
  • Figure 4 schematically represents a source cell, its destination cells, and fundamentals that can be used in some embodiments to obtain the distance between the source cell and any of the destination cells.
  • embodiments of the method / system / software provided by the invention can be used to obtain movement costs in the context of any diffusion / dispersion / propagation process of an element (person, object, phenomenon, etc.) on a surface land.
  • embodiments can be used to obtain propagation costs and, therefore, the evolution of a fire, taking into account restrictions based on eg the types of vegetables existing in the territory (some vegetables are more combustible than others) , the humidity existing in different parts of the territory, etc.
  • the spread of pests on crop surfaces, the spread of polluting substances, etc. could also be estimated.
  • the Conditional Distance Cost procedure may be based on the geospatial processing capacity of the raster GIS, so it may require the incorporation of geographic data to begin execution.
  • the input data in this model may require the incorporation of more information than that demanded in the known Cost Distance model.
  • To execute this known procedure it is required to have an input file that mark the source places or generators of the displacements, and a raster file that represents the friction or cost surface associated with the displacements at each point of the scope of study.
  • the following types of input data may be required in the proposed proposed procedure:
  • - ZD Displacement Zones which can be a raster file that collects the different types of zones through which specific displacements can be established.
  • the accumulated costs can be calculated according to the established displacement conditions, and following a mathematical process similar to that used in the Cost Distance procedure, although including a series of conditions and verifications that will vary the way this calculation is executed to make it more versatile.
  • the calculation process can start from the source cells of displacements (which can be set in eg the corresponding raster file).
  • the proposed operations are always established between two cells, a source cell O and any of the (eg eight) destination cells D that surround the source cell, and towards which there may be a shift from the source cell O.
  • the calculation It can be done iteratively until all the cells considered in the analysis are completed, so that they present the lowest possible accumulated cost values for the allowable displacements in the process.
  • the source cell may have a minimum accumulated cost value, which may allow the operation to start towards the destination cell to calculate its accumulated cost based on eg the following aspects:
  • the distance in horizontal and vertical displacements may be the dimension of the cell side (see figure 4), and for diagonal displacements, that distance may be diagonal of the grid.
  • the accumulated cost in a cell can acquire the active cell condition, while until then it can be considered as a latent cell in the calculation process.
  • the accumulated costs that are calculated on the new active cells can be stored in a corresponding List of Accumulated Costs, depending on whether it is a Simple CAS Accumulated Cost or a CAC Conditional Accumulated Cost.
  • the CAS list may always exist, and there may also be a list of the CAC associated with each EDC Conditional Displacement Space, just as there may be a
  • That active cell can Acquire the closed cell condition, and its value can be assigned to the file that collects the final result of the corresponding accumulated cost, either CAS or CAC. From that cell, the accumulated costs in the adjacent / adjacent cells can be calculated, complying with the marked displacement conditions, being able to obtain an accumulated cost value in the cells that do not yet have it, or changing it when the new calculated accumulated cost it was smaller than the one in the destination cell.
  • These new values of the accumulated costs may be simple or conditioned as certain operational criteria of the procedure are met, being able to store their value in the corresponding List of Cumulative Costs, together with the other CAS or CAC values calculated up to that moment by the procedure .
  • This process may continue iteratively until all cells are provided with the condition of "closed cells", that is, obtain in each cell the lowest possible accumulated cost value adjusted to the calculation requirements that the Conditional Distance Cost model can establish.
  • the Simple CAS Accumulated Cost can obtain value in practically all evaluable cells (except for those that can be defined as worthless or "No data" on the Cost Surface or those that may impose full restrictions for some zone of displacement) .
  • the CAC Conditional Accumulated Costs could only have value in the cells where the SCCs associated with the same EDC have value.
  • the operability of the calculations may be different if the source cell O has a minimum value of CAS or CAC. Whatever the minimum value may start the operative process of the procedure, but the operations to be carried out may vary depending on the CAS or CAC the minimum of all the accumulated costs that may have been calculated up to that time, and may be stored in the Lists of accumulated costs.
  • Figure 1 is a flow chart schematically illustrating a Conditioned Cost Distance method according to an embodiment provided by the invention.
  • the procedure begins at a start stage 100. Then it goes on to step 101, in which it checks if there is an FD source cell or active cell with a minimum cumulative cost CA min . If this verification produces a positive result S (if there is an FD cell or active cell with a minimum CA), proceed to step 1 02. If this verification produces a negative result N (there is no FD cell or active cell with a CA min ), go to step 1 05, in which the procedure ends.
  • step 102 the source cell FD or active cell with the minimum cumulative cost CA min is closed and then it goes to step 1 03.
  • the closed cell is assumed / marked as source cell O and then proceed to step 1 04.
  • step 1 04 it is verified whether the minimum accumulated cost CA min of the source cell O is a cumulative conditioned cost minimum CAC min . If this verification 1 04 produces a positive result S (the CA min of cell O if it is a CAC min ), it is passed to step 107, which comprises a sub-procedure of processing the source cell O taking into account that it has a cumulative cost conditioned minimum CAC min .
  • step 106 which comprises a sub-procedure of processing the source cell O taking into account that has a minimum accumulated cost CAC m ⁇ n conditioned.
  • step 106 comprises a sub-procedure of processing the source cell O taking into account that has a minimum accumulated cost CAC m ⁇ n conditioned.
  • step 107 has already completed the processing of the current FD or active (with CAC m ) source cell, so that step 1 01 determines and starts the processing of a new FD source cell or active (with AC min , whether conditioned or not). Details are provided on the processing performed by step 1 07 in other parts of the description with reference to the figure
  • step 1 06 A transition from step 1 06 to step 101 is also reflected in Figure 1.
  • This transition occurs when step 106 has completed processing of the cell or active source FD (without CAC m ⁇ n) current, so that the step 1 January determine and start processing a new source cell FD or active (with AC min , whether conditioned or not). Details are provided on the processing performed by step 1 06 in other parts of the description with reference to Figure 2.
  • Figure 2 is a flowchart that schematically illustrates a subprocess of processing an origin cell O that does not have a cumulative cost conditioned at least CAC min in the context of a procedure equal to or similar to that of Figure 1.
  • step 200 it is checked whether there is a destination cell D not yet processed adjacent to the source cell O, and if said destination cell D has value in some SCC conditioned cost surface. If this verification 200 produces a positive result S (there is unprocessed cell D adjacent to cell O and with value in some SCC), it is passed to step 201. If this verification 200 produces a negative result N (there is no unprocessed cell D adjacent to cell O and with value in some SCC), it is passed to step 203.
  • step 201 it is verified if the source cell O belongs to a ZD Offset Zone defined as the Node of the EDC Specific Conditioned Offset Space for that SCC conditioned cost surface. If this verification 201 produces a positive result S (cell O does belong to a ZD defined as the EDC Node for that SCC, which means that a cumulative cost conditioned CAC can be attributed to cell D), it is passed to the stage 202. If this verification 201 produces a negative result N (cell O does not belong to a ZD defined as the EDC Node for that SCC, which means that a cumulative cost conditional CAC cannot be attributed to cell D), it is passed to stage 203.
  • a ZD Offset Zone defined as the Node of the EDC Specific Conditioned Offset Space for that SCC conditioned cost surface.
  • step 202 the CAC conditioned cumulative cost for the target cell D is calculated, which can be obtained by applying the following formula:
  • CAC D is the cumulative CAC conditioned cost of the EDC for the target cell D; CAS or is the simple cumulative cost of the source cell O;
  • d is the geometric distance between the source cell O and the destination cell D (see figure 4);
  • CSo is the simple cost associated with the source cell O within the surface of simple costs SCS; Y
  • CC D is the conditioned cost associated with the target cell D within the surface of conditioned costs SCC.
  • step 202 Once step 202 has been completed and, therefore, the cumulative cost conditioned CAC for the destination cell D has been calculated, it is passed to step 203.
  • step 203 it is verified whether the ZD Offset Zones of the source cell O and of the destination cell D are compatible, that is, if communication between both ZD Offset Zones is allowed. This can be done by consulting an MCD Displacement Conditions Matrix. If this verification 203 produces a positive result S (the ZD of cell O and cell D are compatible according to the MCD), it goes to step 204. If this verification 203 produces a negative result N (the ZD of the cell O and cell D are not compatible according to the MCD), go to step 205.
  • step 204 the simple accumulated cost CAS of the destination cell D is calculated by the following formula:
  • CAS D is the simple accumulated cost CAS of the target cell D
  • d is the geometric distance between the source cell O and the destination cell D (see figure 4);
  • CSo is the simple cost associated with the source cell O within the surface of simple costs SCS; Y
  • CS D is the simple cost CS associated with the target cell D within the surface of simple costs SCS.
  • step 204 Once step 204 has been completed and, therefore, the simple accumulated cost CAS of the destination cell D has been calculated, it is passed to step 205.
  • step 205 it is verified whether the destination cell D has value in another surface of conditioned costs SCC not yet considered. If verification 205 produces a positive result S (cell D does have value in another SCC not yet considered), it is returned to step 201 in order to repeat the process (from said step 201) for the value of the destination cell D in this other SCC. If verification 205 produces a negative result N (cell D has no value in another SCC not yet considered), it is passed to step 206.
  • step 206 it is verified whether the source cell O has an adjacent destination cell D pending processing. If this verification 206 produces a positive result S (cell O does have an adjacent cell D pending processing), it is returned to step 200 in order to repeat the process (from said stage 200) for this other adjacent destination cell D pending processing. If this verification 206 produces a negative result N (cell O does not have an adjacent cell D pending processing), it is returned to step 101 in order to process a new source cell FD or active cell with a minimum cumulative cost CA min (see figure 1).
  • FIG 3 is a flowchart that schematically illustrates a sub-process of processing an origin cell O that does have a cumulative cost conditioned in the context of a procedure equal to or similar to that of Figure 1.
  • the sub-procedure begins in step 300 when step 104 produces a positive result, which indicates that the minimum cumulative cost CA min of the source cell O is a cumulative cost conditioned minimum CAC min (see Figure 1).
  • step 300 it is checked whether there is a destination cell D not yet processed adjacent to the source cell O, and if said destination cell D has value in some SCC conditioned cost surface. If this verification 300 produces a positive result S (there is unprocessed cell D adjacent to cell O and with value in some SCC), it goes to step 304. If this verification 300 produces a negative result N (there is no cell D no processed adjacent to cell O and with value in some SCC), it is passed to step 301.
  • step 301 it is verified whether the destination cell D belongs to a ZD Offset Zone defined as the Node of the EDC Specific Conditioned Offset Space for that SCC conditioned cost surface. If this verification 301 produces a positive result S (cell D does belong to a ZD defined as the EDC Node for that SCC, which means that a simple accumulated cost CAS can be attributed to cell D), it is passed to step 302. If this verification 301 produces a negative result N (cell D does not belong to a ZD defined as the EDC Node for that SCC, which means that a simple accumulated cost CAS cannot be attributed to cell D), it is passed to step 303.
  • a ZD Offset Zone defined as the Node of the EDC Specific Conditioned Offset Space for that SCC conditioned cost surface.
  • step 302 the simple accumulated cost CAS of the target cell D is calculated by the following formula:
  • CAS D is the simple accumulated cost CAS of the target cell D
  • CACo is the Conditional Accumulated Cost of the EDC of the source cell O;
  • 15 d is the geometric distance between the source cell O and the destination cell D (see figure 4);
  • CCo is the conditioned cost associated with the source cell O within the SCC conditioned cost surface
  • CS D is the simple cost CS associated with the target cell D within the surface of 20 simple costs SCS.
  • step 302 Once step 302 has been completed and, therefore, the simple accumulated cost CAS of the destination cell D has been calculated, it is passed to step 303.
  • step 303 it is verified whether the source cell O has an adjacent destination cell D pending processing. If this verification 303 produces a positive result S (cell O does have an adjacent cell D pending processing), it is returned to step 300 in order to repeat the process (from said stage 300) for this other adjacent destination cell D pending processing. If this verification 303 produces a positive result S (cell O does have an adjacent cell D pending processing), it is returned to step 300 in order to repeat the process (from said stage 300) for this other adjacent destination cell D pending processing. If this verification 303 produces a
  • CAC D is the cumulative CAC conditioned cost of the EDC for the target cell D
  • CACo is the Conditional Accumulated Cost of the EDC of the source cell O;
  • d is the geometric distance between the source cell O and the destination cell D (see figure 4);
  • CCo is the conditioned cost associated with the source cell O within the SCC conditioned cost surface
  • CC D is the conditioned cost associated with the target cell D within the surface of conditioned costs SCC.
  • step 304 Once step 304 has been completed and, therefore, the conditional cumulative cost CAC has been calculated for the destination cell D, it is returned to step 301 in order to verify whether a simple accumulated cost CAS can be attributed to the cell D and, if so, proceed to its calculation (in step 302), as described above.
  • the global procedure (illustrated in Figures 1 - 3) ends when all the cells have been assigned the lowest value resulting from the cost of travel between them and the closest source cell FD among all those established in the analysis, according to the type of cost accumulated considered, simple accumulated cost CAS or cumulative cost conditioned CAC. The final result obtained with this Cost Distance procedure
  • Conditioned is more adjusted to the reality generated by certain types of transport infrastructure with access restrictions, which allow specific mobility adjusted to the layout of its structural platform, and that only interacts with other mobilities throughout the rest of the territory, at certain points of its route. This will entail that in the near environment of places belonging to these specific infrastructures, there may be very different values in the travel costs associated with the analysis of the accessibility of a region, since there are really notable differences in the mobility behavior of each of the zones.
  • the execution of the Conditional Distance Cost model entails the generation of a multitude of calculations and operations that will only be of interest in preserving the final values obtained in the simple accumulated cost CAS and in each of the CAC conditional cumulative costs associated with each of the spaces of EDC conditioned displacement defined in the analysis.
  • these results can be specified in different raster files, which in general will have values in the same cells that have non-zero value in the respective files corresponding to the cost surfaces SC.
  • the simple accumulated cost CAS will have value in virtually all cells with value in the SCS. Only those ZD displacement zones that have displacement restrictions with all contiguous zones will not have value.
  • the cumulative CAC conditioned costs will have value in the cells that have value in their respective SCC conditioned cost surfaces associated with the corresponding EDC conditioned displacement spaces.
  • the calculated cumulative costs can be unified, so that a single value per cell is obtained, which can be called the CAG global cumulative cost.
  • This cost corresponds to the lowest value of all the costs calculated for each cell, as it indicates the minimum time taken to reach it from any of the source cells FD considered. This minimum value will represent the potential of that place to be reached with a certain cost regardless of the conditioned displacement spaces that have been considered, nor the means of transport used to access it from the predetermined displacement generating points.
  • This CAG file is the final result of storing in each cell the minimum value of all the accumulated costs calculated in it.
  • Figure 4 schematically represents a source cell, its destination cells, and fundamentals that can be used to obtain the distance between the source cell and any of the destination cells, in some embodiments.
  • All cells shown (origin O and destination D) have a quadrangular shape, that is, with four sides of identical length d1.
  • the source cell O is the one that occupies the central position and the destination D are those that surround (are adjacent) to it.
  • the center point of each of the cells (origin O and destination D) is also shown.
  • the length d2 refers to the distance between the respective center points of the source cell O and any of the destination cells D vertically adjacent to the source cell O.
  • the length d3 refers to the distance between the respective center points of the cell origin O and any of the destination D cells horizontally adjacent to the origin O cell. The expert will easily understand that the distances d1, d2 and d3 are identical because of the quadrangular configuration and arrangement of the cells.
  • the length d4 refers to the distance between the respective center points of the source cell O and any of the destination cells D adjacent "diagonally" to the source cell O.
  • This length d4 can be obtained by the following formula:
  • d1 is the geometric distance between the source cell O and any of the destination cells D adjacent horizontally or vertically to the source cell O
  • d4 is the geometric distance between the source cell O and any of the destination cells D adjacent "diagonally” to the source cell O.
  • the computer program product may be in the form of source code, object code or intermediate code between source code and object code, such as in partially compiled form, or in any other form suitable for use in the implementation of the processes of according to the invention.
  • the carrier medium can be any entity or device capable of carrying the program.
  • the carrier medium may comprise a storage medium, such as a ROM, for example a CD ROM or a semiconductor ROM, or a magnetic recording medium, for example a floppy disc or a hard disk.
  • the carrier means may be a transmissible carrier medium such as an electrical or optical signal that can be transmitted via electrical or optical cable or by radio or other means.
  • the carrier medium may be constituted by said cable or other device or medium.
  • the carrier means may be an integrated circuit in which the software product is encapsulated (embedded), said integrated circuit being adapted to perform, or to be used in the realization of, the relevant processes.
  • the invention can also be implemented by computer systems, such as personal computers, servers, a computer network of computers, laptops, tablets or any other programmable device or computer processor.
  • programmable electronic devices can also be used, such as programmable logic controllers (ASICs, FPGAs, programmable controllers, etc.).
  • the invention can be implemented in both hardware and software or firmware, or any combination thereof.

Abstract

The invention relates to a method for restricting calculations to be performed in a raster model of a territory used in a geographic information system, dividing the raster model of the territory into a plurality of cells. The method comprises receiving data relating to different zones of movement which form the structure of the territory; receiving data relating to restrictions of movement between the different zones of movement; receiving data relating to at least one value assigned to each cell of at least one zone of movement of the different zones of movement; performing the calculations on the zones of movement that form the structure of the territory, bearing in mind the restrictions on movement between the different zones of movement and the at least one value assigned to each cell of at least one zone of movement of the different zones of movement.

Description

Procedimiento, sistema, sistema informático y producto de programa informático para restringir los cálculos a realizar en un modelo ráster de un territorio usado en un Sistema de Información Geográfica (SIG) La presente invención se refiere a un procedimiento restringir los cálculos a realizar en un modelo ráster de un territorio usado en un Sistema de Información Geográfica (SIG), dividiendo el modelo ráster el territorio en un pluralidad de celdas.  Procedure, system, computer system and software product to restrict the calculations to be performed in a raster model of a territory used in a Geographic Information System (GIS) The present invention relates to a procedure to restrict the calculations to be performed in a model raster of a territory used in a Geographic Information System (GIS), dividing the raster model the territory into a plurality of cells.
La invención se refiere también a un sistema, a un sistema informático y a un producto de programa informático para restringir los cálculos a realizar en un modelo ráster de un territorio usado en un Sistema de Información Geográfica, adecuados para llevar a cabo este procedimiento. The invention also relates to a system, a computer system and a computer program product for restricting the calculations to be performed in a raster model of a territory used in a Geographic Information System, suitable for carrying out this procedure.
La invención es aplicable en diferentes fenómenos de dispersión, accesibilidad, movilidad o desplazamiento que puedan ocurrir sobre la superficie terrestre. Así, por ejemplo, la invención puede permitir conocer el tiempo necesario para llegar a un determinado lugar (ciudad, equipamiento, etc.) desde el resto de lugares de un territorio, o puede permitir conocer la propagación de, por ejemplo, un foco de contaminación, una plaga en cultivos o un incendio. The invention is applicable in different phenomena of dispersion, accessibility, mobility or displacement that may occur on the earth's surface. Thus, for example, the invention can make it possible to know the time necessary to reach a certain place (city, equipment, etc.) from the rest of places in a territory, or it may allow to know the propagation of, for example, a focus of pollution, a crop pest or a fire.
ESTADO DE LA TÉCNICA ANTERIOR STATE OF THE PREVIOUS TECHNIQUE
Es conocido el uso del formato ráster para representar un territorio entendido como un espacio continuo, con el fin de evaluar distancias entre cualquier punto del territorio. Esta evaluación de distancias suele llevarse a cabo usando una función espacial para determinar el coste acumulado en el desplazamiento desde uno o varios puntos (tomados como origen) hacia el resto de puntos del territorio. También es conocida la implementación de esta función espacial mediante el procedimiento (o algoritmo) coste-distancia, en algunos de los programas SIG más utilizados (ArcGIS, Sextante-gvSIG, Grass, etc.). Por este motivo, el procedimiento coste- distancia es uno de los más presentes en publicaciones sobre trabajos de accesibilidad, tales como p.ej. [FARROW, A.; NELSON, A. Modelación de la accesibilidad en ArcView 3. Centro Internacional de Agricultura Tropical. 2001], [JULIAO, R.P. Measuring accessibility using GIS. 1998] o [PABLO, Federico; MUÑOZ, Carlos y MYRO, Rafael. Un análisis del efecto de la inversión en infraestructuras sobre la accesibilidad del territorio a la red viaria de alta capacidad. XXIX Reunión de estudios Regionales. 2002]. It is known to use the raster format to represent a territory understood as a continuous space, in order to evaluate distances between any point of the territory. This distance evaluation is usually carried out using a spatial function to determine the accumulated cost in the displacement from one or several points (taken as origin) to the rest of the territory. The implementation of this spatial function is also known through the cost-distance procedure (or algorithm), in some of the most used GIS programs (ArcGIS, Sextante-gvSIG, Grass, etc.). For this reason, the cost-distance procedure is one of the most present in publications on accessibility works, such as eg [FARROW, A .; NELSON, A. Accessibility modeling in ArcView 3. International Center for Tropical Agriculture. 2001], [JULIAO, RP Measuring accessibility using GIS. 1998] or [PABLO, Federico; MUÑOZ, Carlos and MYRO, Rafael. An analysis of the effect of investment in infrastructures on the accessibility of the territory to the high capacity road network. XXIX Regional Studies Meeting. 2002].
El procedimiento (o algoritmo) coste-distancia se basa en determinar para cada celda (ráster) el valor del coste que supone desplazarse desde ese punto a otro tomado como destino, considerando que los desplazamientos son influenciados por las características del terreno por donde se circula. Aunque este procedimiento se puede usar de forma que permita calcular un coste anisotrópico de los desplazamientos según la dirección geográfica que siguen, normalmente se usa con el fin de calcular un coste isotrópico. The cost-distance procedure (or algorithm) is based on determining for each cell (raster) the value of the cost of moving from that point to another taken as a destination, considering that the displacements are influenced by the characteristics of the terrain through which it circulates . Although this procedure can be used in a way that allows calculating an anisotropic cost of the displacements according to the geographic direction that follows, it is normally used in order to calculate an isotropic cost.
En este procedimiento, el concepto de distancia se usa de forma similar al usado en las funciones euclídeas, pero se permite atender a otros factores para valorar otros costes de movilidad. El territorio sobre el que se miden los desplazamientos se caracteriza en función de la resistencia que cada lugar ofrece al movimiento en función de sus características geográficas o territoriales, medidas en diferentes unidades (longitud, tiempo, energía, dinero, etc.) según el tipo de análisis que se quiera realizar. Durante el proceso de cálculo se obtiene para cada celda el valor del coste acumulado en los desplazamientos y la dirección seguida al atravesar esa celda para llegar al destino señalado previamente. In this procedure, the concept of distance is used in a similar way to that used in Euclidean functions, but other factors are allowed to assess other mobility costs. The territory on which the displacements are measured is characterized according to the resistance that each place offers to the movement according to its geographical or territorial characteristics, measured in different units (length, time, energy, money, etc.) according to the type of analysis that you want to perform. During the calculation process, the value of the cost accumulated in the displacements and the direction followed when crossing that cell to reach the previously indicated destination is obtained for each cell.
Si se desea, este procedimiento coste-distancia permite determinar además el camino de menor longitud entre distintos orígenes y destinos, así como asignar cada punto del territorio al destino más próximo, entendiendo proximidad como el menor coste necesario para llegar a él (zonificación por proximidad). If desired, this cost-distance procedure also allows determining the path of shorter length between different origins and destinations, as well as assigning each point of the territory to the nearest destination, understanding proximity as the lowest cost necessary to reach it (proximity zoning ).
La ejecución de este procedimiento requiere disponer de un archivo ráster que fije los lugares origen o destino sobre los que se desea tener información de costes de desplazamiento por el territorio, desde o hasta ellos. Este archivo puede denominarse archivo "fuente". También se debe tener un archivo ráster que recoja el coste que supone atravesar cada una de las celdas que componen la rejilla o matriz que representa el territorio a analizar. Este archivo puede denominarse "superficie de costes". De este modo, el resultado de la ejecución del procedimiento coste-distancia es un nuevo archivo ráster en el que se asigna a cada celda el menor coste acumulado que se necesita para llegar desde ella a la celda destino más próxima de entre las especificadas como fuente, en función de las dificultades y resistencias a los movimientos definidas por el archivo de "superficie de costes". The execution of this procedure requires having a raster file that fixes the origin or destination places on which it is desired to have information on travel costs through the territory, from or to them. This file can be called a "source" file. You must also have a raster file that includes the cost of crossing each of the cells that make up the grid or matrix that represents the territory to be analyzed. This file can be called "cost area". Thus, the result of the execution of the cost-distance procedure is a new raster file in which each cell is assigned the lowest cumulative cost that is needed to arrive from it to the nearest destination cell among those specified as source , depending on the difficulties and resistance to the movements defined by the "cost area" file.
El proceso seguido por este procedimiento puede basarse p.ej. en considerar el centro de cada celda como un nodo enlazado a los ocho contiguos mediante líneas rectas. Cada enlace entre dos nodos conlleva una impedancia que se basa en el coste por unidad de desplazamiento asociado a ambas celdas y en la distancia que las separa. Esta distancia puede obtenerse directamente a partir del tamaño de las celdas o, lo que es lo mismo, de la resolución del archivo ráster que las contiene. El proceso se repite de manera iterativa calculando para todas las celdas existentes el menor coste acumulado que presentan. The process followed by this procedure can be based, for example, on considering the center of each cell as a node linked to the next eight by straight lines. Each link between two nodes carries an impedance that is based on the cost per unit of displacement associated with both cells and the distance that separates them. This distance can be obtained directly from the size of the cells or, what is the same, from the resolution of the raster file that contains them. The process is repeated iteratively, calculating the lowest accumulated cost for all existing cells.
Aunque el procedimiento coste-distancia permite el cálculo entre todas las celdas definidas en un territorio, presenta también algunos inconvenientes. En algunos casos, este procedimiento permite desplazamientos entre celdas que en realidad no son posibles, lo cual puede generar costes de desplazamiento erróneos. Por ejemplo, puede permitir que se pueda acceder a celdas identificadas como Autopista desde celdas limítrofes con independencia de si hay o no una incorporación a la autopista. En este caso, si no hay tal incorporación a la autopista, podría generarse un coste falso, puesto que este coste se referiría a un desplazamiento imposible de llevar a cabo en la realidad. Although the cost-distance procedure allows calculation between all the cells defined in a territory, it also has some drawbacks. In some cases, this procedure allows displacements between cells that are not really possible, which can lead to erroneous travel costs. For example, it can allow access to cells identified as Highway from bordering cells, regardless of whether or not there is a highway incorporation. In this case, if there is no such incorporation to the highway, a false cost could be generated, since this cost would refer to a displacement impossible to carry out in reality.
También son conocidos procedimientos que se basan en el uso de datos en formato vectorial para ejecutar análisis de redes de transporte. Sin embargo, el coste (temporal y económico) de obtener datos vectoriales con topología lo suficientemente precisa puede ser significativamente alto (muy superior a p.ej. el coste de obtener datos en formato ráster). Además, el mencionado formato vectorial sólo permite calcular valores de accesibilidad en nodos de conexión y no en cualquier punto del territorio (lo que sí permite p.ej. el formato ráster). EXPLICACIÓN DE LA INVENCIÓN Procedures that are based on the use of data in vector format to perform transport network analysis are also known. However, the cost (temporary and economical) of obtaining vector data with sufficiently precise topology can be significantly high (much higher than eg the cost of obtaining data in raster format). In addition, the aforementioned vector format only allows accessibility values to be calculated in connection nodes and not at any point in the territory (which does allow eg raster format). EXPLANATION OF THE INVENTION
Por lo tanto, existe la necesidad de nuevos procedimientos, productos de programa informático y unidades de control para restringir los cálculos a realizar en un modelo ráster de un territorio usado en un Sistema de Información Geográfica (SIG), que solucionen al menos alguno de los problemas antes mencionados. Es un objetivo de la presente invención satisfacer dicha necesidad. Therefore, there is a need for new procedures, software products and control units to restrict the calculations to be performed in a raster model of a territory used in a Geographic Information System (GIS), which solve at least some of the problems mentioned above. It is an objective of the present invention to satisfy said need.
Este objetivo se consigue proporcionando un procedimiento para restringir unos cálculos a realizar en un modelo ráster de un territorio usado en un Sistema de Información Geográfica, dividiendo el modelo ráster el territorio en una pluralidad de celdas, comprendiendo el procedimiento: This objective is achieved by providing a procedure to restrict some calculations to be performed in a raster model of a territory used in a Geographic Information System, dividing the raster model the territory into a plurality of cells, the procedure comprising:
Recibir datos referentes a distintas zonas de desplazamiento en las que se estructura el territorio;  Receive data referring to different zones of displacement in which the territory is structured;
- Recibir datos referentes a restricciones de desplazamiento entre las distintas zonas de desplazamiento en las que se estructura el territorio;  - Receive data regarding travel restrictions between the different zones of movement in which the territory is structured;
Recibir datos referentes a al menos un valor asignado a cada celda de al menos una zona de desplazamiento de las distintas zonas de desplazamiento en las que se estructura el territorio;  Receive data referring to at least one value assigned to each cell of at least one zone of displacement of the different zones of displacement in which the territory is structured;
- Ejecutar los cálculos sobre las zonas de desplazamiento en las que se estructura el territorio, teniendo en cuenta las restricciones de desplazamiento entre las distintas zonas de desplazamiento y el al menos un valor asignado a cada celda de al menos una zona de desplazamiento de las distintas zonas de desplazamiento en las que se estructura el territorio.  - Carry out the calculations on the displacement zones in which the territory is structured, taking into account the displacement restrictions between the different displacement zones and the at least one value assigned to each cell of at least one displacement zone of the different displacement zones in which the territory is structured.
El establecimiento de diferentes zonas de desplazamiento dentro del territorio y el establecimiento de restricciones entre estas diferentes zonas de desplazamiento puede abrir nuevos horizontes de posibilidades en los análisis geoespaciales. De este modo, podría plantearse no sólo restringir o permitir la ejecución de un algoritmo sino que podría incluso plantearse la ejecución de una operación u otra diferente en función de cuáles sean las zonas de origen y de destino, es decir, según las celdas pertenezcan a zonas que presenten unas características previas que hagan recomendable tratamientos distintos en las operaciones pero que puedan integrarse durante el mismo proceso de cálculo. Además, este procedimiento de acuerdo con la invención puede permitir operar de forma distinta entre dos zonas, según cual sea la zona origen y cual la zona destino, pudiendo realizar operaciones diferentes entre ellas en función de dónde o hacia dónde se produzca el sentido del desplazamiento. El planteamiento de fijar restricciones en la comunicación entre las celdas puede conseguirse a partir de una matriz de condiciones de desplazamiento. En esta matriz, se ordenan en filas y columnas los diferentes tipos de zonas de desplazamiento admitidos en el análisis, de modo que es posible establecer si se permite o se prohibe el desplazamiento entre cada par de zonas. The establishment of different zones of displacement within the territory and the establishment of restrictions between these different zones of displacement can open new horizons of possibilities in geospatial analyzes. In this way, it could be considered not only to restrict or allow the execution of an algorithm but also to consider the execution of an operation or a different one depending on the areas of origin and destination, that is, depending on the cells belonging to areas that have previous characteristics that make recommended different treatments in the operations but that can be integrated during the same calculation process. In addition, this process according to the invention may allow different operations between two zones, depending on the origin zone and which the destination zone, being able to perform different operations between them depending on where or where the direction of travel occurs. The approach of setting restrictions on communication between cells can be achieved from a matrix of displacement conditions. In this matrix, the different types of displacement zones admitted in the analysis are sorted in rows and columns, so that it is possible to establish whether the displacement between each pair of zones is allowed or prohibited.
Según un realización, el procedimiento puede comprender recibir datos referentes a al menos una fuente a partir de la cual se originan los desplazamientos. According to one embodiment, the method may comprise receiving data concerning at least one source from which the displacements originate.
De acuerdo con otra realización, recibir datos referentes a distintas zonas de desplazamiento en las que se estructura el territorio puede comprender: According to another embodiment, receiving data referring to different zones of displacement in which the territory is structured may comprise:
Recibir un archivo ráster que comprende las distintas zonas de desplazamiento en las que se estructura el territorio.  Receive a raster file that includes the different zones of displacement in which the territory is structured.
De acuerdo con otra realización de la invención, recibir datos referentes a restricciones de desplazamiento entre las distintas zonas de desplazamiento en las que se estructura el territorio puede comprender: In accordance with another embodiment of the invention, receiving data regarding travel restrictions between the different travel zones in which the territory is structured may comprise:
Recibir un archivo que comprende las restricciones de desplazamiento entre las distintas zonas de desplazamiento en las que se estructura el territorio. Este archivo no tiene que ser forzosamente de tipo ráster. También puede ser de algún otro formato, tal como un archivo de texto.  Receive a file that includes the travel restrictions between the different zones of movement in which the territory is structured. This file does not necessarily have to be raster type. It can also be of some other format, such as a text file.
Además, recibir datos referentes a al menos un valor asignado a cada celda de al menos una zona de desplazamiento de las distintas zonas de desplazamiento en las que se estructura el territorio puede comprender: In addition, receiving data referring to at least one value assigned to each cell of at least one zone of displacement of the different zones of displacement in which the territory is structured can comprise:
Recibir al menos un archivo ráster que comprende datos referentes a al menos un valor asignado a cada celda de al menos una zona de desplazamiento de las distintas zonas de desplazamiento en las que se estructura el territorio. De acuerdo con otro aspecto, la invención proporciona un sistema para restringir los cálculos a realizar en un modelo ráster de un territorio usado en un Sistema de Información Geográfica, dividiendo el modelo ráster el territorio en una pluralidad de celdas, comprendiendo el sistema: Receive at least one raster file comprising data referring to at least one value assigned to each cell of at least one zone of displacement of the different zones of displacement in which the territory is structured. According to another aspect, the invention provides a system for restricting the calculations to be performed in a raster model of a territory used in a Geographic Information System, the raster model dividing the territory into a plurality of cells, the system comprising:
- Medios informáticos/electrónicos para recibir datos referentes a distintas zonas de desplazamiento en las que se estructura el territorio;  - Computer / electronic means to receive data referring to different areas of displacement in which the territory is structured;
- Medios informáticos/electrónicos para recibir datos referentes a restricciones de desplazamiento entre las distintas zonas de desplazamiento en las que se estructura el territorio;  - Computer / electronic means to receive data regarding travel restrictions between the different zones of movement in which the territory is structured;
- Medios informáticos/electrónicos para recibir datos referentes a al menos un valor asignado a cada celda de al menos una zona de desplazamiento de las distintas zonas de desplazamiento en las que se estructura el territorio;  - Computer / electronic means to receive data referring to at least one value assigned to each cell of at least one zone of displacement of the different zones of displacement in which the territory is structured;
- Medios informáticos/electrónicos para ejecutar cálculos sobre las zonas de desplazamiento en las que se estructura el territorio, teniendo en cuenta las restricciones de desplazamiento entre las distintas zonas de desplazamiento y el al menos un valor asignado a cada celda de al menos una zona de desplazamiento de las distintas zonas de desplazamiento en las que se estructura el territorio. Este sistema puede comprender también unos medios informáticos/electrónicos para recibir datos referentes a al menos una fuente a partir de la cual se originan los desplazamientos.  - Computer / electronic means to execute calculations on the zones of displacement in which the territory is structured, taking into account the displacement restrictions between the different zones of displacement and the at least one value assigned to each cell of at least one zone of displacement of the different zones of displacement in which the territory is structured. This system may also comprise computer / electronic means for receiving data concerning at least one source from which the displacements originate.
De acuerdo con aún otro aspecto de la invención, se proporciona un sistema informático que comprende una memoria y un procesador, en la que la memoria almacena instrucciones de programa informático ejecutables por el procesador, comprendiendo estas instrucciones funcionalidades para ejecutar un procedimiento para restringir los cálculos a realizar en un modelo ráster de un territorio usado en un Sistema de Información Geográfica, tal como se ha descrito anteriormente. In accordance with yet another aspect of the invention, a computer system is provided comprising a memory and a processor, in which the memory stores computer program instructions executable by the processor, these instructions comprising functionalities for executing a procedure to restrict the calculations to be carried out in a raster model of a territory used in a Geographic Information System, as described above.
Según otro aspecto, la invención proporciona un producto de programa informático que comprende instrucciones de programa para provocar que un sistema ejecute un procedimiento para restringir los cálculos a realizar en un modelo ráster de un territorio usado en un Sistema de Información Geográfica, según ha sido descrito anteriormente. Dicho programa informático puede estar almacenado en unos medios de almacenamiento físico, tales como unos medios de grabación, una memoria de ordenador, o una memoria de solo lectura, o puede ser portado por una onda portadora, tal como eléctrica u óptica. According to another aspect, the invention provides a computer program product comprising program instructions to cause a system to execute a procedure to restrict the calculations to be performed in a raster model of a territory used in a Geographic Information System, as described previously. Said computer program may be stored in physical storage media, such as recording media, a computer memory, or a read-only memory, or it may be carried by a carrier wave, such as electrical or optical.
Por otro lado, la invención proporciona también un procedimiento para determinar la accesibilidad de un territorio, a partir de un modelo ráster del territorio usado en un Sistema de Información Geográfica, que divide el territorio en una pluralidad de celdas, comprendiendo este procedimiento: On the other hand, the invention also provides a method for determining the accessibility of a territory, from a raster model of the territory used in a Geographic Information System, which divides the territory into a plurality of cells, this procedure comprising:
- el procedimiento para restringir los cálculos a realizar en un modelo ráster de un territorio usado en un Sistema de Información Geográfica según ha sido descrito anteriormente, en el que:  - the procedure to restrict the calculations to be performed in a raster model of a territory used in a Geographic Information System as described above, in which:
Recibir datos referentes a al menos un valor asignado a cada celda de al menos una zona de desplazamiento de las distintas zonas de desplazamiento en las que se estructura el territorio comprende:  Receive data referring to at least one value assigned to each cell of at least one zone of displacement of the different zones of displacement in which the territory is structured comprises:
o Recibir datos referentes a los costes de desplazamiento entre las celdas de alguna de las zonas de desplazamiento en las que se estructura el territorio;  o Receive data regarding travel costs between the cells of any of the travel zones in which the territory is structured;
- Ejecutar cálculos sobre las zonas de desplazamiento en las que se estructura el territorio, teniendo en cuenta las restricciones de desplazamiento entre las distintas zonas de desplazamiento y el al menos un valor asignado a cada celda de al menos una zona de desplazamiento de las distintas zonas de desplazamiento en las que se estructura el territorio comprende:  - Perform calculations on the zones of displacement in which the territory is structured, taking into account the displacement restrictions between the different zones of displacement and the at least one value assigned to each cell of at least one zone of displacement of the different zones of displacement in which the territory is structured includes:
o Obtener, para cada celda comprendida en el modelo ráster del territorio, el menor valor de coste de desplazamiento acumulado para los desplazamientos admisibles desde la fuente, teniendo en cuenta las restricciones de desplazamiento entre las distintas zonas de desplazamiento en las que se estructura el territorio y el valor de coste de desplazamiento de la celda.  o Obtain, for each cell included in the raster model of the territory, the lowest accumulated travel cost value for the allowable displacements from the source, taking into account the travel restrictions between the different displacement zones in which the territory is structured and the cost of cell displacement cost.
De este modo, se consigue una mejora del modelo Coste-Distancia conocido en el estado de la técnica al modificar su operatividad en función de las restricciones o condiciones específicas de alguno de los datos de entrada. Básicamente, el objetivo de este procedimiento de acuerdo con la invención es el de poder considerar conjuntamente en los desplazamientos de un territorio la aportación de diferentes modos de transporte compartidos o infraestructuras superpuestas en un mismo lugar. Así, este procedimiento añade un sistema de condiciones que permite ajustar más a la realidad la modelización y el cálculo de los desplazamientos sobre el modelo ráster usado en un Sistema de Información Geográfica (SIG), ofreciendo mayor flexibilidad y nuevas posibilidades a la hora de analizar la accesibilidad territorial con estos sistemas. In this way, an improvement of the Cost-Distance model known in the state of the art is achieved by modifying its operability according to the specific restrictions or conditions of any of the input data. Basically, the objective of this procedure according to the invention is to be able to consider jointly in the displacements of a territory the contribution of different shared modes of transport or overlapping infrastructures in the same place. Thus, this procedure adds a system of conditions that allows the modeling and calculation of displacements on the raster model used in a Geographic Information System (GIS) to be adjusted to reality, offering greater flexibility and new possibilities when analyzing territorial accessibility with these systems.
Básicamente, el procedimiento descrito tiene en consideración las distintas características de movilidad en las infraestructuras o en los espacios geográficos por los que se podría transitar, pudiendo especificar limitaciones en el paso de unas a otras si fuese preciso. En función de lo que se pretenda analizar con el procedimiento de acuerdo con la invención (en adelante referenciado como procedimiento de coste-distancia condicionado), se considerará el desplazamiento de un determinado objeto, individuo, elemento o fenómeno natural o artificial, que tenga un comportamiento en sus movimientos sobre el territorio que pueda ser modelizado mediante un SIG ráster. Basically, the procedure described takes into consideration the different characteristics of mobility in the infrastructures or in the geographical spaces through which it could be traveled, being able to specify limitations in the passage from one to another if necessary. Depending on what is intended to be analyzed with the procedure according to the invention (hereinafter referred to as a cost-distance conditioned procedure), the displacement of a certain object, individual, natural or artificial object or phenomenon, having a behavior in its movements over the territory that can be modeled using a raster GIS.
La base de este procedimiento puede fundamentarse en dos requisitos. En primer lugar, se permite imponer una serie de restricciones en los desplazamientos entre los diferentes tipos de zonas previamente identificadas en el territorio a analizar, fijando los permisos y las prohibiciones de comunicación entre ellas, que se concretan en una matriz de condiciones de Desplazamientos. Además, en este procedimiento está permitido que un lugar disponga de diferentes costes de desplazamiento para atravesarlo según el tipo de infraestructura o modo de transporte usado, por lo que en este procedimiento coste-distancia condicionado pueden emplearse varias superficies de costes, que se concretan en una superficie de costes simples, similar a la única superficie de costes usada en el modelo original coste-distancia, y las superficies de costes condicionados que sean necesarias en función de los diferentes modos de desplazamiento compartido o superpuesto que se tengan en cuenta. The basis of this procedure can be based on two requirements. In the first place, it is allowed to impose a series of restrictions in the displacements between the different types of zones previously identified in the territory to be analyzed, fixing the permits and the prohibitions of communication between them, which are specified in a matrix of Displacement conditions. In addition, in this procedure it is allowed that a place has different travel costs to cross it according to the type of infrastructure or mode of transport used, so in this conditioned cost-distance procedure several cost surfaces can be used, which are specified in a surface of simple costs, similar to the only surface of costs used in the original model cost-distance, and the surfaces of conditioned costs that are necessary in function of the different ways of shared or superimposed displacement that are taken into account.
El establecimiento de condiciones entre las zonas puede no sólo indicar la posibilidad de comunicación entre dos lugares, sino también implicar un coste añadido a ese tránsito. De esta forma se penaliza o se favorece el desplazamiento entre zonas específicas, lo cual puede recogerse mediante un factor numérico que se aplica sobre el coste de atravesar esas celdas, o bien simplemente un valor que se sume al coste calculado en ese desplazamiento. Un ejemplo posible sería el hecho de pasar de un desplazamiento por carretera a uno por el terreno, puesto que es necesario aparcar el coche antes de salir a caminar, por lo que se penaliza ese tiempo aumentando el coste calculado por atravesar la celda de la carretera y la celda de terreno vecina. The establishment of conditions between the zones can not only indicate the possibility of communication between two places, but also imply an additional cost to that transit. In this way the displacement is penalized or favored between specific zones, which can be collected by means of a numerical factor that is applied to the cost of crossing these cells, or simply a value that adds to the cost calculated in that displacement. A possible example would be the fact of moving from a road trip to one on the ground, since it is necessary to park the car before going for a walk, so that time is penalized by increasing the cost calculated for crossing the road cell and the neighboring land cell.
Con respecto a la matriz de condiciones de desplazamiento, si se hace un uso adecuado de la misma es posible imponer que las celdas que representan una autopista, por ejemplo, no puedan comunicarse con las celdas vecinas a no ser que éstas pertenezcan a la zona identificada como nodo del espacio de desplazamiento condicionado que define las vías de alta capacidad. Esta matriz permite identificar si para realizar el cálculo de costes acumulados simples durante el desplazamiento, es posible pasar de una celda a otra. En el caso que la relación entre el valor de la zona de celda origen y la zona de la celda destino sea "TRUE" podrá realizarse el cálculo, puesto que esta comunicación está permitida. Si por el contrario la relación entre las zonas de las celdas origen y destino tiene valor "FALSE", no podrá realizarse el cálculo del coste pues no estará permitido el desplazamiento entre ellas. Es importante señalar que las restricciones que se impongan en esta matriz de condiciones únicamente afectan a las operaciones que se realicen sobre la superficie de costes simples, y que se almacenan en el CAS. With respect to the matrix of displacement conditions, if proper use is made of it it is possible to impose that the cells representing a highway, for example, cannot communicate with the neighboring cells unless they belong to the identified area as a node of the conditioned displacement space that defines the high capacity pathways. This matrix allows you to identify whether to calculate simple cumulative costs during travel, it is possible to move from one cell to another. In the event that the relationship between the value of the source cell zone and the destination cell zone is "TRUE", the calculation can be performed, since this communication is allowed. If, on the other hand, the relationship between the zones of the origin and destination cells has a value of "FALSE", the cost calculation cannot be carried out since the displacement between them will not be allowed. It is important to note that the restrictions imposed in this matrix of conditions only affect the operations that are carried out on the surface of simple costs, and that are stored in the CAS.
Por consiguiente, queda claro que este procedimiento de coste-distancia condicionado precisa partir de más información que en el modelo de coste-distancia, y obtiene también más archivos de resultados. Mientras el modelo de coste-distancia utiliza únicamente un dato para situar las fuentes de desplazamiento y una superficie de costes para valorar esa movilidad por el territorio, el presente procedimiento de coste-distancia condicionado emplea un archivo que recoge todas las zonas de desplazamiento, además de los lugares fuente que originan los desplazamientos; varios archivos con las superficies de costes según los tipos de movilidad condicionada a estudiar, que incluyen una superficie de costes simples similar a la empleada en el modelo de coste-distancia, en la que todas las celdas presentan valor; y al menos una superficie de costes condicionados, donde tendrán valor únicamente las celdas que presenten dos tipos de movilidad. Por otro lado, tal como ya se ha descrito, este procedimiento condicionado necesita establecer una matriz de condiciones de desplazamiento que fija la compatibilidad de comunicación para el cálculo del coste acumulado simple de los desplazamientos entre las zonas definidas en ese territorio. Therefore, it is clear that this conditioned cost-distance procedure requires more information than in the cost-distance model, and also obtains more result files. While the cost-distance model uses only one data to locate the sources of displacement and a cost area to assess that mobility through the territory, this conditioned cost-distance procedure uses a file that collects all the zones of displacement, in addition of the source places that originate the displacements; several files with the cost surfaces according to the types of conditioned mobility to be studied, which include a simple cost surface similar to that used in the cost-distance model, in which all the cells have value; and at least one surface of conditioned costs, where only cells that present two types of mobility will have value. On the other hand, such as already described, this conditioned procedure needs to establish a matrix of displacement conditions that sets the communication compatibility for the calculation of the simple accumulated cost of the displacements between the zones defined in that territory.
Evidentemente, el resultado final de los procedimientos (el de coste-distancia frente al de coste-distancia condicionado) también difiere, pues el modelo de coste- distancia llega a un resultado único del coste acumulado desde cada fuente a cualquier punto del territorio estudiado, mientras el procedimiento coste-distancia condicionado obtiene el coste acumulado simple, similar al anterior, y además los costes acumulados condicionados para cada superficie de costes condicionados empleadas en el cálculo, y por último, el resultado final del proceso de cálculo que puede denominarse coste acumulado global, pues tendrá en cuenta el coste acumulado simple y todos los costes acumulados condicionados. Obviously, the final result of the procedures (the cost-distance versus the conditioned cost-distance) also differs, since the cost-distance model comes to a unique result of the cost accumulated from each source to any point of the studied territory, while the conditioned cost-distance procedure obtains the simple accumulated cost, similar to the previous one, and in addition the conditional accumulated costs for each surface of conditioned costs used in the calculation, and finally, the final result of the calculation process that can be called accumulated cost global, because it will take into account the simple accumulated cost and all the conditional accumulated costs.
En resumen, el procedimiento de coste-distancia condicionado de acuerdo con la invención plantea sobre un SIG ráster un nuevo procedimiento de cálculo de accesibilidad para obtener el coste acumulado de los desplazamientos sobre un territorio caracterizado por diferentes zonas con restricciones de movimiento entre ellas, y considerando desplazamientos condicionados en ciertos espacios que permiten varios tipos de movilidad a la vez, y que precisan nodos de conexión para asegurar las comunicaciones con el resto del territorio. In summary, the cost-distance procedure conditioned according to the invention raises a new accessibility calculation procedure on a raster GIS to obtain the cumulative cost of travel on a territory characterized by different areas with movement restrictions between them, and considering conditioned displacements in certain spaces that allow several types of mobility at the same time, and that require connection nodes to ensure communications with the rest of the territory.
Además, la ejecución de este procedimiento de análisis de los desplazamientos, supone el cálculo de un coste acumulado simple, los costes acumulados condicionados que se precisen y un coste acumulado global para cada una de las celdas consideradas en el análisis. In addition, the execution of this displacement analysis procedure involves the calculation of a simple accumulated cost, the conditional cumulative costs that are required and a global cumulative cost for each of the cells considered in the analysis.
De acuerdo con una realización de la invención, la fuente puede comprender al menos una celda del modelo ráster del territorio. According to an embodiment of the invention, the source may comprise at least one cell of the raster model of the territory.
De acuerdo con otra realización, las zonas de desplazamiento pueden seleccionarse de entre zona de desplazamiento simple; zona de desplazamiento condicionado; zona de desplazamiento de los enlaces o nodo. En el procedimiento coste-distancia condicionado el territorio se clasifica en diferentes zonas de desplazamiento que determinan la facilidad de movimiento de un elemento o fenómeno para recorrer cada lugar geográfico, así como la manera en la que se pueden relacionar estas zonas entre sí. La facilidad de movilidad se entenderá como el coste que supone atravesar el territorio de cada zona, al igual que sucede en el modelo de coste-distancia. Este coste se representa generalmente como el tiempo empleado en cruzar estas áreas, aunque podrían considerarse también otro tipo de costes como los energéticos, los económicos, o cualquier otro que considere la dificultad que supone pasar por esos lugares. Sin embargo, las zonas de desplazamiento y las restricciones en los movimientos son propias y exclusivas del procedimiento coste-distancia condicionado de acuerdo con la invención. According to another embodiment, the displacement zones can be selected from a single displacement zone; conditioned displacement zone; zone of displacement of the links or node. In the cost-distance procedure, the territory is classified into different zones of displacement that determine the ease of movement of an element or phenomenon to travel through each geographical place, as well as the way in which these areas can be related to each other. The ease of mobility will be understood as the cost of crossing the territory of each zone, as in the cost-distance model. This cost is generally represented as the time taken to cross these areas, although other types of costs such as energy, economic, or any other that consider the difficulty of going through these places could also be considered. However, the zones of displacement and the restrictions in the movements are own and exclusive of the procedure cost-distance conditioned according to the invention.
Es posible definir una zona de desplazamiento como aquellos lugares geográficos que presentan unas características similares propias, que determinan la movilidad sobre ellos. Cada zona puede tener unas condiciones de desplazamiento particulares que establecen los costes que supone atravesar esas áreas. It is possible to define a zone of displacement as those geographical places that have similar characteristics of their own, that determine mobility over them. Each zone can have particular displacement conditions that establish the costs involved in crossing those areas.
Cuando una zona de desplazamiento representa zonas geográficas con características similares en las que se permite un desplazamiento sin restricciones para interactuar con otras zonas, este espacio se considerará zona de desplazamiento simple, pues sólo precisa de una zona de desplazamiento. Las celdas que lo representan tendrán como valor, en general, el tiempo resultante de aplicar la máxima velocidad de desplazamiento posible en ellas, según el medio de transporte que se utilice. Un ejemplo podría ser el considerar como zona de desplazamiento la red viaria convencional, que presenta diferente velocidad de desplazamiento en función de las condiciones estructurales de cada carretera. En esta zona no se consideran restricciones de comunicación con otras zonas limítrofes, pues un usuario puede, en principio, detener el vehículo en cualquier punto para moverse a otro área territorial en la que no exista carretera, por lo que es posible considerarla como un espacio de desplazamiento simple. When a zone of displacement represents geographical zones with similar characteristics in which an unrestricted displacement is allowed to interact with other zones, this space will be considered a zone of simple displacement, since it only requires a zone of displacement. The cells that represent it will have, in general, the time resulting from applying the maximum possible travel speed in them, depending on the means of transport used. An example could be to consider the conventional road network as a zone of displacement, which has a different speed of movement depending on the structural conditions of each road. In this area, communication restrictions with other border areas are not considered, as a user can, in principle, stop the vehicle at any point to move to another territorial area where there is no road, so it is possible to consider it as a space of simple displacement.
Si la zona de desplazamiento presenta restricciones intrínsecas en los movimientos que la comunican con las zonas vecinas, será necesario disponer de otra zona que permita su comunicación con el resto del territorio, constituyendo ambas zonas de desplazamiento un espacio compuesto que puede denominarse como espacio de desplazamiento condicionado. Un espacio de desplazamiento condicionado permite que puedan coexistir varios tipos de desplazamiento en esos lugares, incluyendo modos de transporte con desplazamiento restringido o con características particulares en su recorrido. Estos espacios de desplazamiento condicionado necesitan obligatoriamente estar compuestos por al menos dos zonas de desplazamiento: una que representa la zona de desplazamiento condicionado que determina el ámbito ocupado por el tipo de infraestructura de transporte con limitaciones de acceso o con modos de desplazamiento específicos; y otra zona, definida como nodo, para posibilitar la conexión con el resto de zonas de desplazamiento que definen un territorio. Este nodo será la zona geográfica en la que se permite transformar un coste acumulado condicional en coste acumulado simple, y viceversa. Estos espacios de desplazamiento condicionado contemplan la posibilidad de compartir modos de transporte en sus zonas condicionadas, así como la superposición de varias zonas en el mismo lugar. Para representar estas circunstancias se precisa de una superficie de costes condicionados asociada a cada espacio de desplazamiento condicionado, en donde tendrán valor únicamente aquellas celdas que representen la zona de desplazamiento condicionada o que permitan varios tipos de desplazamiento. En este caso, el coste condicionado asignado a estas celdas tendrá como valor el correspondiente al del tiempo empleado en el desplazamiento a la máxima velocidad posible para atravesarlas considerando el modo o medio de transporte asociado a ese espacio de desplazamiento condicionado. En general, este coste condicionado es diferente al coste de desplazamiento considerado como normal para esa zona, y que a su vez se recoge en la Superficie de Costes Simples. If the zone of displacement presents intrinsic restrictions in the movements that communicate it with the neighboring zones, it will be necessary to have another zone that allows its communication with the rest of the territory, constituting both zones of displacement a composite space that can be referred to as conditioned displacement space. A conditioned displacement space allows various types of displacement to coexist in those places, including transport modes with restricted displacement or with particular characteristics in its route. These conditioned displacement spaces necessarily have to be composed of at least two displacement zones: one that represents the conditioned displacement zone that determines the scope occupied by the type of transport infrastructure with access limitations or with specific displacement modes; and another zone, defined as a node, to enable the connection with the rest of the displacement zones that define a territory. This node will be the geographical area where it is possible to transform a conditional cumulative cost into a simple accumulated cost, and vice versa. These conditioned displacement spaces contemplate the possibility of sharing modes of transport in their conditioned areas, as well as the superposition of several zones in the same place. To represent these circumstances, a surface of conditioned costs associated with each conditioned displacement space is required, where only those cells that represent the conditioned displacement zone or that allow various types of displacement will have value. In this case, the conditioned cost assigned to these cells will have the value corresponding to the time spent traveling at the maximum possible speed to cross them considering the mode or means of transport associated with that conditioned travel space. In general, this conditioned cost is different from the displacement cost considered normal for that area, and which in turn is included in the Surface of Simple Costs.
Un ejemplo de espacio de desplazamiento condicionado puede ser una autopista, pues el usuario de la misma sólo puede salir de ella a otros lugares del territorio en los enlaces o en puntos concretos de su trazado. En este caso, el espacio de desplazamiento condicionado está formado por la vía de alta capacidad, entendida como zona de desplazamiento condicionado, y por la zona de desplazamiento de los enlaces, que actúa como nodo de ese espacio compuesto. Para caracterizar la autopista se aplica una velocidad específica para el desplazamiento longitudinal, pero en viaductos o zonas de paso, se permite otro desplazamiento transversal sobre esa infraestructura, en principio con una velocidad muy diferente, que hace referencia a la carretera convencional con la que se cruza a distinto nivel la vía de alta capacidad. Así, sobre un mismo lugar geográfico en planta es posible tener dos zonas de desplazamiento diferentes, y por tanto, dos costes distintos para atravesarlas. Para seguir manteniendo la movilidad de las carreteras convencionales que atraviesan la autopista mediante pasos elevados o subterráneos, deben considerarse en esos lugares unos costes de desplazamiento diferentes, según se circule por la autopista (coste condicionado) o bien por la carretera convencional que la atraviesa (coste simple). An example of conditioned displacement space can be a highway, since the user can only leave it to other places in the territory at the links or at specific points along its route. In this case, the conditioned displacement space is formed by the high capacity path, understood as a conditioned displacement zone, and by the displacement zone of the links, which acts as a node of that composite space. To characterize the highway, a specific speed for longitudinal displacement is applied, but in viaducts or passageways, another transverse displacement is allowed on that infrastructure, in principle with a very different speed, which refers to the conventional road with which the high capacity road is crossed at different levels. Thus, on the same geographical location in the plant it is possible to have two different displacement zones, and therefore, two different costs to cross them. In order to continue maintaining the mobility of conventional roads that cross the highway by means of overpasses or subways, different travel costs must be considered in these places, as it circulates on the highway (conditioned cost) or by the conventional road that crosses it ( simple cost).
El procedimiento coste-distancia condicionado permite tener en cuenta estos pasos, asignando costes condicionados convenientemente a las celdas implicadas dentro de la superficie de costes condicionados asociada al espacio de desplazamiento condicionado de las autopistas. En esos puntos se obtienen dos tipos de costes acumulados: uno el coste acumulado simple correspondiente al tránsito por el mismo mediante el viario convencional, y otro el coste acumulado condicionado debido al desplazamiento por la autopista. Este coste acumulado condicionado que se calcula en los pasos a distinto nivel y en resto del trazado de la autopista, únicamente se traslada como coste acumulado simple al resto del territorio en las zonas caracterizadas como nodo de ese espacio de desplazamiento condicionado. De esta forma se evita que este coste acumulado condicionado influya en los cálculos fuera de esta infraestructura de alta capacidad o altas prestaciones, salvo en los enlaces, respondiendo por tanto, al comportamiento real de los desplazamientos en este tipo de viario. The conditioned cost-distance procedure allows these steps to be taken into account, assigning conditioned costs conveniently to the cells involved within the surface of conditioned costs associated with the conditioned displacement space of the highways. In these points two types of accumulated costs are obtained: one the simple accumulated cost corresponding to the transit through the same by the conventional road, and another the accumulated cost conditioned due to the displacement by the highway. This cumulative conditioned cost that is calculated in the steps at different levels and in the rest of the highway layout, is only transferred as a simple accumulated cost to the rest of the territory in the areas characterized as a node of that conditioned displacement space. In this way, this conditioned cumulative cost is prevented from influencing the calculations outside this high capacity or high performance infrastructure, except for the links, thus responding to the actual behavior of the displacements in this type of road.
La ubicación de las zonas de desplazamiento sobre el territorio pueden asignarse mediante un archivo ráster específico, en el que se diferencien todas las zonas que se utilizarán en el procedimiento. Los parámetros que definen cada zona de desplazamiento pueden ser: The location of the zones of displacement on the territory can be assigned by means of a specific raster file, in which all the zones that will be used in the procedure are differentiated. The parameters that define each zone of displacement can be:
• CLASE: Establece el valor numérico entero que tendrán las celdas de cada tipo de zona de desplazamiento en el archivo ráster especificado, que permite diferenciarlas y operar con ellas de forma individualizada (valor numérico entero del archivo de zonas de desplazamiento); • NOMBRE: se trata de un campo opcional, recomendable, en el que se indica una denominación descriptiva de la zona de desplazamiento o el tipo de infraestructura que permite las comunicaciones por un territorio (por ejemplo, con un formato de campo tipo texto); • CLASS: Sets the integer numerical value that the cells of each type of displacement zone will have in the specified raster file, which allows them to be differentiated and operated with them individually (integer numerical value of the displacement zone file); • NAME: this is an optional, recommended field, indicating a descriptive designation of the zone of displacement or the type of infrastructure that allows communications through a territory (for example, with a text-type field format);
· ESPACIO DE DESPLAZAMIENTO CONDICIONADO (EDC): Identifica el espacio de desplazamiento condicionado al que pertenece una zona, en el caso de que fuese necesario, que vendrá representada por la única superficie de costes condicionados asociada a ese espacio de desplazamiento condicionado;  · CONDITIONED DISPLACEMENT SPACE (EDC): Identifies the conditioned displacement space to which an area belongs, if necessary, that will be represented by the only surface of conditioned costs associated with that conditioned displacement space;
· NODO DE EDC: Indica si esta zona de desplazamiento permite una comunicación entre ese espacio y el resto del territorio, evitando las restricciones asociadas a ese EDC. (Valores posibles: TRUE/FALSE). Al menos una de las zonas de desplazamiento dentro de un EDC debe tener valor "TRUE". Esta zonas que funcionan como nodo dentro de un EDC permiten calcular costes acumulados condicionados (calculados mediante el algoritmo propuesto) a partir de costes acumulados simples (obtenidos con el procedimiento normal de cálculo de coste distancia), y viceversa.  · EDC NODE: Indicates whether this zone of displacement allows a communication between that space and the rest of the territory, avoiding the restrictions associated with that EDC. (Possible values: TRUE / FALSE). At least one of the displacement zones within an EDC must have a value of "TRUE". These zones that function as a node within an EDC allow to calculate conditional accumulated costs (calculated using the proposed algorithm) from simple accumulated costs (obtained with the normal distance cost calculation procedure), and vice versa.
Por consiguiente, las zonas de desplazamiento simple pueden definir un espacio de desplazamiento simple, el cual tiene asociada una superficie de costes simples que representa el valor del coste que se invierte en atravesar cada celda perteneciente al espacio de desplazamiento simple. Therefore, the zones of simple displacement can define a space of simple displacement, which has associated a surface of simple costs that represents the value of the cost that is invested in crossing each cell belonging to the space of simple displacement.
De este modo, recibir datos referentes a los costes de desplazamiento entre las celdas de alguna de las zonas de desplazamiento en las que se estructura el territorio puede comprender: In this way, receiving data regarding travel costs between the cells of any of the travel zones in which the territory is structured can include:
Recibir la superficie de costes simples asociada al espacio de desplazamiento simple. Por otro lado, obtener, para cada celda comprendida en el modelo ráster del territorio, el menor valor de coste de desplazamiento acumulado para los desplazamientos admisibles desde la fuente, teniendo en cuenta las restricciones de desplazamiento entre las distintas zonas de desplazamiento en las que se estructura el territorio y el valor de coste de desplazamiento de la celda puede comprender: - Obtener, para cada celda comprendida en el modelo ráster del territorio, el menor valor de coste de desplazamiento acumulado para los desplazamientos admisibles desde la fuente, teniendo en cuenta las restricciones de desplazamiento entre las distintas zonas de desplazamiento en las que se estructura el territorio y el valor de coste que se invierte en atravesar la celda definido en la superficie de costes simples. Receive the surface of simple costs associated with the space of simple displacement. On the other hand, to obtain, for each cell included in the raster model of the territory, the lowest accumulated travel cost value for the allowable displacements from the source, taking into account the travel restrictions between the different displacement zones in which Structure the territory and the cost of cell travel cost may include: - Obtain, for each cell included in the raster model of the territory, the lowest accumulated travel cost value for the allowable displacements from the source, taking into account the travel restrictions between the different displacement zones in which the territory is structured and the cost value that is invested in traversing the cell defined in the surface of simple costs.
De acuerdo con una realización, cada zona de desplazamiento condicionado en combinación con un nodo adecuado definen un espacio de desplazamiento condicionado, el cual tiene asociada una superficie de costes condicionados que representa el valor del coste que se invierte en atravesar cada celda perteneciente al espacio de desplazamiento condicionado. According to one embodiment, each conditioned displacement zone in combination with a suitable node defines a conditioned displacement space, which has an associated cost surface that represents the value of the cost that is invested in traversing each cell belonging to the space of conditioned displacement.
Así, recibir datos referentes a los costes de desplazamiento entre las celdas de alguna de las zonas de desplazamiento en las que se estructura el territorio puede comprender: Thus, receiving data referring to travel costs between the cells of any of the travel zones in which the territory is structured may include:
Recibir la superficie de costes condicionados asociada a cada espacio de costes condicionados.  Receive the surface of conditioned costs associated with each space of conditioned costs.
Por lo tanto, obtener, para cada celda comprendida en el modelo ráster del territorio, el menor valor de coste de desplazamiento acumulado para los desplazamientos admisibles desde la fuente, teniendo en cuenta las restricciones de desplazamiento entre las distintas zonas de desplazamiento en las que se estructura el territorio y el valor de coste de desplazamiento de la celda puede comprender: Therefore, to obtain, for each cell included in the raster model of the territory, the lowest accumulated cost of travel value for the allowable displacements from the source, taking into account the travel restrictions between the different displacement zones where Structure the territory and the cost of cell travel cost may include:
- Obtener, para cada celda comprendida en el modelo ráster del territorio, el menor valor de coste de desplazamiento acumulado para los desplazamientos admisibles desde la fuente, teniendo en cuenta las restricciones de desplazamiento entre las distintas zonas de desplazamiento en las que se estructura el territorio y el valor de coste que se invierte en atravesar la celda definido en la superficie de costes simples y el valor de coste que se invierte en atravesar la celda definido en cada superficie de costes condicionados.  - Obtain, for each cell included in the raster model of the territory, the lowest accumulated travel cost value for the allowable displacements from the source, taking into account the travel restrictions between the different displacement zones in which the territory is structured and the cost value that is invested in traversing the defined cell on the surface of simple costs and the cost value that is invested in traversing the defined cell in each surface of conditioned costs.
Esta etapa de obtener, para cada celda comprendida en el modelo ráster del territorio, el menor valor de coste de desplazamiento acumulado para los desplazamientos admisibles desde la fuente, teniendo en cuenta las restricciones de desplazamiento entre las distintas zonas de desplazamiento en las que se estructura el territorio y el valor de coste que se invierte en atravesar la celda definido en la superficie de costes simples y el valor de coste que se invierte en atravesar la celda definido en cada superficie de costes condicionados puede comprender: This stage of obtaining, for each cell included in the raster model of the territory, the lowest accumulated travel cost value for the allowable displacements from the source, taking into account the restrictions of displacement between the different zones of displacement in which the territory is structured and the cost value that is invested in crossing the defined cell in the surface of simple costs and the cost value that is invested in crossing the defined cell in each surface of Conditional costs may include:
o Verificar si existe una celda fuente o una celda con coste acumulado mínimo (CAmin) sin procesar; o Check if there is a source cell or a cell with minimum cumulative cost (CA min ) unprocessed;
En caso de resultado positivo en la verificación,  In case of positive verification result,
o Para cada celda y cada superficie de costes condicionados (SCC¡) a la cual pertenece esta celda, verificar si se trata de una celda destino (D) de una celda origen (O) que no tiene un coste acumulado condicionado (CAC);  o For each cell and each surface of conditioned costs (SCC¡) to which this cell belongs, check if it is a destination cell (D) of a source cell (O) that does not have a conditional cumulative cost (CAC);
o En caso de resultado positivo en la verificación, procesar la celda teniendo en cuenta que la celda origen (O) no tiene un coste acumulado condicionado mínimo (CACm¡n); o If positive result verification process the cell considering the source cell (O) has a minimum accumulated cost conditioned (CAC m¡n);
o En caso de resultado negativo en la verificación, procesar la celda teniendo en cuenta que la celda origen (O) tiene un coste acumulado condicionado mínimo (CACmin). o In the case of a negative verification result, process the cell taking into account that the source cell (O) has a minimum conditional cumulative cost (CAC min ).
Este sub-procedimiento definido, por lo tanto, debe realizarse de forma iterativa hasta que se completen todas las celdas consideradas en el análisis, de forma que presenten los menores valores de coste acumulado posibles para los desplazamientos admisibles en el procedimiento. This defined sub-procedure, therefore, must be performed iteratively until all the cells considered in the analysis are completed, so that they present the lowest possible accumulated cost values for the allowable displacements in the procedure.
De acuerdo con una realización, procesar la celda teniendo en cuenta que la celda origen (O) no tiene un coste acumulado condicionado mínimo (CACmin) puede comprender: According to one embodiment, processing the cell taking into account that the source cell (O) does not have a minimum conditional cumulative cost (CAC min ) may comprise:
o Para cada celda y cada superficie de costes condicionados (SCC¡) a la cual pertenece esta celda, verificar si tiene valor en una superficie de costes condicionados (SCC) y pertenece a un zona de desplazamiento (ZD) que es un nodo del espacio de desplazamiento condicionado (EDC) asociado a esta superficie de costes condicionados (SCC);  o For each cell and each surface of conditioned costs (SCC¡) to which this cell belongs, verify if it has value in a surface of conditioned costs (SCC) and belongs to a zone of displacement (ZD) that is a node of the space of conditioned displacement (EDC) associated with this surface of conditioned costs (SCC);
o En caso de resultado positivo en esta verificación, calcular el coste acumulado condicionado (CAC) de esta celda; o Verificar si la celda origen (O) pertenece a una zona de desplazamiento (ZD0) que no tiene restricciones con la zona de desplazamiento (ZDD) a la que pertenece la celda; o In case of positive result in this verification, calculate the cumulative conditioned cost (CAC) of this cell; o Check if the source cell (O) belongs to a zone of displacement (ZD 0 ) that has no restrictions with the zone of displacement (ZD D ) to which the cell belongs;
o En caso de resultado positivo en esta verificación, calcular el coste acumulado simple (CAS) de esta celda.  o In case of a positive result in this verification, calculate the simple accumulated cost (CAS) of this cell.
Así, calcular el coste acumulado condicionado (CACD) de esta celda puede realizarse de acuerdo con: Thus, calculating the cumulative conditioned cost (CAC D ) of this cell can be performed according to:
LA L' Q — L bn + ü * ( Lb® + L LQ ) en la que: LA L ' Q - L bn + ü * (Lb® + LL Q ) in which:
CACD es el coste acumulado condicionado del espacio de desplazamiento condicionado (EDC) para la celda destino (D); CAC D is the conditional cumulative cost of the conditioned displacement space (EDC) for the target cell (D);
CAS0 es el coste acumulado simple de la celda origen (O); CAS 0 is the simple cumulative cost of the source cell (O);
d es la distancia geométrica entre la celda origen (O) y la celda destino (D); d is the geometric distance between the source cell (O) and the destination cell (D);
CS0 es el coste simple asociado a la celda origen (O) dentro de la superficie de costes simples (SCS); y CS 0 is the simple cost associated with the source cell (O) within the surface of simple costs (SCS); Y
CCD es el coste condicionado asociado a la celda destino (D) dentro de la superficie de costes condicionados (SCC). CC D is the conditioned cost associated with the target cell (D) within the surface of conditioned costs (SCC).
Por otro lado, calcular el coste acumulado simple (CASD) de esta celda puede realizarse de acuerdo con:
Figure imgf000019_0001
en la que:
On the other hand, calculating the simple accumulated cost (CAS D ) of this cell can be done according to:
Figure imgf000019_0001
in which:
CASD es el coste acumulado simple de la celda destino (D); CAS D is the simple cumulative cost of the target cell (D);
CAS0 es el coste acumulado simple de la celda origen (O); CAS 0 is the simple cumulative cost of the source cell (O);
d es la distancia geométrica entre la celda origen (O) y la celda destino (D); d is the geometric distance between the source cell (O) and the destination cell (D);
CS0 es el coste simple asociado a la celda origen (O) dentro de la superficie de costes simples (SCS); y CS 0 is the simple cost associated with the source cell (O) within the surface of simple costs (SCS); Y
CSD es el coste simple asociado a la celda destino (D) dentro de la superficie de costes simples (SCS). De acuerdo con otra realización de la invención, procesar la celda teniendo en cuenta que la celda origen (O) no tiene un coste acumulado condicionado mínimo (CACmin) puede comprender: CS D is the simple cost associated with the target cell (D) within the simple cost area (SCS). According to another embodiment of the invention, processing the cell taking into account that the source cell (O) does not have a minimum conditional cumulative cost (CAC min ) may comprise:
o Para cada celda y cada superficie de costes condicionados a la cual pertenece esta celda, verificar si se trata de una celda destino (D) de una celda origen (O) que no tiene un coste acumulado condicionado (CAC), y, o bien no tiene valor en una superficie de costes condicionados (SCC) o bien no es un nodo del espacio de desplazamiento condicionado (EDC) asociado a la superficie de costes condicionados, y la celda origen (O) pertenece a una zona de desplazamiento (ZD0) que no tiene restricciones con la zona de desplazamiento a la que pertenece la celda destino (ZDD); o For each cell and each surface of conditioned costs to which this cell belongs, verify whether it is a target cell (D) of a source cell (O) that does not have a conditional cumulative cost (CAC), and, or it has no value in a surface of conditioned costs (SCC) or it is not a node of the conditioned displacement space (EDC) associated to the surface of conditioned costs, and the origin cell (O) belongs to a zone of displacement (ZD 0 ) that has no restrictions with the zone of displacement to which the destination cell (ZD D ) belongs;
o En caso de resultado positivo en esta verificación, calcular el coste acumulado simple (CAS) de esta celda.  o In case of a positive result in this verification, calculate the simple accumulated cost (CAS) of this cell.
Así, calcular el coste acumulado simple (CASD) de esta celda puede realizarse de acuerdo con: Thus, calculating the simple cumulative cost (CAS D ) of this cell can be done according to:
CáSD = CÁ5S + d * iCS0 + CSD) CáS D = CÁ5 S + d * iCS 0 + CS D )
en la que: in which:
CASD es el coste acumulado simple (CAS) de la celda destino (D); CAS D is the simple cumulative cost (CAS) of the target cell (D);
CAS0 es el coste acumulado simple (CAS) de la celda origen (O); CAS 0 is the simple cumulative cost (CAS) of the source cell (O);
d es la distancia geométrica entre la celda origen (O) y la celda destino (D); d is the geometric distance between the source cell (O) and the destination cell (D);
CS0 es el coste simple asociado a la celda origen (O) dentro de la superficie de costes simples (SCS); y CS 0 is the simple cost associated with the source cell (O) within the surface of simple costs (SCS); Y
CSD es el coste simple (CS) asociado a la celda destino (D) dentro de la superficie de costes simples (SCS). CS D is the simple cost (CS) associated with the target cell (D) within the surface of simple costs (SCS).
Por otro lado, procesar la celda teniendo en cuenta que la celda origen (O) tiene un coste acumulado condicionado mínimo (CACmin) puede comprender: On the other hand, processing the cell taking into account that the source cell (O) has a minimum conditional cumulative cost (CAC min ) can comprise:
o Para cada celda y cada superficie de costes condicionados (SCC) a la cual pertenece esta celda, verificar si se trata de una celda destino (D) de una celda origen (O) que tiene un coste acumulado condicionado (CAC), y tiene valor en una superficie de costes condicionados (SCC); o For each cell and each surface of conditioned costs (SCC) to which this cell belongs, check if it is a destination cell (D) of a source cell (O) that has a cumulative cost conditioned (CAC), and has value in a surface of conditioned costs (SCC);
o En caso de resultado positivo en esta verificación, calcular el coste acumulado condicionado (CACD) de esta celda; o In the case of a positive result in this verification, calculate the conditional cumulative cost (CAC D ) of this cell;
o Verificar si la celda pertenece a un zona de desplazamiento (ZDD) que es un nodo del espacio de desplazamiento condicionado (EDC) asociado a la superficie de costes condicionados (SCC); o En caso de resultado positivo en esta verificación, calcular el coste acumulado simple (CAS) de esta celda. o Check if the cell belongs to a zone of displacement (ZD D ) that is a node of the conditioned displacement space (EDC) associated with the surface of conditioned costs (SCC); o In case of a positive result in this verification, calculate the simple accumulated cost (CAS) of this cell.
Así, calcular el coste acumulado condicionado (CACD) de esta celda puede realizarse de acuerdo con: Thus, calculating the cumulative conditioned cost (CAC D ) of this cell can be performed according to:
en la que: in which:
CACD es el coste acumulado condicionado del espacio de desplazamiento condicionado (EDC) para la celda destino (D); CAC D is the conditional cumulative cost of the conditioned displacement space (EDC) for the target cell (D);
CAC0 es el coste acumulado condicionado del espacio de desplazamiento condicionado (EDC) de la celda origen (O); CAC 0 is the cumulative conditioned cost of the conditioned displacement space (EDC) of the source cell (O);
d es la distancia geométrica entre la celda origen (O) y la celda destino (D); d is the geometric distance between the source cell (O) and the destination cell (D);
CC0 es el coste condicionado asociado a la celda origen (O) dentro de la superficie de costes condicionados (SCC); y CC 0 is the conditioned cost associated with the source cell (O) within the surface of conditioned costs (SCC); Y
CCD es el coste condicionado asociado a la celda destino (D) dentro de la superficie de costes condicionados (SCC). CC D is the conditioned cost associated with the target cell (D) within the surface of conditioned costs (SCC).
Además, calcular el coste acumulado simple (CASD) de esta celda puede realizarse de acuerdo con: €ÁS¡> =€AC + d * {C€0 + £¾) en la que: In addition, calculating the simple cumulative cost (CAS D ) of this cell can be done according to: € ÁS !> = € AC + d * {C € 0 + £ ¾) in which:
CASD es el coste acumulado simple de la celda destino (D); CAS D is the simple cumulative cost of the target cell (D);
CAC0 es el coste acumulado condicionado del espacio de desplazamiento condicionado (EDC) de la celda origen (O); CAC 0 is the cumulative conditioned cost of the conditioned displacement space (EDC) of the source cell (O);
d es la distancia geométrica entre la celda origen (O) y la celda destino (D); CC0 es el coste condicionado asociado a la celda origen (O) dentro de la superficie de costes condicionados (SCC); y d is the geometric distance between the source cell (O) and the destination cell (D); CC 0 is the conditioned cost associated with the source cell (O) within the surface of conditioned costs (SCC); Y
CSD es el coste simple asociado a la celda destino (D) dentro de la superficie de costes simples (SCS). CS D is the simple cost associated with the target cell (D) within the simple cost area (SCS).
Finalmente, obtener, para cada celda comprendida en el modelo ráster del territorio, el menor valor de coste de desplazamiento acumulado para los desplazamientos admisibles desde la fuente, teniendo en cuenta las restricciones de desplazamiento entre las distintas zonas de desplazamiento en las que se estructura el territorio y el valor de coste que se invierte en atravesar la celda definido en la superficie de costes simples y el valor de coste que se invierte en atravesar la celda definido en cada superficie de costes condicionados puede comprender: Finally, to obtain, for each cell included in the territory's raster model, the lowest accumulated cost of travel cost for the allowable displacements from the source, taking into account the travel restrictions between the different displacement zones in which the territory and the cost value that is invested in traversing the defined cell on the surface of simple costs and the cost value that is invested in traversing the defined cell in each surface of conditioned costs may comprise:
o Determinar, para cada celda, el mínimo valor de coste de desplazamiento acumulado de entre el valor de coste acumulado simple y el al menos un valor de coste acumulado condicionado.  o Determine, for each cell, the minimum accumulated cost of travel value between the simple accumulated cost value and the at least one conditional accumulated cost value.
De este modo, el procedimiento del coste-distancia condicionado de acuerdo con la invención se basa en la capacidad de procesamiento geoespacial de los SIG ráster, por lo que precisa incorporar datos geográficos para comenzar a ejecutarse. Como ya se ha comentado anteriormente, los datos de entrada en este modelo necesitan incorporar más información que la demandada en el modelo coste-distancia conocido. Así, en el presente procedimiento condicionado que se propone son precisos los siguientes tipos de datos de entrada: Thus, the cost-distance procedure conditioned according to the invention is based on the geospatial processing capacity of the raster GIS, so it is necessary to incorporate geographical data to start executing. As mentioned earlier, the input data in this model needs to incorporate more information than the one demanded in the known cost-distance model. Thus, in the present conditioned procedure that is proposed, the following types of input data are precise:
• Zonas de Desplazamiento (ZD): archivo ráster que recoge los diferentes tipos de zonas por las que se podrán establecer desplazamientos específicos; • Displacement Zones (ZD): raster file that collects the different types of zones through which specific displacements can be established;
• Lugares fuente de los desplazamientos (FD): archivo ráster donde se especifica con valor "0" las celdas que serán tenidas en cuenta para generar los desplazamientos y por tanto para iniciar el proceso de cálculo en el algoritmo; • Locations source of the displacements (FD): raster file where the cells that will be taken into account to generate the displacements and therefore to start the calculation process in the algorithm are specified with value "0";
· Superficie de Costes Simples (SCS): archivo ráster que representa el coste que se invierte en atravesar cada una de las celdas pertenecientes a las zonas de desplazamiento definidas.  · Surface of Simple Costs (SCS): raster file that represents the cost that is invested in crossing each one of the cells belonging to the defined zones of displacement.
• Superficies de Costes Condicionados (SCCi): conjunto de archivos ráster, tantos como espacios de desplazamientos condicionados se definan en el modelo, que representarán los costes que implica atravesar cada una de las celdas específicas que identifican las zonas de desplazamiento condicionado. • Conditional Cost Surfaces (SCCi): set of raster files, as many as conditioned displacement spaces are defined in the model, which will represent the costs involved in crossing each of the specific cells that identify the zones of conditioned displacement.
Una vez definidos todos los datos de entrada precisos para ejecutar el procedimiento, se procede al cálculo de los costes acumulados atendiendo a las condiciones de desplazamiento establecidas, y siguiendo un proceso matemático similar al especificado en el modelo coste-distancia, aunque incluyendo una serie de condiciones y comprobaciones que variarán la forma en la que se ejecuta este cálculo para hacerlo más versátil. El proceso de cálculo comienza a partir de las celdas fuente de desplazamientos que se establecen en el archivo ráster correspondiente. Las operaciones planteadas se establecen siempre entre dos celdas, la celda origen (O) y cualquiera de las ocho celdas destino (D) que rodean a celda origen, y hacia las que se puede desplazar desde O (ver figura 4). El cálculo se realiza de forma iterativa hasta que se completen todas las celdas consideradas en el análisis, de forma que presenten los menores valores de coste acumulado posibles para los desplazamientos admisibles en el proceso. Once all the precise input data to execute the procedure is defined, the accumulated costs are calculated according to the established displacement conditions, and following a mathematical process similar to that specified in the cost-distance model, although including a series of conditions and checks that will vary the way this calculation is executed to make it more versatile. The calculation process starts from the source cells of displacements that are set in the corresponding raster file. The proposed operations are always established between two cells, the origin cell (O) and any of the eight destination cells (D) that surround the origin cell, and towards which it can be moved from O (see figure 4). The calculation is performed iteratively until all the cells considered in the analysis are completed, so that they present the lowest possible accumulated cost values for the allowable displacements in the process.
La celda origen posee un valor mínimo de coste acumulado, que permite iniciar la operación hacia la celda destino para calcular su coste acumulado en función de los siguientes aspectos: The source cell has a minimum accumulated cost value, which allows starting the operation towards the destination cell to calculate its accumulated cost based on the following aspects:
Coste acumulado que tenga la celda origen (en el caso de ser celda fuente, este será cero, pues aún no se habrá acumulado ningún coste de desplazamiento). A medida que se van atravesando celdas, se van acumulando los costes que se han invertido en ese desplazamiento, de forma que cruzar la celda destino aumentará el coste acumulado previo. Cumulative cost of the source cell (in the case of being a source cell, this will be zero, since no travel cost has yet been accumulated). As cells are being traversed, the costs that have been invested in that displacement accumulate, so that crossing the target cell will increase the previous accumulated cost.
Distancia geométrica que separa los centros de ambas celdas. Para archivos ráster basados en celdas cuadradas, como es el caso general, la distancia en desplazamientos horizontales y verticales será la dimensión del lado de la celda, y para los desplazamientos diagonales, esa distancia será la diagonal de la cuadrícula. Geometric distance that separates the centers of both cells. For raster files based on square cells, as is the general case, the distance in horizontal and vertical displacements will be the dimension of the cell side, and for diagonal displacements, that distance will be the diagonal of the grid.
Costes asociados a los desplazamientos a través de las dos celdas, indicados en las superficies de costes correspondientes, tanto para los costes simples como para los costes condicionados.  Costs associated to the displacements through the two cells, indicated in the corresponding cost surfaces, both for simple costs and for conditional costs.
Condiciones previas establecidas en las zonas de desplazamiento a las que pertenecen las celdas, según su pertenencia a espacios de desplazamiento condicionado, y considerando las restricciones que se recogen en la matriz de condiciones de desplazamiento para el cálculo del coste acumulado simple. A medida que se va calculando el coste acumulado en una celda, esta adquiere la condición de celda activa, mientras que hasta entonces se considera en el proceso de cálculo como celda latente. Los costes acumulados que se van calculando sobre las nuevas celdas activas, se almacenan en la lista de costes acumulados correspondiente, dependiendo si es un coste acumulado simple (CAS) o un coste acumulado condicionado (CAC). La lista del CAS existirá siempre, y además habrá una lista del CAC asociada a cada espacio de desplazamiento condicionado (EDC), al igual que existía una superficie de coste condicionado vinculada a cada EDC. Prerequisites established in the displacement zones to which the cells belong, according to their belonging to displacement spaces conditioned, and considering the restrictions that are included in the displacement conditions matrix for the calculation of the simple accumulated cost. As the accumulated cost in a cell is calculated, it acquires the active cell condition, while until then it is considered as a latent cell in the calculation process. The accumulated costs that are calculated on the new active cells are stored in the corresponding accumulated cost list, depending on whether it is a simple accumulated cost (CAS) or a conditional cumulative cost (CAC). The CAS list will always exist, and there will also be a CAC list associated with each conditioned displacement space (EDC), just as there was a conditioned cost area linked to each EDC.
Cuando una celda presenta el menor valor de coste acumulado de todos los calculados y almacenados en las listas de costes acumulados existentes (independientemente de la lista en la que se encuentre), esa celda activa adquiere la condición de celda cerrada, y su valor se asigna al archivo que recoge el resultado final del coste acumulado correspondiente, bien CAS o bien CAC. A partir de esa celda se calculan los costes acumulados en las celdas contiguas a ella, cumpliendo las condiciones de desplazamiento marcadas, obteniendo un valor de coste acumulado en las celdas que aún no lo tuviesen, o cambiándolo cuando el nuevo coste acumulado calculado fuese menor al existente en la celda destino. Estos nuevos valores de los costes acumulados serán simples o condicionados según se cumplan los criterios operativos del procedimiento, almacenando su valor en la lista de costes acumulados que corresponda, junto con los demás valores CAS o CAC calculados hasta ese momento del procedimiento. When a cell has the lowest accumulated cost value of all those calculated and stored in the existing accumulated cost lists (regardless of the list in which it is found), that active cell acquires the closed cell condition, and its value is assigned to the file that collects the final result of the corresponding accumulated cost, either CAS or CAC. From that cell, the accumulated costs in the cells adjacent to it are calculated, complying with the marked displacement conditions, obtaining an accumulated cost value in the cells that did not already have it, or changing it when the new calculated cumulative cost was less than existing in the target cell. These new values of the accumulated costs will be simple or conditioned according to the operative criteria of the procedure, storing their value in the corresponding accumulated cost list, together with the other CAS or CAC values calculated up to that moment of the procedure.
El procedimiento continúa de forma iterativa hasta dotar a todas las celdas de la condición de "celdas cerradas", es decir, obtener en cada celda el menor valor de coste acumulado posible ajustado a los requerimientos de cálculo que el procedimiento de coste-distancia condicionado establece. El coste acumulado simple (CAS) obtiene valor en prácticamente todas las celdas evaluables (salvo las definidas como sin valor o "NoData" en la superficie de costes o las que impongan restricciones completas para alguna zona de desplazamiento). Por su parte, los costes acumulados condicionados (CAC) sólo tendrán valor en las celdas donde las superficies de costes condicionadas (SCC) asociadas al mismo espacio de desplazamiento condicionado (EDC), tengan valor. La operatividad de los cálculos es diferente si la celda origen O tiene como valor mínimo el CAS o el CAC. Cualquiera que sea el valor mínimo inicia el proceso operativo del procedimiento, pero según sea CAS o CAC el mínimo de todos los costes acumulados que se hayan calculado hasta ese momento, y estén almacenados en las listas de costes acumulados, las operaciones a realizar variarán. The procedure continues iteratively until all the cells are provided with the condition of "closed cells", that is, obtaining in each cell the lowest possible accumulated cost value adjusted to the calculation requirements established by the conditioned cost-distance procedure. . The simple accumulated cost (CAS) obtains value in practically all evaluable cells (except those defined as without value or "NoData" in the cost area or those that impose complete restrictions for some zone of displacement). For their part, the Conditional cumulative costs (CAC) will only have value in cells where the conditional cost surfaces (SCC) associated with the same conditioned displacement space (EDC) have value. The operability of the calculations is different if the source cell O has a minimum value of CAS or CAC. Whatever the minimum value starts the operative process of the procedure, but according to CAS or CAC, the minimum of all the accumulated costs that have been calculated up to that moment, and are stored in the accumulated cost lists, the operations to be carried out will vary.
En el caso de que la celda O tenga un valor mínimo en el CAS (CASm¡n), lo primero que comprueba el procedimiento es si la celda destino D tiene valor en alguna SCC. En caso afirmativo, se analiza si la celda O pertenece a una zona de desplazamiento (ZD) definida como nodo del espacio de desplazamiento condicionado específico (EDC¡) para esa SCC¡. Si así fuese, la celda origen O tiene la capacidad de dotar de CAC a la celda D, por lo que se calcula mediante la fórmula, tal como se ha comentado anteriormente: £.4 ¾ = CÁSQ + & * { CSQ + £Ti¿>j en la que, In the case that cell O has a minimum value in the CAS (CAS m¡n ), the first thing that checks the procedure is whether the target cell D has value in any SCC. If so, it is analyzed whether cell O belongs to a displacement zone (ZD) defined as a node of the specific conditioned displacement space (EDC¡) for that SCC¡. If so, the source cell O has the ability to provide CAC to cell D, so it is calculated using the formula, as discussed above: £ .4 ¾ = CÁSQ + & * {CSQ + £ Ti > J in which,
CACÍD es el Coste Acumulado Condicionado del EDC¡ para la celda destino D CAC Í D is the Conditional Accumulated Cost of the EDC¡ for the destination cell D
CAS0 es el Coste Acumulado Simple de la celda origen O CAS 0 is the Simple Accumulated Cost of the source cell O
d es la distancia geométrica entre la celda O y la celda D d is the geometric distance between cell O and cell D
CS0 es el Coste Simple asociado a la celda O dentro de la Superficie de Costes Simples (SCS) CS 0 is the Simple Cost associated with cell O within the Surface of Simple Costs (SCS)
CC/o es el Coste Condicionado asociado a la celda D dentro de la SCC¡ Seguidamente se haría la misma comprobación que es necesario realizar en el caso de que la delda destino D no tuviese valor en algún SCC¡, o si la celda origen no perteneciese a una zona de desplazamiento considerada como nodo. En estos casos se comprueba en la matriz de condiciones de desplazamiento (MCD) si la zona de la celda origen O y la zona de la celda destino D son compatibles (es decir, no existen restricciones entre ellas). En el caso que se permita la comunicación entre ambas zonas se calcula el CAS de la celda destino D mediante la fórmula, tal como se ha comentado anteriormente: CC / o is the Conditional Cost associated with cell D within the SCC¡ Then the same check would be done that is necessary in the event that the destination D has no value in any SCC¡, or if the source cell does not belong to a zone of displacement considered as a node. In these cases, it is checked in the displacement conditions matrix (MCD) if the zone of the source cell O and the zone of the destination cell D are compatible (that is, there are no restrictions between them). In the event that communication is allowed between the two zones, the CAS of the destination cell D is calculated using the formula, as previously mentioned:
donde, where,
CASD es el Coste Acumulado Simple de la celda destino D CAS D is the Simple Accumulated Cost of the destination cell D
CSD es el Coste Simple asociado a la celda D dentro de la SCS Al calcular el coste acumulado simple, se verifica si la celda destino D tiene valor en otra superficie de costes condicionados diferente a la ya comprobada. En caso afirmativo, para cada valor de la celda en una SCCj, se repetiría todo este proceso. Si D no tuviese valor en más SCQ, se buscaría una nueva celda destino D para la celda origen O considerada. En cuanto se hubiese operado con todas las celdas D posibles alrededor de O, entonces se buscaría una nueva celda origen asociada al menor valor de los costes acumulados ya calculados. En todo caso, si la celda destino corresponde con una celda definida como "fuente", entonces no se calcula el coste, pues esas celdas inician el procedimiento de cálculo y contarán siempre por tanto, con valor cero para su coste acumulado. CS D is the Simple Cost associated with cell D within the SCS When calculating the simple cumulative cost, it is verified whether the target cell D has a value in another area of conditioned costs other than the one already verified. If so, for each cell value in an SCC j , this entire process would be repeated. If D had no value in more SCQ, a new target cell D would be searched for the source cell O considered. As soon as it had operated with all possible D cells around O, then a new source cell would be searched associated with the lower value of the accumulated costs already calculated. In any case, if the target cell corresponds to a cell defined as "source", then the cost is not calculated, since these cells start the calculation procedure and will therefore always have a zero value for their accumulated cost.
Si el coste acumulado mínimo calculado y almacenado en las Listas de Costes Acumulados corresponde con el Coste Acumulado Condicionado de alguno de los Espacios de Desplazamiento Condicionado (EDC¡) definidos en el análisis, la celda que contenga ese valor mínimo CAC¡m¡n será ahora la celda origen O en el cálculo. La primera comprobación que haremos será verificar si la celda destino D posee valor en la SCC¡ asociada al EDC¡ vinculado al CAC¡m¡n. Si la celda D tiene valor en SCC¡ entonces calculamos su CAC con la fórmula, tal como se ha comentado anteriormente:
Figure imgf000026_0001
donde,
If the minimum accumulated cost calculated and stored in the lists it corresponds to the costs arising Cost Accumulated Conditional any of the spaces Conditioning Displacement (EDC¡) defined in the analysis, the cell containing the minimum value CAC¡ m¡n be now the source cell O in the calculation. The first check we do is check whether the target cell D has value in the SCC¡ associated with EDC¡ linked to CAC¡ m¡n. If cell D has value in SCC, then we calculate its CAC with the formula, as previously mentioned:
Figure imgf000026_0001
where,
CACÍD es el Coste Acumulado Condicionado del EDC¡ para la celda destino D CAC Í D is the Conditional Accumulated Cost of the EDC¡ for the destination cell D
CACÍO es el Coste Acumulado Condicionado del EDC¡ de la celda origen O CAC Í O is the Conditional Accumulated Cost of the EDC¡ of the source cell OR
d es la distancia geométrica entre la celda O y la celda D CCÍO es el Coste Condicionado asociado a la celda O dentro de la Superficie de Costes Condicionados (SCC¡) d is the geometric distance between cell O and cell D CC Í O is the Conditional Cost associated with cell O within the Conditional Cost Surface (SCC¡)
CC/o es el Coste Condicionado asociado a la celda D dentro de la SCC¡ Seguidamente se operaría igual que si la celda destino D no tuviese valor en SCC¡, comprobándose entonces si la celda destino D pertenece a una zona de desplazamiento definida como Nodo del EDC¡ asociado al CAC¡m¡n. En caso afirmativo, la celda permitiría obtener el CAS a partir del CAC, por lo que se calcularía la fórmula siguiente, tal como se ha comentado anteriormente: LΛ Q T ti * ¾.. !-, Q T L¿ } donde, CC / o is the Conditional Cost associated with cell D within the SCC¡ It would then be operated in the same way as if the destination cell D had no value in SCC¡, then checking if the destination cell D belongs to a displacement zone defined as Node the EDC¡ associated with CAC¡ m¡n. If so, the cell would allow to obtain the CAS from the CAC, so the following formula would be calculated, as previously mentioned: LΛ QT ti * ¾ ..! -, QTL ¿} where,
CASD es el Coste Acumulado Simple de la celda destino D CAS D is the Simple Accumulated Cost of the destination cell D
CSD es el Coste Simple asociado a la celda D dentro de la SCS CS D is the Simple Cost associated with cell D within the SCS
Si la zona de desplazamiento de la celda destino no es nodo del EDC¡, entonces se busca una nueva celda destino asociada a la celda origen O, repitiendo este proceso de cálculo hasta que se comprueben todas las celdas que rodean a la celda origen O. Cuando esto sucede, se sustituye la celda origen por otra que posea el menor valor del coste acumulado entre todos los calculados hasta ese momento. If the displacement zone of the destination cell is not an EDC node, then a new destination cell associated with the source cell O is searched, repeating this calculation process until all the cells surrounding the source cell O are checked. When this happens, the source cell is replaced by another that has the lowest value of the accumulated cost among all those calculated up to that moment.
Cuando las listas de costes acumulados no dispongan de ningún valor, el proceso de cálculo habrá terminado. Todas las celdas tendrán asignado el menor valor resultante del coste de desplazamiento entre ellas y la celda fuente más cercana de entre todas las establecidas en el análisis, según el tipo de coste acumulado considerado, CAS o CAC. When the accumulated cost lists do not have any value, the calculation process will be over. All cells will be assigned the lowest value resulting from the cost of travel between them and the closest source cell among all those established in the analysis, according to the type of cumulative cost considered, CAS or CAC.
De este modo, el resultado final que se obtiene con este procedimiento de coste- distancia condicionado es más ajustado a la realidad que generan determinados tipos de infraestructuras de transporte con restricciones de acceso, que permiten una movilidad específica ajustada al trazado de su plataforma estructural, y que sólo interactúa con otras movilidades por el resto del territorio, en puntos determinados de su recorrido. Esto conlleva que en el entorno próximo de lugares pertenecientes a estas infraestructuras específicas, puedan existir valores muy diferentes en los costes de desplazamiento asociados al análisis de la accesibilidad de un territorio, pues realmente existen diferencias notables de comportamiento en la movilidad de cada una de las zonas. In this way, the final result obtained with this procedure of conditioned cost-distance is more adjusted to the reality generated by certain types of transport infrastructure with access restrictions, which allow a specific mobility adjusted to the layout of its structural platform, and that it only interacts with other mobilities throughout the rest of the territory, at certain points along its route. This implies that in the near environment of places belonging to these specific infrastructures, there may be very different values in the travel costs associated with the analysis of the accessibility of a territory, Well, there really are notable differences in the mobility behavior of each of the zones.
La ejecución del procedimiento coste-distancia condicionado de acuerdo con la invención conlleva la generación de multitud de cálculos y operaciones de los que únicamente interesa conservar los valores finales obtenidos en el coste acumulado simple y en cada uno de los costes acumulados condicionados asociados a cada uno de los espacios de desplazamiento condicionado que se definan en el análisis. Estos resultados se concretan en diferentes archivos ráster que en general, tendrán valores en las mismas celdas que tengan valor no nulo en los respectivos archivos correspondientes a las superficies de costes. Así, el CAS tendrá valor en prácticamente todas las celdas con valor en la SCS. Únicamente no tendrán valor aquellas zonas de desplazamiento que tengan restricciones de desplazamiento con todas las zonas contiguas. Por su parte los CACi tendrán valor en las celdas que posean valor en sus respectivas SCCi asociadas a los correspondientes EDCi. The execution of the conditioned cost-distance procedure according to the invention entails the generation of a multitude of calculations and operations of which only the final values obtained in the simple accumulated cost and in each of the conditional accumulated costs associated with each one are interested of the conditioned displacement spaces defined in the analysis. These results are specified in different raster files that in general will have values in the same cells that have non-zero value in the respective files corresponding to the cost surfaces. Thus, the CAS will have value in virtually all cells with value in the SCS. Only those displacement zones that have displacement restrictions with all contiguous zones will not be valuable. On the other hand, the CACi will have value in the cells that have value in their respective SCCi associated to the corresponding EDCi.
Para finalizar el algoritmo se unifican los costes acumulados calculados, de forma que se obtiene un único valor por celda, que puede referenciarse como coste acumulado global CAG. Este coste corresponde con el menor valor de todos los costes calculados para cada celda, pues indica el tiempo mínimo empleado en llegar a ella desde alguna de las celdas fuente consideradas. Ese valor mínimo representa la potencialidad de ese lugar para ser alcanzado con un coste determinado sin importar los espacios de desplazamiento condicionado que se hayan considerado, ni el medio de transporte empleado para acceder hasta él desde los puntos generadores de desplazamiento predeterminados. Este archivo CAG es el resultado final de almacenar en cada celda el valor mínimo de todos los costes acumulados calculados en ella. To finalize the algorithm, the calculated cumulative costs are unified, so that a single value is obtained per cell, which can be referred to as CAG global cumulative cost. This cost corresponds to the lowest value of all the costs calculated for each cell, as it indicates the minimum time taken to reach it from any of the source cells considered. This minimum value represents the potential of that place to be reached with a certain cost regardless of the conditions of conditioned displacement that have been considered, nor the means of transport used to access it from the predetermined displacement generating points. This CAG file is the final result of storing in each cell the minimum value of all the accumulated costs calculated in it.
CA G = ini CAS; CA C CA G = ini CAS; CA C
De esta forma se obtiene como resultado genérico del Modelo Coste Distancia Condicionado, un valor en cada celda, que expresa el menor coste que debe emplearse para llegar desde ella a la celda fuente más cercana, de entre todas las establecidas en el análisis de accesibilidad considerado. In this way, a generic result of the Conditional Distance Cost Model is obtained, a value in each cell, which expresses the lowest cost that must be used to arrive from it to the nearest source cell, among all those established in the accessibility analysis considered .
Por lo tanto, se entienden como resultados del procedimiento: • Coste acumulado simple (CAS) Therefore, the results of the procedure are understood as: • Simple accumulated cost (CAS)
• Coste acumulado condicionado (CAC¡) para cada espacio de desplazamiento condicionado (EDC¡) definido;  • Conditional cumulative cost (CAC¡) for each conditioned displacement space (EDC¡) defined;
• Coste acumulado global (CAG) como mínimo valor de todos los costes acumulados obtenidos.  • Global cumulative cost (CAG) as a minimum value of all accumulated costs obtained.
Por otro lado, la invención proporciona también un sistema para determinar la accesibilidad de un territorio, a partir de un modelo ráster del territorio usado en un Sistema de Información Geográfica, que divide el territorio en un pluralidad de celdas, comprendiendo este sistema: On the other hand, the invention also provides a system for determining the accessibility of a territory, from a raster model of the territory used in a Geographic Information System, which divides the territory into a plurality of cells, this system comprising:
- el sistema para restringir los cálculos a realizar en un modelo ráster de un territorio usado en un Sistema de Información Geográfica tal como se ha descrito anteriormente, en el que:  - the system to restrict the calculations to be performed in a raster model of a territory used in a Geographic Information System as described above, in which:
- los medios informáticos/electrónicos para recibir datos referentes a al menos un valor asignado a cada celda de al menos una zona de desplazamiento de las distintas zonas de desplazamiento en las que se estructura el territorio comprenden:  - the computer / electronic means for receiving data referring to at least one value assigned to each cell of at least one zone of displacement of the different zones of displacement in which the territory is structured comprises:
o medios informáticos/electrónicos para recibir datos referentes a los costes de desplazamiento entre las celdas de alguna de las zonas de desplazamiento en las que se estructura el territorio;  or computer / electronic means to receive data regarding travel costs between the cells of any of the travel zones in which the territory is structured;
- los medios informáticos/electrónicos para ejecutar cálculos sobre las zonas de desplazamiento en las que se estructura el territorio, teniendo en cuenta las restricciones de desplazamiento entre las distintas zonas de desplazamiento y el al menos un valor asignado a cada celda de al menos una zona de desplazamiento de las distintas zonas de desplazamiento en las que se estructura el territorio comprenden:  - the computer / electronic means to execute calculations on the zones of displacement in which the territory is structured, taking into account the displacement restrictions between the different zones of displacement and the at least one value assigned to each cell of at least one zone of displacement of the different zones of displacement in which the territory is structured include:
o medios informáticos/electrónicos para obtener, para cada celda comprendida en el modelo ráster del territorio, el menor valor de coste de desplazamiento acumulado para los desplazamientos admisibles desde la fuente, teniendo en cuenta las restricciones de desplazamiento entre las distintas zonas de desplazamiento en las que se estructura el territorio y el valor de coste de desplazamiento de la celda. Además, la invención proporciona también un sistema informático que comprende una memoria y un procesador, en la que la memoria almacena instrucciones de programa informático ejecutables por el procesador, comprendiendo estas instrucciones funcionalidades para ejecutar un procedimiento para determinar la accesibilidad de un territorio, a partir de un modelo ráster del territorio usado en un Sistema de Información Geográfica, como se ha descrito anteriormente. or computer / electronic means to obtain, for each cell included in the raster model of the territory, the lowest accumulated travel cost value for the allowable displacements from the source, taking into account the travel restrictions between the different displacement zones in the that the territory and the cost of travel of the cell are structured. In addition, the invention also provides a computer system comprising a memory and a processor, in which the memory stores computer program instructions executable by the processor, these instructions comprising functionalities for executing a method for determining the accessibility of a territory, from of a raster model of the territory used in a Geographic Information System, as described above.
Finalmente, la invención proporciona un producto de programa informático que comprende instrucciones de programa para provocar que un sistema ejecute un procedimiento para determinar la accesibilidad de un territorio, a partir de un modelo ráster del territorio usado en un Sistema de Información Geográfica, tal como se ha descrito anteriormente. Finally, the invention provides a computer program product comprising program instructions to cause a system to execute a procedure to determine the accessibility of a territory, from a raster model of the territory used in a Geographic Information System, as it is described above
Del mismo modo, este programa informático puede estar almacenado en unos medios de almacenamiento físico, tales como unos medios de grabación, una memoria de ordenador, o una memoria de solo lectura, o puede ser portado por una onda portadora, tal como eléctrica u óptica. Similarly, this computer program may be stored on physical storage media, such as recording media, a computer memory, or a read-only memory, or it may be carried by a carrier wave, such as electrical or optical .
DEFINICIONES DEFINITIONS
Con la intención de evitar confusiones y de facilitar la comprensión de las diferentes descripciones, a continuación se detallan algunas definiciones de conceptos clave dentro del contexto de la presente invención. El término "ráster" hace referencia a un formato de datos geográfico implementado sobre un Sistema de Información Geográfica (SIG), que se basa en dividir de forma sistemática todo el territorio a definir, mediante un conjunto de unidades elementales, llamadas celdas, que recogen el valor que describe ese lugar, y que conforman una malla siguiendo un patrón determinado a partir de celdas contiguas no solapadas, y normalmente cuadradas regulares. El tamaño de la celda, denominado resolución, determina la precisión con la que se recoge una variable dentro de una capa ráster. Tanto el modelo o procedimiento Coste-Distancia como el procedimiento propuesto de acuerdo con la invención se basan en el empleo de datos en formato ráster para realizar los cálculos y obtener los resultados. El término "fuente" se refiere a una celda, o conjunto de celdas, sobre la que se inicia el proceso iterativo de cálculo del mínimo coste acumulado en los desplazamientos sobre el resto de celdas que conforman la malla rectangular que representa el territorio de análisis. Las celdas fuente pueden ser una o varias, y pueden estar agrupadas formando una zona o en dispersas sobre lugares diferentes de la malla. With the intention of avoiding confusion and facilitating the understanding of the different descriptions, some definitions of key concepts within the context of the present invention are detailed below. The term "raster" refers to a geographic data format implemented on a Geographic Information System (GIS), which is based on systematically dividing the entire territory to be defined, through a set of elementary units, called cells, which collect the value that describes that place, and that make up a mesh following a certain pattern from contiguous non-overlapping cells, and usually regular squares. The size of the cell, called resolution, determines the precision with which a variable is collected within a raster layer. Both the Cost-Distance model or procedure and the proposed procedure according to the invention are based on the use of raster data to perform the calculations and obtain the results. The term "source" refers to a cell, or set of cells, on which the iterative process of calculating the minimum cost accumulated in the displacements on the rest of the cells that make up the rectangular mesh that represents the territory of analysis begins. The source cells can be one or several, and they can be grouped together forming an area or scattered over different places of the mesh.
El término "Superficie de Costes Simples" (SCS) hace referencia a una capa ráster donde cada celda tiene el valor que representa, para todo el ámbito de estudio, la fricción o coste que ofrece al ser atravesada. The term "Surface of Simple Costs" (SCS) refers to a raster layer where each cell has the value that represents, for the whole field of study, the friction or cost that it offers when being traversed.
El término "Superficie de Costes Condicionados" (SCC) se refiere una capa ráster donde cada celda tiene el valor que representa la fricción o coste que ofrece al ser atravesada, pero sólo en aquellas celdas que conforman el Espacio de Desplazamiento Condicionado (EDC) al que represente esa SCC. Los valores de las celdas de una SCC serán en general diferentes a los valores de esas mismas celdas en la SCS, con lo que esos lugares dispondrán de al menos dos costes de desplazamientos diferentes, y por tanto se podrá calcular en ellas al menos dos costes acumulados distintos. The term "Surface of Conditional Costs" (SCC) refers to a raster layer where each cell has the value that represents the friction or cost it offers when being traversed, but only in those cells that make up the Conditional Displacement Space (EDC) at that represents that SCC. The values of the cells of an SCC will in general be different from the values of those same cells in the SCS, so that these places will have at least two different travel costs, and therefore at least two costs can be calculated in them accumulated different.
El término "zona de desplazamiento" representa aquellos lugares geográficos que cuentan con unas características similares propias, que determinan las condiciones de desplazamiento particulares que establecerán los costes que supone atravesar esas áreas de movilidad. The term "zone of displacement" represents those geographical places that have similar characteristics of their own, which determine the particular conditions of displacement that will establish the costs involved in crossing these areas of mobility.
El término "zona de desplazamiento condicionado" determina el ámbito ocupado por aquellos lugares con modos de desplazamiento específicos o por algún tipo elemento territorial, o de infraestructura de transporte, con limitaciones de acceso salvo en puntos determinados de su geometría. The term "conditioned displacement zone" determines the scope occupied by those places with specific displacement modes or by some type of territorial element, or transport infrastructure, with access limitations except at certain points of its geometry.
El término "Espacio de Desplazamiento Condicionado" (EDC) representa los lugares compuestos por una zona de desplazamiento condicionado que presenta restricciones intrínsecas en los movimientos que la comunican con las zonas de desplazamiento vecinas, y por la zona de desplazamiento, denominada Nodo, que permite su comunicación con el resto del territorio. Un EDC permite que puedan coexistir varios tipos de desplazamiento en esos lugares, incluyendo modos de transporte con desplazamiento restringido o con características particulares en su recorrido. El término "zona de desplazamiento de los enlaces" o "nodo de desplazamiento o de comunicación" representa aquel o aquellos lugares que posibilitan la conexión de una zona de desplazamiento condicionado con el resto de espacios de desplazamiento que definen un territorio. Este nodo será la zona geográfica en la que permite transformar un coste acumulado condicional en coste acumulado simple, y viceversa. The term "Conditional Displacement Space" (EDC) represents the places composed of a conditioned displacement zone that presents intrinsic restrictions in the movements that communicate it with the neighboring displacement zones, and by the displacement zone, called Node, which allows Your communication with the rest of the territory. An EDC allows them to several types of displacement coexist in those places, including modes of transport with restricted displacement or with particular characteristics in its route. The term "displacement zone of the links" or "displacement or communication node" represents that or those places that allow the connection of a displacement zone conditioned with the rest of the displacement spaces that define a territory. This node will be the geographical area where it is possible to transform a conditional cumulative cost into a simple accumulated cost, and vice versa.
El término "origen" o "celda origen", durante el proceso iterativo de cálculo, se refiere a la celda que presenta el menor coste acumulado de desplazamiento de todos los existentes en ese momento de la operación. Desde esta celda origen se procede a realizar un nuevo cálculo para obtener el coste acumulado de sus celdas vecinas. The term "origin" or "origin cell", during the iterative calculation process, refers to the cell that has the lowest cumulative cost of travel of all those existing at that time of the operation. From this source cell a new calculation is carried out to obtain the cumulative cost of its neighboring cells.
El término "destino" o "celda destino" se refiere a cada una de las celdas vecinas en el momento de interactuar para establecer el coste de desplazamiento con la celda origen. The term "destination" or "destination cell" refers to each of the neighboring cells at the time of interacting to establish the cost of travel with the source cell.
El término "desplazamiento" hace referencia a la acción de atravesar un territorio desde un lugar a otro, y que en el formato ráster se representa por el paso desde el centro de una celda al centro de otra celda distinta. Básicamente, los desplazamientos admitidos se basan en la conexión de una celda origen con las ocho celdas destino contiguas a ella. The term "displacement" refers to the action of crossing a territory from one place to another, and that in the raster format is represented by the passage from the center of one cell to the center of another different cell. Basically, the supported displacements are based on the connection of a source cell with the eight destination cells adjacent to it.
El término "celda latente" se refiere a toda celda distinta de las celdas fuente, con valor diferente a nulo, que pertenece a una Superficie de Costes, y sobre la que aún no se ha calculado un coste acumulado de desplazamiento. Una celda latente participará en el proceso de cálculo del coste acumulado. The term "latent cell" refers to any cell other than the source cells, with a value other than null, which belongs to a Cost Area, and on which a cumulative cost of displacement has not yet been calculated. A latent cell will participate in the accumulated cost calculation process.
El término "celda activa" hace referencia a cualquier celda latente tras calcular sobre ella un coste acumulado de desplazamiento. La celda activa seguirá participando en el proceso de cálculo hasta conseguir alcanzar sobre ella el menor coste acumulado de desplazamiento. El término "celda cerrada" hace referencia a cualquier celda activa tras calcular sobre ella el menor coste acumulado de desplazamiento posible. El valor de esa celda participará en el resultado final del cálculo de accesibilidad. The term "active cell" refers to any latent cell after calculating an accumulated cost of travel on it. The active cell will continue to participate in the calculation process until the lowest accumulated cost of travel is reached. The term "closed cell" refers to any active cell after calculating the lowest accumulated cost of travel possible. The value of that cell will participate in the final result of the accessibility calculation.
El término "Coste Acumulado Simple" (CAS) se refiere al resultado del proceso de cálculo del procedimiento de acuerdo con la invención, que representa para cada celda latente de la Superficie de Costes Simple (SCS), el valor que supone llegar desde ella a la celda fuente más próxima (en función del parámetro de medida usado - tiempo, distancia, etc.-). The term "Simple Accumulated Cost" (CAS) refers to the result of the process of calculating the procedure according to the invention, which represents for each latent cell of the Simple Cost Surface (SCS), the value of arriving from it to the nearest source cell (depending on the measurement parameter used - time, distance, etc.-).
El término "Coste Acumulado Condicionado" (CAC) es el resultado del proceso de cálculo del procedimiento de acuerdo con la invención, que representa para cada celda latente de la Superficie de Costes Condicionados (SCC) determinada, el valor que supone llegar desde ella a la celda fuente más próxima (en función del parámetro de medida usado - tiempo, distancia, etc.-). The term "Conditional Cumulative Cost" (CAC) is the result of the process of calculating the procedure according to the invention, which represents for each latent cell of the determined Conditional Cost Surface (SCC), the value of arriving from it to the nearest source cell (depending on the measurement parameter used - time, distance, etc.-).
Finalmente, el término " Coste Acumulado Global' (CAG) hace referencia al resultado final del proceso de cálculo del procedimiento de acuerdo con la invención, que representa para cada celda de las Superficies de Costes, el valor mínimo de los obtenidos en el CAS y CAC, y que supone el mínimo coste de llegar desde esa celda a la celda fuente más próxima (en el parámetro de medida usado - tiempo, distancia, etc.-), atendiendo a todas las posibilidades y condiciones de desplazamiento consideradas. Finally, the term 'Global Cumulative Cost' (CAG) refers to the final result of the process of calculation of the procedure according to the invention, which represents for each cell of the Cost Surfaces, the minimum value of those obtained in the CAS and CAC, and that supposes the minimum cost of arriving from that cell to the nearest source cell (in the measurement parameter used - time, distance, etc.-), taking into account all the possibilities and conditions of displacement considered.
BREVE DESCRIPCIÓN DE LOS DIBUJOS BRIEF DESCRIPTION OF THE DRAWINGS
A continuación se describirán realizaciones particulares de la presente invención a título de ejemplo no limitativo, con referencia a los dibujos adjuntos, en los cuales: Particular embodiments of the present invention will now be described by way of non-limiting example, with reference to the accompanying drawings, in which:
La figura 1 es un diagrama de flujo que ilustra de forma esquemática un procedimiento de Coste Distancia Condicionado según una realización proporcionada por la invención; La figura 2 es un diagrama de flujo que ilustra de forma esquemática un sub- procedimiento de procesar una celda origen O que no tiene un coste acumulado condicionado en el contexto de un procedimiento igual o similar al de la figura 1 ; La figura 3 es un diagrama de flujo que ilustra de forma esquemática un sub- procedimiento de procesar una celda origen O que sí tiene un coste acumulado condicionado en el contexto de un procedimiento igual o similar al de la figura 1 ; y Figure 1 is a flow chart schematically illustrating a Conditional Distance Cost method according to an embodiment provided by the invention; Figure 2 is a flowchart that schematically illustrates a sub-process of processing an origin cell O that does not have a cumulative cost conditioned in the context of a procedure equal to or similar to that of Figure 1; Figure 3 is a flowchart that schematically illustrates a sub-process of processing an origin cell O that does have a cumulative cost conditioned in the context of a procedure equal to or similar to that of Figure 1; Y
La figura 4 representa esquemáticamente una celda origen, sus celdas destino, y unos fundamentos que pueden usarse en algunas realizaciones para obtener la distancia entre la celda origen y cualquiera de las celdas destino. Figure 4 schematically represents a source cell, its destination cells, and fundamentals that can be used in some embodiments to obtain the distance between the source cell and any of the destination cells.
EXPOSICION DETALLADA DE MODOS DE REALIZACIÓN DETAILED EXHIBITION OF MODES OF EMBODIMENT
En general, puede usarse diferentes realizaciones del procedimiento/sistema/software proporcionado por la invención para obtener costes de movimiento en el contexto de cualquier proceso de difusión/dispersión/propagación de un elemento (persona, objeto, fenómeno, etc.) sobre una superficie terrestre. Por ejemplo, pueden usarse realizaciones para obtener costes de propagación y, por lo tanto, la evolución de un incendio, teniendo en cuenta restricciones basadas en p.ej. los tipos de vegetales existentes en el territorio (unos vegetales son más combustibles que otros), la humedad existente en diferentes partes del territorio, etc. De forma similar, también se podría estimar p.ej. la propagación de plagas en superficies de cultivo, la propagación de sustancias contaminantes, etc. En aras de la simplicidad y compresión de la invención, a continuación se describen realizaciones del procedimiento sólo en el contexto de desplazamientos por un territorio por parte de una persona o vehículo. En algunas implementaciones, el procedimiento de Coste Distancia Condicionado puede basarse en la capacidad de procesamiento geoespacial de los SIG ráster, por lo que puede precisar la incorporación de datos geográficos para comenzar a ejecutarse. Los datos de entrada en este modelo pueden necesitar la incorporación de más información que la demandada en el modelo Coste Distancia conocido. Para ejecutar ese procedimiento conocido se requiere disponer de un archivo de entrada que marque los lugares fuente o generadores de los desplazamientos, y un archivo ráster que represente la superficie de fricción o de costes asociada a los desplazamientos en cada punto del ámbito de estudio. En el procedimiento condicionado que se propone pueden requerirse los siguientes tipos de datos de entrada: In general, different embodiments of the method / system / software provided by the invention can be used to obtain movement costs in the context of any diffusion / dispersion / propagation process of an element (person, object, phenomenon, etc.) on a surface land. For example, embodiments can be used to obtain propagation costs and, therefore, the evolution of a fire, taking into account restrictions based on eg the types of vegetables existing in the territory (some vegetables are more combustible than others) , the humidity existing in different parts of the territory, etc. Similarly, the spread of pests on crop surfaces, the spread of polluting substances, etc. could also be estimated. For the sake of simplicity and compression of the invention, embodiments of the process are described below only in the context of movement through a territory by a person or vehicle. In some implementations, the Conditional Distance Cost procedure may be based on the geospatial processing capacity of the raster GIS, so it may require the incorporation of geographic data to begin execution. The input data in this model may require the incorporation of more information than that demanded in the known Cost Distance model. To execute this known procedure it is required to have an input file that mark the source places or generators of the displacements, and a raster file that represents the friction or cost surface associated with the displacements at each point of the scope of study. The following types of input data may be required in the proposed proposed procedure:
- Zonas de Desplazamiento ZD: que puede ser un archivo ráster que recoge los diferentes tipos de zonas por las que se podrán establecer desplazamientos específicos.  - ZD Displacement Zones: which can be a raster file that collects the different types of zones through which specific displacements can be established.
- Lugares fuente de los desplazamientos FD: que puede ser un archivo ráster en el que puede especificarse con valor "0" las celdas que serán tenidas en cuenta para generar los desplazamientos y por tanto para iniciar el proceso de cálculo en el procedimiento.  - Source places of the FD displacements: which can be a raster file in which the cells that will be taken into account to generate the displacements and therefore to start the calculation process in the procedure can be specified with value "0".
- Superficie de Costes Simples SCS: que puede ser un archivo ráster que representa el coste que se invierte en atravesar cada una de las celdas pertenecientes a las zonas de desplazamiento ZD definidas.  - Surface of Simple Costs SCS: that can be a raster file that represents the cost that is invested in crossing each one of the cells belonging to the zones of displacement ZD defined.
- Superficies de Costes Condicionados SCC: que puede ser un conjunto de archivos ráster, tantos como Espacios de Desplazamientos Condicionados EDC se definan en el modelo, que podrán representar los costes que implica atravesar cada una de las celdas específicas que identifican las zonas de desplazamiento condicionado ZDC.  - SCC Conditioned Cost Surfaces: which can be a set of raster files, as many as EDC Conditioned Travel Spaces are defined in the model, which may represent the costs involved in crossing each of the specific cells that identify the zones of conditioned displacement ZDC
Una vez que se han definido todos los datos de entrada precisos para ejecutar el procedimiento, puede procederse al cálculo de los costes acumulados atendiendo a las condiciones de desplazamiento establecidas, y siguiendo un proceso matemático similar al utilizado en el procedimiento Coste Distancia, aunque incluyendo una serie de condiciones y verificaciones que variarán la forma en la que se ejecuta este cálculo para hacerlo más versátil. El proceso de cálculo puede comenzar a partir de las celdas fuente de desplazamientos (que puedan establecerse en p.ej. el archivo ráster correspondiente). Las operaciones planteadas se establecen siempre entre dos celdas, una celda origen O y cualquiera de las (p.ej. ocho) celdas destino D que rodean la celda origen, y hacia las que puede haber un desplazamiento desde la celda origen O. El cálculo puede realizarse de forma iterativa hasta que se completen todas las celdas consideradas en el análisis, de forma que presenten los menores valores de coste acumulado posibles para los desplazamientos admisibles en el proceso. La celda origen puede poseer un valor mínimo de coste acumulado, que puede permitir iniciar la operación hacia la celda destino para calcular su coste acumulado en función de p.ej. los siguientes aspectos: Once all the precise input data have been defined to execute the procedure, the accumulated costs can be calculated according to the established displacement conditions, and following a mathematical process similar to that used in the Cost Distance procedure, although including a series of conditions and verifications that will vary the way this calculation is executed to make it more versatile. The calculation process can start from the source cells of displacements (which can be set in eg the corresponding raster file). The proposed operations are always established between two cells, a source cell O and any of the (eg eight) destination cells D that surround the source cell, and towards which there may be a shift from the source cell O. The calculation It can be done iteratively until all the cells considered in the analysis are completed, so that they present the lowest possible accumulated cost values for the allowable displacements in the process. The source cell may have a minimum accumulated cost value, which may allow the operation to start towards the destination cell to calculate its accumulated cost based on eg the following aspects:
- Coste acumulado que tenga la celda origen (en el caso de ser celda fuente, éste podrá ser cero, pues aún no se habrá acumulado ningún coste de desplazamiento). A medida que se van atravesando celdas, se podrán ir acumulando los costes que se han invertido en ese desplazamiento, de forma que cruzar la celda destino podrá aumentar el coste acumulado previo. - Cumulative cost of the source cell (in the case of being a source cell, this may be zero, since no travel cost has yet been accumulated). As cells are being traversed, the costs that have been invested in this displacement may be accumulated, so that crossing the target cell may increase the previous accumulated cost.
- Distancia geométrica que separa los centros de ambas celdas. Para p.ej. archivos ráster basados en p.ej. celdas cuadradas, la distancia en desplazamientos horizontales y verticales podrá ser la dimensión del lado de la celda (véase figura 4), y para los desplazamientos diagonales, esa distancia podrá ser la diagonal de la cuadrícula. - Geometric distance that separates the centers of both cells. For eg raster files based on eg square cells, the distance in horizontal and vertical displacements may be the dimension of the cell side (see figure 4), and for diagonal displacements, that distance may be diagonal of the grid.
- Costes asociados a los desplazamientos a través de las dos celdas, indicados en las superficies de costes correspondientes, tanto para los costes simples como para los costes condicionados. - Costs associated with travel through the two cells, indicated on the corresponding cost surfaces, both for simple costs and for conditional costs.
- Condiciones previas establecidas en las zonas de desplazamiento a las que pertenecen las celdas, según su pertenencia a Espacios de Desplazamiento Condicionado, y considerando las restricciones que pueden recogerse en una Matriz de Condiciones de Desplazamiento para el cálculo del Coste Acumulado Simple.  - Prerequisites established in the displacement zones to which the cells belong, according to their membership in Conditional Displacement Spaces, and considering the restrictions that can be included in a Displacement Conditions Matrix for the calculation of the Simple Accumulated Cost.
A medida que se va calculando el coste acumulado en una celda, ésta puede adquirir la condición de celda activa, mientras que hasta entonces se puede considerar en el proceso de cálculo como celda latente. Los costes acumulados que se van calculando sobre las nuevas celdas activas, pueden almacenarse en una Lista de Costes Acumulados correspondiente, dependiendo si p.ej. es un Coste Acumulado Simple CAS o un Coste Acumulado Condicionado CAC. La lista del CAS podrá existir siempre, y además podrá haber una lista del CAC asociada a cada Espacio de Desplazamiento Condicionado EDC, al igual que podría existir unaAs the accumulated cost in a cell is calculated, it can acquire the active cell condition, while until then it can be considered as a latent cell in the calculation process. The accumulated costs that are calculated on the new active cells can be stored in a corresponding List of Accumulated Costs, depending on whether it is a Simple CAS Accumulated Cost or a CAC Conditional Accumulated Cost. The CAS list may always exist, and there may also be a list of the CAC associated with each EDC Conditional Displacement Space, just as there may be a
Superficie de Coste Condicionado vinculada a cada EDC. Conditional Cost Area linked to each EDC.
Cuando una celda presenta el menor valor de coste acumulado de todos los calculados y almacenados en las Listas de Costes Acumulados existentes (independientemente de la lista en la que se encuentre), esa celda activa puede adquirir la condición de celda cerrada, y su valor se puede asignar al archivo que recoge el resultado final del coste acumulado correspondiente, bien CAS o bien CAC. A partir de esa celda pueden calcularse los costes acumulados en las celdas contiguas/adyacentes a ella, cumpliendo las condiciones de desplazamiento marcadas, pudiéndose obtener un valor de coste acumulado en las celdas que aún no lo tuvieren, o cambiándolo cuando el nuevo coste acumulado calculado fuese menor al existente en la celda destino. Estos nuevos valores de los costes acumulados podrán ser simples o condicionados según se cumplan unos determinados criterios operativos del procedimiento, pudiendo almacenar su valor en la Lista de Costes Acumulados que corresponda, junto con los demás valores CAS o CAC calculados hasta ese momento por el procedimiento. Este proceso podrá continuar de forma iterativa hasta dotar a todas las celdas de la condición de "celdas cerradas", es decir, obtener en cada celda el menor valor de coste acumulado posible ajustado a los requerimientos de cálculo que el modelo de Coste Distancia Condicionado pueda establecer. El Coste Acumulado Simple CAS puede obtener valor en prácticamente todas las celdas evaluables (salvo p.ej. las que puedan definirse como sin valor o "Sin datos" en la Superficie de Costes o las que puedan imponer restricciones completas para alguna zona de desplazamiento). Por su parte, los Costes Acumulados Condicionados CAC podrían sólo tener valor en las celdas donde las SCC asociadas al mismo EDC tengan valor. La operatividad de los cálculos podrá ser diferente si la celda origen O tiene como valor mínimo el CAS o el CAC. Cualquiera que sea el valor mínimo podrá iniciar el proceso operativo del procedimiento, pero las operaciones a realizar podrán variar según sea el CAS o CAC el mínimo de todos los costes acumulados que se puedan haber calculado hasta ese momento, y puedan estar almacenados en las Listas de Costes Acumulados. When a cell has the lowest cumulative cost value of all those calculated and stored in the existing Accumulated Cost Lists (regardless of the list it is in), that active cell can Acquire the closed cell condition, and its value can be assigned to the file that collects the final result of the corresponding accumulated cost, either CAS or CAC. From that cell, the accumulated costs in the adjacent / adjacent cells can be calculated, complying with the marked displacement conditions, being able to obtain an accumulated cost value in the cells that do not yet have it, or changing it when the new calculated accumulated cost it was smaller than the one in the destination cell. These new values of the accumulated costs may be simple or conditioned as certain operational criteria of the procedure are met, being able to store their value in the corresponding List of Cumulative Costs, together with the other CAS or CAC values calculated up to that moment by the procedure . This process may continue iteratively until all cells are provided with the condition of "closed cells", that is, obtain in each cell the lowest possible accumulated cost value adjusted to the calculation requirements that the Conditional Distance Cost model can establish. The Simple CAS Accumulated Cost can obtain value in practically all evaluable cells (except for those that can be defined as worthless or "No data" on the Cost Surface or those that may impose full restrictions for some zone of displacement) . On the other hand, the CAC Conditional Accumulated Costs could only have value in the cells where the SCCs associated with the same EDC have value. The operability of the calculations may be different if the source cell O has a minimum value of CAS or CAC. Whatever the minimum value may start the operative process of the procedure, but the operations to be carried out may vary depending on the CAS or CAC the minimum of all the accumulated costs that may have been calculated up to that time, and may be stored in the Lists of accumulated costs.
La figura 1 es un diagrama de flujo que ilustra de forma esquemática un procedimiento de Coste Distancia Condicionado según una realización proporcionada por la invención. En esta realización, el procedimiento empieza en una etapa de inicio 100. A continuación se pasa a la etapa 101 , en la que verifica si existe una celda fuente FD o celda activa con un coste acumulado mínimo CAmín. Si esta verificación produce un resultado positivo S (sí existe una celda FD o celda activa con un CAmín), se pasa a la etapa 1 02. Si esta verificación produce un resultado negativo N (no existe una celda FD o celda activa con un CAmín), se pasa a la etapa 1 05, en la que finaliza el procedimiento. Figure 1 is a flow chart schematically illustrating a Conditioned Cost Distance method according to an embodiment provided by the invention. In this embodiment, the procedure begins at a start stage 100. Then it goes on to step 101, in which it checks if there is an FD source cell or active cell with a minimum cumulative cost CA min . If this verification produces a positive result S (if there is an FD cell or active cell with a minimum CA), proceed to step 1 02. If this verification produces a negative result N (there is no FD cell or active cell with a CA min ), go to step 1 05, in which the procedure ends.
En la etapa 102, se cierra la celda fuente FD o celda activa con el coste acumulado mínimo CAmín y, a continuación, se pasa a la etapa 1 03. En esta etapa 103, la celda cerrada es asumida/marcada como celda origen O y, a continuación, se pasa a la etapa 1 04. En esta etapa 1 04, se verifica si el coste acumulado mínimo CAmín de la celda origen O es un coste acumulado condicionado mínimo CACmin. Si esta verificación 1 04 produce un resultado positivo S (el CAmín de la celda O sí es un CACmin), se pasa a la etapa 107, la cual comprende un sub-procedimiento de procesar la celda origen O teniendo en cuenta que tiene un coste acumulado condicionado mínimo CACmin. Si esta verificación 104 produce un resultado negativo N (el CAmín de la celda O no es un CACm¡n), se pasa a la etapa 106, la cual comprende un sub-procedimiento de procesar la celda origen O teniendo en cuenta que no tiene un coste acumulado condicionado mínimo CACm¡n. En la figura 1 también se refleja una transición desde la etapa 1 07 a la etapa 1 01 . Esta transición se produce cuando la etapa 107 ya ha completado el procesamiento de la celda fuente FD o activa (con CACm¡n) actual, con el fin de que la etapa 1 01 determine e inicie el procesamiento de una nueva celda fuente FD o activa (con CAmín, ya sea condicionado o no). Se proporcionan detalles sobre el procesamiento realizado por la etapa 1 07 en otras partes de la descripción con referencia a la figuraIn step 102, the source cell FD or active cell with the minimum cumulative cost CA min is closed and then it goes to step 1 03. In this stage 103, the closed cell is assumed / marked as source cell O and then proceed to step 1 04. In this step 1 04, it is verified whether the minimum accumulated cost CA min of the source cell O is a cumulative conditioned cost minimum CAC min . If this verification 1 04 produces a positive result S (the CA min of cell O if it is a CAC min ), it is passed to step 107, which comprises a sub-procedure of processing the source cell O taking into account that it has a cumulative cost conditioned minimum CAC min . If this verification 104 produces a negative result N (the min AC of cell O is not a CAC min ), it is passed to step 106, which comprises a sub-procedure of processing the source cell O taking into account that has a minimum accumulated cost CAC m¡n conditioned. A transition from step 1 07 to step 1 01 is also reflected in Figure 1. This transition occurs when step 107 has already completed the processing of the current FD or active (with CAC m ) source cell, so that step 1 01 determines and starts the processing of a new FD source cell or active (with AC min , whether conditioned or not). Details are provided on the processing performed by step 1 07 in other parts of the description with reference to the figure
3. 3.
En la figura 1 también se refleja una transición desde la etapa 1 06 a la etapa 101 . Esta transición se produce cuando la etapa 106 ya ha completado el procesamiento de la celda fuente FD o activa (sin CACm¡n) actual, con el fin de que la etapa 1 01 determine e inicie el procesamiento de una nueva celda fuente FD o activa (con CAmín, ya sea condicionado o no). Se proporcionan detalles sobre el procesamiento realizado por la etapa 1 06 en otras partes de la descripción con referencia a la figura 2. La figura 2 es un diagrama de flujo que ilustra de forma esquemática un sub- procedimiento de procesar una celda origen O que no tiene un coste acumulado condicionado mínimo CACmin en el contexto de un procedimiento igual o similar al de la figura 1 . El sub-procedimiento empieza en la etapa 200 cuando la etapa 104 produce un resultado negativo N, el cual indica que el coste acumulado mínimo CAmín de la celda origen O no es un coste acumulado condicionado mínimo CACm¡n (véase figura 1 ). En la etapa 200, se verifica si hay una celda destino D aún no procesada adyacente a la celda origen O, y si dicha celda destino D tiene valor en alguna superficie de costes condicionados SCC. Si esta verificación 200 produce un resultado positivo S (hay celda D no procesada adyacente a la celda O y con valor en alguna SCC), se pasa a la etapa 201 . Si esta verificación 200 produce un resultado negativo N (no hay celda D no procesada adyacente a la celda O y con valor en alguna SCC), se pasa a la etapa 203. En la etapa 201 , se verifica si la celda origen O pertenece a una Zona de Desplazamiento ZD definida como Nodo del Espacio de Desplazamiento Condicionado específico EDC para esa superficie de costes condicionados SCC. Si esta verificación 201 produce un resultado positivo S (la celda O sí pertenece a una ZD definida como Nodo del EDC para esa SCC, lo cual significa que se puede atribuir un coste acumulado condicionado CAC a la celda D), se pasa a la etapa 202. Si esta verificación 201 produce un resultado negativo N (la celda O no pertenece a una ZD definida como Nodo del EDC para esa SCC, lo cual significa que no se puede atribuir un coste acumulado condicionado CAC a la celda D), se pasa a la etapa 203. A transition from step 1 06 to step 101 is also reflected in Figure 1. This transition occurs when step 106 has completed processing of the cell or active source FD (without CAC m¡n) current, so that the step 1 January determine and start processing a new source cell FD or active (with AC min , whether conditioned or not). Details are provided on the processing performed by step 1 06 in other parts of the description with reference to Figure 2. Figure 2 is a flowchart that schematically illustrates a subprocess of processing an origin cell O that does not have a cumulative cost conditioned at least CAC min in the context of a procedure equal to or similar to that of Figure 1. The sub-process begins in step 200 when step 104 produces a negative result N, which indicates that the aggregate cost of the minimum CA min cell origin O is not a minimum accumulated cost CAC conditioned m¡n (see Figure 1) . In step 200, it is checked whether there is a destination cell D not yet processed adjacent to the source cell O, and if said destination cell D has value in some SCC conditioned cost surface. If this verification 200 produces a positive result S (there is unprocessed cell D adjacent to cell O and with value in some SCC), it is passed to step 201. If this verification 200 produces a negative result N (there is no unprocessed cell D adjacent to cell O and with value in some SCC), it is passed to step 203. In step 201, it is verified if the source cell O belongs to a ZD Offset Zone defined as the Node of the EDC Specific Conditioned Offset Space for that SCC conditioned cost surface. If this verification 201 produces a positive result S (cell O does belong to a ZD defined as the EDC Node for that SCC, which means that a cumulative cost conditioned CAC can be attributed to cell D), it is passed to the stage 202. If this verification 201 produces a negative result N (cell O does not belong to a ZD defined as the EDC Node for that SCC, which means that a cumulative cost conditional CAC cannot be attributed to cell D), it is passed to stage 203.
En la etapa 202, se calcula el coste acumulado condicionado CAC para la celda destino D, el cual puede obtenerse aplicando la siguiente fórmula: In step 202, the CAC conditioned cumulative cost for the target cell D is calculated, which can be obtained by applying the following formula:
LA€$ = L'ASQ + d. * { LSQ + CLS) en la que: THE € $ = L ' AS Q + d. * {LSQ + CL S ) in which:
CACD es el coste acumulado condicionado CAC del EDC para la celda destino D; CAS o es el coste acumulado simple de la celda origen O; CAC D is the cumulative CAC conditioned cost of the EDC for the target cell D; CAS or is the simple cumulative cost of the source cell O;
d es la distancia geométrica entre la celda origen O y la celda destino D (véase figura 4); CSo es el coste simple asociado a la celda origen O dentro de la superficie de costes simples SCS; y d is the geometric distance between the source cell O and the destination cell D (see figure 4); CSo is the simple cost associated with the source cell O within the surface of simple costs SCS; Y
CCD es el coste condicionado asociado a la celda destino D dentro de la superficie de costes condicionados SCC. CC D is the conditioned cost associated with the target cell D within the surface of conditioned costs SCC.
Una vez se ha completado la etapa 202 y, por lo tanto, se ha calculado el coste acumulado condicionado CAC para la celda destino D, se pasa a la etapa 203. Once step 202 has been completed and, therefore, the cumulative cost conditioned CAC for the destination cell D has been calculated, it is passed to step 203.
En la etapa 203, se verifica si las Zonas de Desplazamiento ZD de la celda origen O y de la celda destino D son compatibles, es decir, si se permite la comunicación entre ambas Zonas de Desplazamiento ZD. Esto puede hacerse consultando una Matriz de Condiciones de Desplazamiento MCD. Si esta verificación 203 produce un resultado positivo S (las ZD de la celda O y de la celda D sí son compatibles según la MCD), se pasa a la etapa 204. Si esta verificación 203 produce un resultado negativo N (las ZD de la celda O y de la celda D no son compatibles según la MCD), se pasa a la etapa 205. In step 203, it is verified whether the ZD Offset Zones of the source cell O and of the destination cell D are compatible, that is, if communication between both ZD Offset Zones is allowed. This can be done by consulting an MCD Displacement Conditions Matrix. If this verification 203 produces a positive result S (the ZD of cell O and cell D are compatible according to the MCD), it goes to step 204. If this verification 203 produces a negative result N (the ZD of the cell O and cell D are not compatible according to the MCD), go to step 205.
En la etapa 204, se calcula el coste acumulado simple CAS de la celda destino D mediante la siguiente fórmula: In step 204, the simple accumulated cost CAS of the destination cell D is calculated by the following formula:
€ASD =€ÁSQ + d » (CSG ÷€5D) en la que: € AS D = € ÁS Q + d »(CS G ÷ € 5 D ) in which:
CASD es el coste acumulado simple CAS de la celda destino D; CAS D is the simple accumulated cost CAS of the target cell D;
CAS o es el coste acumulado simple de la celda origen O; CAS or is the simple cumulative cost of the source cell O;
d es la distancia geométrica entre la celda origen O y la celda destino D (véase figura 4) ; d is the geometric distance between the source cell O and the destination cell D (see figure 4);
CSo es el coste simple asociado a la celda origen O dentro de la superficie de costes simples SCS; y  CSo is the simple cost associated with the source cell O within the surface of simple costs SCS; Y
CSD es el coste simple CS asociado a la celda destino D dentro de la superficie de costes simples SCS. CS D is the simple cost CS associated with the target cell D within the surface of simple costs SCS.
Una vez se ha completado la etapa 204 y, por lo tanto, se ha calculado el coste acumulado simple CAS de la celda destino D, se pasa a la etapa 205. En la etapa 205, se verifica si la celda destino D tiene valor en otra superficie de costes condicionados SCC aún no considerada. Si la verificación 205 produce un resultado positivo S (la celda D sí tiene valor en otra SCC aún no considerada), se retorna a la etapa 201 con el fin de repetir el proceso (desde dicha etapa 201 ) para el valor de la celda destino D en esta otra SCC. Si la verificación 205 produce un resultado negativo N (la celda D no tiene valor en otra SCC aún no considerada), se pasa a la etapa 206. Once step 204 has been completed and, therefore, the simple accumulated cost CAS of the destination cell D has been calculated, it is passed to step 205. In step 205, it is verified whether the destination cell D has value in another surface of conditioned costs SCC not yet considered. If verification 205 produces a positive result S (cell D does have value in another SCC not yet considered), it is returned to step 201 in order to repeat the process (from said step 201) for the value of the destination cell D in this other SCC. If verification 205 produces a negative result N (cell D has no value in another SCC not yet considered), it is passed to step 206.
En la etapa 206, se verifica si la celda origen O tiene una celda destino D adyacente pendiente de procesar. Si esta verificación 206 produce un resultado positivo S (la celda O sí tiene una celda D adyacente pendiente de procesar), se retorna a la etapa 200 con el fin de repetir el proceso (desde dicha etapa 200) para esta otra celda destino D adyacente pendiente de procesar. Si esta verificación 206 produce un resultado negativo N (la celda O no tiene una celda D adyacente pendiente de procesar), se retorna a la etapa 101 con el fin de procesar una nueva celda fuente FD o celda activa con un coste acumulado mínimo CAmín (véase la figura 1 ). In step 206, it is verified whether the source cell O has an adjacent destination cell D pending processing. If this verification 206 produces a positive result S (cell O does have an adjacent cell D pending processing), it is returned to step 200 in order to repeat the process (from said stage 200) for this other adjacent destination cell D pending processing. If this verification 206 produces a negative result N (cell O does not have an adjacent cell D pending processing), it is returned to step 101 in order to process a new source cell FD or active cell with a minimum cumulative cost CA min (see figure 1).
La figura 3 es un diagrama de flujo que ilustra de forma esquemática un sub- procedimiento de procesar una celda origen O que sí tiene un coste acumulado condicionado en el contexto de un procedimiento igual o similar al de la figura 1 . El sub-procedimiento empieza en la etapa 300 cuando la etapa 104 produce un resultado positivo, el cual indica que el coste acumulado mínimo CAmín de la celda origen O es un coste acumulado condicionado mínimo CACmin (véase figura 1 ). En la etapa 300, se verifica si hay una celda destino D aún no procesada adyacente a la celda origen O, y si dicha celda destino D tiene valor en alguna superficie de costes condicionados SCC. Si esta verificación 300 produce un resultado positivo S (hay celda D no procesada adyacente a la celda O y con valor en alguna SCC), se pasa a la etapa 304. Si esta verificación 300 produce un resultado negativo N (no hay celda D no procesada adyacente a la celda O y con valor en alguna SCC), se pasa a la etapa 301 . Figure 3 is a flowchart that schematically illustrates a sub-process of processing an origin cell O that does have a cumulative cost conditioned in the context of a procedure equal to or similar to that of Figure 1. The sub-procedure begins in step 300 when step 104 produces a positive result, which indicates that the minimum cumulative cost CA min of the source cell O is a cumulative cost conditioned minimum CAC min (see Figure 1). In step 300, it is checked whether there is a destination cell D not yet processed adjacent to the source cell O, and if said destination cell D has value in some SCC conditioned cost surface. If this verification 300 produces a positive result S (there is unprocessed cell D adjacent to cell O and with value in some SCC), it goes to step 304. If this verification 300 produces a negative result N (there is no cell D no processed adjacent to cell O and with value in some SCC), it is passed to step 301.
En la etapa 301 , se verifica si la celda destino D pertenece a una Zona de Desplazamiento ZD definida como Nodo del Espacio de Desplazamiento Condicionado específico EDC para esa superficie de costes condicionados SCC. Si esta verificación 301 produce un resultado positivo S (la celda D sí pertenece a una ZD definida como Nodo del EDC para esa SCC, lo cual significa que se puede atribuir un coste acumulado simple CAS a la celda D), se pasa a la etapa 302. Si esta verificación 301 produce un resultado negativo N (la celda D no pertenece a una ZD definida como Nodo del EDC para esa SCC, lo cual significa que no se 5 puede atribuir un coste acumulado simple CAS a la celda D), se pasa a la etapa 303. In step 301, it is verified whether the destination cell D belongs to a ZD Offset Zone defined as the Node of the EDC Specific Conditioned Offset Space for that SCC conditioned cost surface. If this verification 301 produces a positive result S (cell D does belong to a ZD defined as the EDC Node for that SCC, which means that a simple accumulated cost CAS can be attributed to cell D), it is passed to step 302. If this verification 301 produces a negative result N (cell D does not belong to a ZD defined as the EDC Node for that SCC, which means that a simple accumulated cost CAS cannot be attributed to cell D), it is passed to step 303.
En la etapa 302, se calcula el coste acumulado simple CAS de la celda destino D mediante la siguiente fórmula: In step 302, the simple accumulated cost CAS of the target cell D is calculated by the following formula:
]_ o €ASS- = CÁ€g á « CCQ + £¾) en la que: ] _ or € AS S - = CÁ € g ■ a «CC Q + £ ¾) in which:
CASD es el coste acumulado simple CAS de la celda destino D; CAS D is the simple accumulated cost CAS of the target cell D;
CACo es el Coste Acumulado Condicionado del EDC de la celda origen O;  CACo is the Conditional Accumulated Cost of the EDC of the source cell O;
15 d es la distancia geométrica entre la celda origen O y la celda destino D (véase figura 4) ; 15 d is the geometric distance between the source cell O and the destination cell D (see figure 4);
CCo es el coste condicionado asociado a la celda origen O dentro de la superficie de costes condicionados SCC; y  CCo is the conditioned cost associated with the source cell O within the SCC conditioned cost surface; Y
CSD es el coste simple CS asociado a la celda destino D dentro de la superficie de 20 costes simples SCS. CS D is the simple cost CS associated with the target cell D within the surface of 20 simple costs SCS.
Una vez se ha completado la etapa 302 y, por lo tanto, se ha calculado el coste acumulado simple CAS de la celda destino D, se pasa a la etapa 303. Once step 302 has been completed and, therefore, the simple accumulated cost CAS of the destination cell D has been calculated, it is passed to step 303.
25 En la etapa 303, se verifica si la celda origen O tiene una celda destino D adyacente pendiente de procesar. Si esta verificación 303 produce un resultado positivo S (la celda O sí tiene una celda D adyacente pendiente de procesar), se retorna a la etapa 300 con el fin de repetir el proceso (desde dicha etapa 300) para esta otra celda destino D adyacente pendiente de procesar. Si esta verificación 303 produce un25 In step 303, it is verified whether the source cell O has an adjacent destination cell D pending processing. If this verification 303 produces a positive result S (cell O does have an adjacent cell D pending processing), it is returned to step 300 in order to repeat the process (from said stage 300) for this other adjacent destination cell D pending processing. If this verification 303 produces a
30 resultado negativo N (la celda O no tiene una celda D adyacente pendiente de procesar), se retorna a la etapa 101 con el fin de procesar una nueva celda fuente FD o celda activa con un coste acumulado mínimo CAmín (véase la figura 1 ). 30 negative result N (cell O does not have an adjacent cell D pending processing), returns to step 101 in order to process a new source cell FD or active cell with a minimum cumulative cost CA min (see Figure 1 ).
En la etapa 304, se calcula el coste acumulado condicionado CAC para la celda 35 destino D, el cual puede obtenerse aplicando la siguiente fórmula: LAC¡¡¡ = LA CQ + íí * \ C'LQ -¥ L'CJJ en la que: In step 304, the CAC conditioned cumulative cost is calculated for cell 35 destination D, which can be obtained by applying the following formula: LAC¡¡¡ = LA CQ + íí * \ C ' LQ - ¥ L ' CJJ in which:
CACD es el coste acumulado condicionado CAC del EDC para la celda destino D; CACo es el Coste Acumulado Condicionado del EDC de la celda origen O; CAC D is the cumulative CAC conditioned cost of the EDC for the target cell D; CACo is the Conditional Accumulated Cost of the EDC of the source cell O;
d es la distancia geométrica entre la celda origen O y la celda destino D (véase figura 4); d is the geometric distance between the source cell O and the destination cell D (see figure 4);
CCo es el coste condicionado asociado a la celda origen O dentro de la superficie de costes condicionados SCC; y  CCo is the conditioned cost associated with the source cell O within the SCC conditioned cost surface; Y
CCD es el coste condicionado asociado a la celda destino D dentro de la superficie de costes condicionados SCC. CC D is the conditioned cost associated with the target cell D within the surface of conditioned costs SCC.
Una vez se ha completado la etapa 304 y, por lo tanto, se ha calculado el coste acumulado condicionado CAC para la celda destino D, se retorna a la etapa 301 con el fin de verificar si se puede atribuir un coste acumulado simple CAS a la celda D y, en caso afirmativo, proceder a su cálculo (en la etapa 302), según se ha descrito anteriormente. Once step 304 has been completed and, therefore, the conditional cumulative cost CAC has been calculated for the destination cell D, it is returned to step 301 in order to verify whether a simple accumulated cost CAS can be attributed to the cell D and, if so, proceed to its calculation (in step 302), as described above.
El procedimiento global (ilustrado en figuras 1 - 3) finaliza cuando todas las celdas tienen asignado el menor valor resultante del coste de desplazamiento entre ellas y la celda fuente FD más cercana de entre todas las establecidas en el análisis, según el tipo de coste acumulado considerado, coste acumulado simple CAS o coste acumulado condicionado CAC. El resultado final que se obtiene con este procedimiento de Coste DistanciaThe global procedure (illustrated in Figures 1 - 3) ends when all the cells have been assigned the lowest value resulting from the cost of travel between them and the closest source cell FD among all those established in the analysis, according to the type of cost accumulated considered, simple accumulated cost CAS or cumulative cost conditioned CAC. The final result obtained with this Cost Distance procedure
Condicionado es más ajustado a la realidad que generan determinados tipos de infraestructuras de transporte con restricciones de acceso, que permiten una movilidad específica ajustada al trazado de su plataforma estructural, y que sólo interactúa con otras movilidades por el resto del territorio, en puntos determinados de su recorrido. Esto conllevará que en el entorno próximo de lugares pertenecientes a estas infraestructuras específicas, puedan existir valores muy diferentes en los costes de desplazamiento asociados al análisis de la accesibilidad de una región, pues realmente existen diferencias notables de comportamiento en la movilidad de cada una de las zonas. La ejecución del modelo Coste Distancia Condicionado conlleva la generación de multitud de cálculos y operaciones de los que únicamente interesará conservar los valores finales obtenidos en el coste acumulado simple CAS y en cada uno de los costes acumulados condicionados CAC asociados a cada uno de los espacios de desplazamiento condicionado EDC que se definan en el análisis. En algunas realizaciones, estos resultados pueden concretarse en diferentes archivos ráster, que en general, tendrán valores en las mismas celdas que tengan valor no nulo en los respectivos archivos correspondientes a las superficies de costes SC. Así, el coste acumulado simple CAS tendrá valor en prácticamente todas las celdas con valor en la SCS. Únicamente no tendrán valor aquellas zonas de desplazamiento ZD que tengan restricciones de desplazamiento con todas las zonas contiguas. Por su parte los costes acumulados condicionados CAC tendrán valor en las celdas que posean valor en sus respectivas superficies de costes condicionados SCC asociadas a los correspondientes espacios de desplazamiento condicionado EDC. Conditioned is more adjusted to the reality generated by certain types of transport infrastructure with access restrictions, which allow specific mobility adjusted to the layout of its structural platform, and that only interacts with other mobilities throughout the rest of the territory, at certain points of its route. This will entail that in the near environment of places belonging to these specific infrastructures, there may be very different values in the travel costs associated with the analysis of the accessibility of a region, since there are really notable differences in the mobility behavior of each of the zones. The execution of the Conditional Distance Cost model entails the generation of a multitude of calculations and operations that will only be of interest in preserving the final values obtained in the simple accumulated cost CAS and in each of the CAC conditional cumulative costs associated with each of the spaces of EDC conditioned displacement defined in the analysis. In some embodiments, these results can be specified in different raster files, which in general will have values in the same cells that have non-zero value in the respective files corresponding to the cost surfaces SC. Thus, the simple accumulated cost CAS will have value in virtually all cells with value in the SCS. Only those ZD displacement zones that have displacement restrictions with all contiguous zones will not have value. On the other hand, the cumulative CAC conditioned costs will have value in the cells that have value in their respective SCC conditioned cost surfaces associated with the corresponding EDC conditioned displacement spaces.
Para finalizar el procedimiento, se pueden unificar los costes acumulados calculados, de forma que se obtiene un único valor por celda, que puede denominarse coste acumulado global CAG. Este coste corresponde al menor valor de todos los costes calculados para cada celda, pues indica el tiempo mínimo empleado en llegar a ella desde alguna de las celdas fuente FD consideradas. Este valor mínimo representará la potencialidad de ese lugar para ser alcanzado con un coste determinado sin importar los espacios de desplazamiento condicionado que se hayan considerado, ni el medio de transporte empleado para acceder hasta él desde los puntos generadores de desplazamiento predeterminados. Este archivo CAG es el resultado final de almacenar en cada celda el valor mínimo de todos los costes acumulados calculados en ella. To complete the procedure, the calculated cumulative costs can be unified, so that a single value per cell is obtained, which can be called the CAG global cumulative cost. This cost corresponds to the lowest value of all the costs calculated for each cell, as it indicates the minimum time taken to reach it from any of the source cells FD considered. This minimum value will represent the potential of that place to be reached with a certain cost regardless of the conditioned displacement spaces that have been considered, nor the means of transport used to access it from the predetermined displacement generating points. This CAG file is the final result of storing in each cell the minimum value of all the accumulated costs calculated in it.
CAG = mm{£AS; CACA De esta forma se obtiene como resultado genérico del Modelo de Coste DistanciaCAG = mm {£ AS; CACA In this way it is obtained as a generic result of the Cost Distance Model
Condicionado, un valor en cada celda, que expresa el menor coste que debe emplearse para llegar desde ella a la celda fuente FD más cercana, de entre todas las establecidas en el análisis de accesibilidad considerado. Por lo tanto se pueden entender como resultados del Modelo. Coste acumulado simple CAS Conditioned, a value in each cell, which expresses the lowest cost that must be used to arrive from it to the nearest FD source cell, among all those established in the accessibility analysis considered. Therefore they can be understood as results of the Model. Simple accumulated cost CAS
Coste acumulado condicionado CAC para cada espacio de desplazamiento condicionado EDC definido en el modelo  CAC conditioned cumulative cost for each EDC conditioned displacement space defined in the model
Coste acumulado global CAG como mínimo valor de todos los costes acumulados obtenidos  CAG global cumulative cost as a minimum value of all accumulated costs obtained
La figura 4 representa esquemáticamente una celda origen, sus celdas destino, y unos fundamentos que pueden usarse para obtener la distancia entre la celda origen y cualquiera de las celdas destino, en algunas realizaciones. Todas las celdas mostradas (origen O y destino D) tienen forma cuadrangular, es decir, con cuatro lados de idéntica longitud d1 . La celda origen O es la que ocupa la posición central y las destino D son las que rodean (son adyacentes) a ésta. También se muestra el punto central de cada una de las celdas (origen O y destino D). La longitud d2 se refiere a la distancia entre los respectivos puntos centrales de la celda origen O y de cualquiera de las celdas destino D adyacentes verticalmente a la celda origen O. La longitud d3 se refiere a la distancia entre los respectivos puntos centrales de la celda origen O y de cualquiera de las celdas destino D adyacentes horizontalmente a la celda origen O. El experto entenderá fácilmente que las distancias d1 , d2 y d3 son idénticas a causa de la configuración y disposición cuadrangular de las celdas. Figure 4 schematically represents a source cell, its destination cells, and fundamentals that can be used to obtain the distance between the source cell and any of the destination cells, in some embodiments. All cells shown (origin O and destination D) have a quadrangular shape, that is, with four sides of identical length d1. The source cell O is the one that occupies the central position and the destination D are those that surround (are adjacent) to it. The center point of each of the cells (origin O and destination D) is also shown. The length d2 refers to the distance between the respective center points of the source cell O and any of the destination cells D vertically adjacent to the source cell O. The length d3 refers to the distance between the respective center points of the cell origin O and any of the destination D cells horizontally adjacent to the origin O cell. The expert will easily understand that the distances d1, d2 and d3 are identical because of the quadrangular configuration and arrangement of the cells.
Aún en referencia a la figura 4, la longitud d4 se refiere a la distancia entre los respectivos puntos centrales de la celda origen O y de cualquiera de las celdas destino D adyacentes "en diagonal" a la celda origen O. El experto entenderá fácilmente que esta longitud d4 puede obtenerse mediante la siguiente fórmula:
Figure imgf000045_0001
Así pues, puede obtenerse la distancia geométrica entre la celda origen O y cualquiera de las celdas destino D de acuerdo con los fundamentos anteriores. En concreto, se podrá considerar, en algunas realizaciones, que d1 (según la definición anterior) es la distancia geométrica entre la celda origen O y cualquiera de las celdas destino D adyacentes horizontalmente o verticalmente a la celda origen O, y que d4 (según el cálculo anterior) es la distancia geométrica entre la celda origen O y cualquiera de las celdas destino D adyacentes "en diagonal" a la celda origen O.
Even with reference to Figure 4, the length d4 refers to the distance between the respective center points of the source cell O and any of the destination cells D adjacent "diagonally" to the source cell O. The expert will easily understand that This length d4 can be obtained by the following formula:
Figure imgf000045_0001
Thus, the geometric distance between the source cell O and any of the destination cells D can be obtained in accordance with the above fundamentals. In particular, it may be considered, in some embodiments, that d1 (according to the definition above) is the geometric distance between the source cell O and any of the destination cells D adjacent horizontally or vertically to the source cell O, and that d4 (according to the previous calculation) is the geometric distance between the source cell O and any of the destination cells D adjacent "diagonally" to the source cell O.
A pesar de que se han descrito aquí sólo algunas realizaciones y ejemplos particulares de la invención, el experto en la materia comprenderá que son posibles otras realizaciones alternativas y/o usos de la invención, así como modificaciones obvias y elementos equivalentes. Además, la presente invención abarca todas las posibles combinaciones de las realizaciones concretas que se han descrito. El alcance de la presente invención no debe limitarse a realizaciones concretas, sino que debe ser determinado únicamente por una lectura apropiada de las reivindicaciones adjuntas. Although only some particular embodiments and examples of the invention have been described herein, the person skilled in the art will understand that other alternative embodiments and / or uses of the invention are possible, as well as obvious modifications and equivalent elements. In addition, the present invention encompasses all possible combinations of the specific embodiments that have been described. The scope of the present invention should not be limited to specific embodiments, but should be determined only by an appropriate reading of the appended claims.
A pesar también de que las realizaciones descritas de la invención con referencia a los dibujos comprenden sistemas informáticos y procesos realizados en sistemas informáticos, la invención también se extiende a programas informáticos, más particularmente a programas informáticos en o sobre unos medios portadores, adaptados para poner la invención en práctica. El producto de programa informático puede estar en forma de código fuente, de código objeto o en un código intermedio entre código fuente y código objeto, tal como en forma parcialmente compilada, o en cualquier otra forma adecuada para usar en la implementacion de los procesos de acuerdo con la invención. El medio portador puede ser cualquier entidad o dispositivo capaz de portar el programa. In spite of the fact that the described embodiments of the invention with reference to the drawings comprise computer systems and processes carried out in computer systems, the invention also extends to computer programs, more particularly to computer programs in or on carrier media, adapted to be The invention in practice. The computer program product may be in the form of source code, object code or intermediate code between source code and object code, such as in partially compiled form, or in any other form suitable for use in the implementation of the processes of according to the invention. The carrier medium can be any entity or device capable of carrying the program.
Por ejemplo, el medio portador puede comprender un medio de almacenamiento, tal como una ROM, por ejemplo un CD ROM o una ROM semiconductora, o un medio de grabación magnético, por ejemplo un floppy disc o un disco duro. Además, el medio portador puede ser un medio portador transmisible tal como una señal eléctrica u óptica que puede transmitirse vía cable eléctrico u óptico o mediante radio u otros medios. For example, the carrier medium may comprise a storage medium, such as a ROM, for example a CD ROM or a semiconductor ROM, or a magnetic recording medium, for example a floppy disc or a hard disk. In addition, the carrier means may be a transmissible carrier medium such as an electrical or optical signal that can be transmitted via electrical or optical cable or by radio or other means.
Cuando el producto de programa informático está contenido en una señal que puede transmitirse directamente mediante un cable u otro dispositivo o medio, el medio portador puede estar constituido por dicho cable u otro dispositivo o medio. Alternativamente, el medio portador puede ser un circuito integrado en el que está encapsulado (embedded) el producto de programa informático, estando adaptado dicho circuito integrado para realizar, o para usarse en la realización de, los procesos relevantes. When the computer program product is contained in a signal that can be transmitted directly by a cable or other device or medium, the carrier medium may be constituted by said cable or other device or medium. Alternatively, the carrier means may be an integrated circuit in which the software product is encapsulated (embedded), said integrated circuit being adapted to perform, or to be used in the realization of, the relevant processes.
Por otro lado, la invención también puede ser implementada mediante sistemas de computación, tales como ordenadores personales, servidores, una red informática de ordenadores, ordenadores portátiles, tabletas o cualquier otro dispositivo programable o procesador informático. Complementaria o alternativamente también pueden usarse dispositivos electrónicos programables, tales como controladores lógicos programables (ASICs, FPGAs, autómatas programables, etc.). On the other hand, the invention can also be implemented by computer systems, such as personal computers, servers, a computer network of computers, laptops, tablets or any other programmable device or computer processor. In addition or alternatively, programmable electronic devices can also be used, such as programmable logic controllers (ASICs, FPGAs, programmable controllers, etc.).
Por consiguiente, la invención puede implementarse tanto en hardware como en software o en firmware, o cualquier combinación de ellos. Accordingly, the invention can be implemented in both hardware and software or firmware, or any combination thereof.

Claims

REIVINDICACIONES
1 . Procedimiento para restringir unos cálculos a realizar en un modelo ráster de un territorio usado en un Sistema de Información Geográfica, dividiendo el modelo ráster el territorio en una pluralidad de celdas, comprendiendo el procedimiento: one . Procedure to restrict some calculations to be performed in a raster model of a territory used in a Geographic Information System, dividing the raster model the territory into a plurality of cells, the procedure comprising:
Recibir datos referentes a distintas zonas de desplazamiento en las que se estructura el territorio;  Receive data referring to different zones of displacement in which the territory is structured;
Recibir datos referentes a restricciones de desplazamiento entre las distintas zonas de desplazamiento en las que se estructura el territorio;  Receive data regarding displacement restrictions between the different zones of displacement in which the territory is structured;
Recibir datos referentes a al menos un valor asignado a cada celda de al menos una zona de desplazamiento de las distintas zonas de desplazamiento en las que se estructura el territorio;  Receive data referring to at least one value assigned to each cell of at least one zone of displacement of the different zones of displacement in which the territory is structured;
Ejecutar los cálculos sobre las zonas de desplazamiento en las que se estructura el territorio, teniendo en cuenta las restricciones de desplazamiento entre las distintas zonas de desplazamiento y el al menos un valor asignado a cada celda de al menos una zona de desplazamiento de las distintas zonas de desplazamiento en las que se estructura el territorio.  Perform calculations on the zones of displacement in which the territory is structured, taking into account the displacement restrictions between the different zones of displacement and the at least one value assigned to each cell of at least one zone of displacement of the different zones of displacement in which the territory is structured.
2. Procedimiento según la reivindicación 1 , que comprende: 2. The method according to claim 1, comprising:
Recibir datos referentes a al menos una fuente a partir de la cual se originan los desplazamientos.  Receive data concerning at least one source from which the displacements originate.
3. Procedimiento según una cualquiera de las reivindicaciones 1 ó 2, en el que recibir datos referentes a distintas zonas de desplazamiento en las que se estructura el territorio comprende: 3. Method according to any one of claims 1 or 2, wherein receiving data referring to different zones of displacement in which the territory is structured comprises:
Recibir un archivo ráster que comprende las distintas zonas de desplazamiento en las que se estructura el territorio.  Receive a raster file that includes the different zones of displacement in which the territory is structured.
4. Procedimiento según una cualquiera de las reivindicaciones 1 a 3, en el que recibir datos referentes a restricciones de desplazamiento entre las distintas zonas de desplazamiento en las que se estructura el territorio comprende: 4. A method according to any one of claims 1 to 3, wherein receiving data regarding travel restrictions between the different zones of movement in which the territory is structured comprises:
Recibir un archivo que comprende las restricciones de desplazamiento entre las distintas zonas de desplazamiento en las que se estructura el territorio. Receive a file that includes the travel restrictions between the different zones of movement in which the territory is structured.
5. Procedimiento según una cualquiera de las reivindicaciones 1 a 4, en el que recibir datos referentes a al menos un valor asignado a cada celda de al menos una zona de desplazamiento de las distintas zonas de desplazamiento en las que se estructura el territorio comprende: 5. Method according to any one of claims 1 to 4, wherein receiving data referring to at least one value assigned to each cell of at least one zone of displacement of the different zones of displacement in which the territory is structured comprises:
- Recibir al menos un archivo ráster que comprende datos referentes a al menos un valor asignado a cada celda de al menos una zona de desplazamiento de las distintas zonas de desplazamiento en las que se estructura el territorio.  - Receive at least one raster file comprising data referring to at least one value assigned to each cell of at least one zone of displacement of the different zones of displacement in which the territory is structured.
6. Sistema para restringir los cálculos a realizar en un modelo ráster de un territorio usado en un Sistema de Información Geográfica, dividiendo el modelo ráster el territorio en una pluralidad de celdas, comprendiendo el sistema: 6. System to restrict the calculations to be performed in a raster model of a territory used in a Geographic Information System, dividing the raster model the territory into a plurality of cells, the system comprising:
- Medios informáticos/electrónicos para recibir datos referentes a distintas zonas de desplazamiento en las que se estructura el territorio;  - Computer / electronic means to receive data referring to different areas of displacement in which the territory is structured;
- Medios informáticos/electrónicos para recibir datos referentes a restricciones de desplazamiento entre las distintas zonas de desplazamiento en las que se estructura el territorio;  - Computer / electronic means to receive data regarding travel restrictions between the different zones of movement in which the territory is structured;
- Medios informáticos/electrónicos para recibir datos referentes a al menos un valor asignado a cada celda de al menos una zona de desplazamiento de las distintas zonas de desplazamiento en las que se estructura el territorio;  - Computer / electronic means to receive data referring to at least one value assigned to each cell of at least one zone of displacement of the different zones of displacement in which the territory is structured;
- Medios informáticos/electrónicos para ejecutar cálculos sobre las zonas de desplazamiento en las que se estructura el territorio, teniendo en cuenta las restricciones de desplazamiento entre las distintas zonas de desplazamiento y el al menos un valor asignado a cada celda de al menos una zona de desplazamiento de las distintas zonas de desplazamiento en las que se estructura el territorio.  - Computer / electronic means to execute calculations on the zones of displacement in which the territory is structured, taking into account the displacement restrictions between the different zones of displacement and the at least one value assigned to each cell of at least one zone of displacement of the different zones of displacement in which the territory is structured.
7. Sistema según la reivindicación 6, que comprende: 7. System according to claim 6, comprising:
- Medios informáticos/electrónicos para recibir datos referentes a al menos una fuente a partir de la cual se originan los desplazamientos.  - Computer / electronic means to receive data referring to at least one source from which the displacements originate.
8. Sistema informático que comprende una memoria y un procesador, en la que la memoria almacena instrucciones de programa informático ejecutables por el procesador, comprendiendo estas instrucciones funcionalidades para ejecutar un procedimiento para restringir los cálculos a realizar en un modelo ráster de un territorio usado en un Sistema de Información Geográfica, según una cualquiera de las reivindicaciones 1 a 5. 8. Computer system comprising a memory and a processor, in which the memory stores computer program instructions executable by the processor, these instructions comprising functionalities to execute a procedure to restrict the calculations to be performed in a raster model of a territory used in a Geographic Information System, according to any one of claims 1 to 5.
9. Producto de programa informático que comprende instrucciones de programa para provocar que un sistema ejecute un procedimiento para restringir los cálculos a realizar en un modelo ráster de un territorio usado en un Sistema de Información Geográfica, según una cualquiera de las reivindicaciones 1 a 5. 9. Computer program product comprising program instructions to cause a system to execute a procedure to restrict the calculations to be performed in a raster model of a territory used in a Geographic Information System, according to any one of claims 1 to 5.
10. Producto de programa informático según la reivindicación 9, que está almacenado en unos medios de grabación. 10. Computer program product according to claim 9, which is stored in recording media.
1 1 . Producto de programa informático según la reivindicación 9, que es portado por una señal portadora. eleven . Software product according to claim 9, which is carried by a carrier signal.
12. Procedimiento para determinar la accesibilidad de un territorio, a partir de un modelo ráster del territorio usado en un Sistema de Información Geográfica, que divide el territorio en un pluralidad de celdas, comprendiendo este procedimiento: 12. Procedure to determine the accessibility of a territory, from a raster model of the territory used in a Geographic Information System, which divides the territory into a plurality of cells, this procedure comprising:
- el procedimiento para restringir los cálculos a realizar en un modelo ráster de un territorio usado en un Sistema de Información Geográfica según una cualquiera de las reivindicaciones 2 a 5, en el que:  - the procedure for restricting the calculations to be performed in a raster model of a territory used in a Geographic Information System according to any one of claims 2 to 5, in which:
Recibir datos referentes a al menos un valor asignado a cada celda de al menos una zona de desplazamiento de las distintas zonas de desplazamiento en las que se estructura el territorio comprende:  Receive data referring to at least one value assigned to each cell of at least one zone of displacement of the different zones of displacement in which the territory is structured comprises:
o Recibir datos referentes a los costes de desplazamiento entre las celdas de alguna de las zonas de desplazamiento en las que se estructura el territorio;  o Receive data regarding travel costs between the cells of any of the travel zones in which the territory is structured;
Ejecutar cálculos sobre las zonas de desplazamiento en las que se estructura el territorio, teniendo en cuenta las restricciones de desplazamiento entre las distintas zonas de desplazamiento y el al menos un valor asignado a cada celda de al menos una zona de desplazamiento de las distintas zonas de desplazamiento en las que se estructura el territorio comprende:  Perform calculations on the zones of displacement in which the territory is structured, taking into account the restrictions of displacement between the different zones of displacement and the at least one value assigned to each cell of at least one zone of displacement of the different zones of displacement in which the territory is structured includes:
o Obtener, para cada celda comprendida en el modelo ráster del territorio, el menor valor de coste de desplazamiento acumulado para los desplazamientos admisibles desde la fuente, teniendo en cuenta las restricciones de desplazamiento entre las distintas zonas de desplazamiento en las que se estructura el territorio y el valor de coste de desplazamiento de la celda. o Obtain, for each cell included in the raster model of the territory, the lowest accumulated travel cost value for the allowable displacements from the source, taking into account the travel restrictions between the different zones of displacement in which the territory is structured and the cost of displacement cost of the cell.
13. Procedimiento según la reivindicación 12, en el que la fuente comprende al menos una celda del modelo ráster del territorio. 13. The method of claim 12, wherein the source comprises at least one cell of the raster model of the territory.
14. Procedimiento según una cualquiera de las reivindicaciones 12 ó 13, en el que las zonas de desplazamiento se seleccionan de entre: 14. A method according to any one of claims 12 or 13, wherein the displacement zones are selected from:
- Zona de desplazamiento simple;  - Simple displacement zone;
- Zona de desplazamiento condicionado;  - Conditioned displacement zone;
- Zona de desplazamiento de los enlaces o nodo.  - Zone of displacement of the links or node.
15. Procedimiento según la reivindicación 14, en el que las zonas de desplazamiento simple definen un espacio de desplazamiento simple, el cual tiene asociada una superficie de costes simples que representa el valor del coste que se invierte en atravesar cada celda perteneciente al espacio de desplazamiento simple. 15. A method according to claim 14, wherein the simple displacement zones define a simple displacement space, which has an associated simple cost surface that represents the value of the cost invested in crossing each cell belonging to the displacement space. simple.
16. Procedimiento según la reivindicación 15, en el que recibir datos referentes a los costes de desplazamiento entre las celdas de alguna de las zonas de desplazamiento en las que se estructura el territorio comprende: 16. The method according to claim 15, wherein receiving data referring to travel costs between the cells of any of the travel zones in which the territory is structured comprises:
Recibir la superficie de costes simples asociada al espacio de desplazamiento simple.  Receive the surface of simple costs associated with the space of simple displacement.
17. Procedimiento según la reivindicación 16, en el que obtener, para cada celda comprendida en el modelo ráster del territorio, el menor valor de coste de desplazamiento acumulado para los desplazamientos admisibles desde la fuente, teniendo en cuenta las restricciones de desplazamiento entre las distintas zonas de desplazamiento en las que se estructura el territorio y el valor de coste de desplazamiento de la celda comprende: 17. The method according to claim 16, in which, for each cell included in the raster model of the territory, to obtain the lowest accumulated cost of travel value for the allowable displacements from the source, taking into account the travel restrictions between the different displacement zones in which the territory is structured and the cost of displacement cost of the cell includes:
- Obtener, para cada celda comprendida en el modelo ráster del territorio, el menor valor de coste de desplazamiento acumulado para los desplazamientos admisibles desde la fuente, teniendo en cuenta las restricciones de desplazamiento entre las distintas zonas de desplazamiento en las que se estructura el territorio y el valor de coste que se invierte en atravesar la celda definido en la superficie de costes simples. - Obtain, for each cell included in the raster model of the territory, the lowest accumulated travel cost value for the allowable displacements from the source, taking into account the travel restrictions between the different displacement zones in which the territory is structured and the cost value that is invested in traversing the cell defined in the surface of simple costs.
18. Procedimiento según una cualquiera de las reivindicaciones 16 ó 17, en el que cada zona de desplazamiento condicionado en combinación con un nodo adecuado definen un espacio de desplazamiento condicionado, el cual tiene asociada una superficie de costes condicionados que representa el valor del coste que se invierte en atravesar cada celda perteneciente al espacio de desplazamiento condicionado. 18. A method according to any one of claims 16 or 17, wherein each conditioned displacement zone in combination with a suitable node defines a conditioned displacement space, which has a surface of associated costs associated with it representing the value of the cost that It invests in crossing each cell belonging to the conditioned displacement space.
19. Procedimiento según la reivindicación 18, en el que recibir datos referentes a los costes de desplazamiento entre las celdas de alguna de las zonas de desplazamiento en las que se estructura el territorio comprende: 19. The method according to claim 18, wherein receiving data referring to travel costs between the cells of any of the travel zones in which the territory is structured comprises:
Recibir la superficie de costes condicionados asociada a cada espacio de costes condicionados.  Receive the surface of conditioned costs associated with each space of conditioned costs.
20. Procedimiento según la reivindicación 19, en el que obtener, para cada celda comprendida en el modelo ráster del territorio, el menor valor de coste de desplazamiento acumulado para los desplazamientos admisibles desde la fuente, teniendo en cuenta las restricciones de desplazamiento entre las distintas zonas de desplazamiento en las que se estructura el territorio y el valor de coste de desplazamiento de la celda comprende: 20. The method according to claim 19, in which, for each cell comprised in the raster model of the territory, to obtain the lowest accumulated cost of travel value for the admissible displacements from the source, taking into account the displacement restrictions between the different displacement zones in which the territory is structured and the cost of displacement cost of the cell includes:
- Obtener, para cada celda comprendida en el modelo ráster del territorio, el menor valor de coste de desplazamiento acumulado para los desplazamientos admisibles desde la fuente, teniendo en cuenta las restricciones de desplazamiento entre las distintas zonas de desplazamiento en las que se estructura el territorio y el valor de coste que se invierte en atravesar la celda definido en la superficie de costes simples y el valor de coste que se invierte en atravesar la celda definido en cada superficie de costes condicionados.  - Obtain, for each cell included in the raster model of the territory, the lowest accumulated travel cost value for the allowable displacements from the source, taking into account the travel restrictions between the different displacement zones in which the territory is structured and the cost value that is invested in traversing the defined cell on the surface of simple costs and the cost value that is invested in traversing the defined cell in each surface of conditioned costs.
21 . Procedimiento según la reivindicación 20, en el que obtener, para cada celda comprendida en el modelo ráster del territorio, el menor valor de coste de desplazamiento acumulado para los desplazamientos admisibles desde la fuente, teniendo en cuenta las restricciones de desplazamiento entre las distintas zonas de desplazamiento en las que se estructura el territorio y el valor de coste que se invierte en atravesar la celda definido en la superficie de costes simples y el valor de coste que se invierte en atravesar la celda definido en cada superficie de costes condicionados comprende: twenty-one . Method according to claim 20, in which, for each cell comprised in the raster model of the territory, to obtain the lowest accumulated cost of travel value for the allowable displacements from the source, taking into account the displacement restrictions between the different zones of displacement in which the territory is structured and the cost value that is invested in crossing the cell defined in the surface of simple costs and the value of cost that is invested in crossing the defined cell in each surface of conditioned costs includes:
o Verificar (101 ) si existe una celda fuente o una celda con coste acumulado mínimo sin procesar;  o Check (101) if there is a source cell or a cell with minimum unprocessed cumulative cost;
En caso de resultado positivo en la verificación,  In case of positive verification result,
o Para cada celda y cada superficie de costes condicionados a la cual pertenece esta celda, verificar (104) si se trata de una celda destino de una celda origen que no tiene un coste acumulado condicionado; o En caso de resultado positivo en la verificación (104), procesar (106) la celda teniendo en cuenta que la celda origen no tiene un coste acumulado condicionado mínimo;  o For each cell and each surface of conditioned costs to which this cell belongs, verify (104) if it is a target cell of a source cell that does not have a cumulative conditioned cost; o In the case of a positive result in the verification (104), process (106) the cell taking into account that the source cell does not have a minimum conditional cumulative cost;
o En caso de resultado negativo en la verificación (104), procesar (107) la celda teniendo en cuenta que la celda origen tiene un coste acumulado condicionado mínimo.  o In case of negative result in the verification (104), process (107) the cell taking into account that the originating cell has a minimum conditional cumulative cost.
22. Procedimiento según la reivindicación 21 , en el que procesar (106) la celda teniendo en cuenta que la celda origen no tiene un coste acumulado condicionado mínimo comprende: 22. The method of claim 21, wherein processing (106) the cell taking into account that the source cell does not have a minimum conditional cumulative cost comprises:
o Para cada celda y cada superficie de costes condicionados a la cual pertenece esta celda, verificar (200, 201 ) si tiene valor en una superficie de costes condicionados y pertenece a un zona de desplazamiento que es un nodo del espacio de desplazamiento condicionado asociado a esta superficie de costes condicionados; o En caso de resultado positivo en esta verificación (200, 201 ), calcular el coste acumulado condicionado de esta celda;  o For each cell and each surface of conditioned costs to which this cell belongs, verify (200, 201) if it has value in a surface of conditioned costs and belongs to a zone of displacement that is a node of the conditioned displacement space associated with this surface of conditioned costs; o In the case of a positive result in this verification (200, 201), calculate the conditional cumulative cost of this cell;
o Verificar (203) si la celda origen pertenece a una zona de desplazamiento que no tiene restricciones con la zona de desplazamiento a la que pertenece la celda;  o Verify (203) if the source cell belongs to a displacement zone that has no restrictions with the displacement zone to which the cell belongs;
o En caso de resultado positivo en esta verificación (203), calcular (204) el coste acumulado simple de esta celda.  o In case of positive result in this verification (203), calculate (204) the simple accumulated cost of this cell.
23. Procedimiento según la reivindicación 22, en el que calcular (202) el coste acumulado condicionado de esta celda se realiza de acuerdo con: 23. The method of claim 22, wherein calculating (202) the conditional cumulative cost of this cell is performed in accordance with:
CÁCQ = CASQ + á * (CS0 -$- C€D) en la que: CÁCQ = CASQ + á * (CS 0 - $ - C € D ) in which:
CACD es el coste acumulado condicionado del espacio de desplazamiento condicionado para la celda destino; CAC D is the cumulative conditioned cost of the conditioned displacement space for the target cell;
CAS0 es el coste acumulado simple de la celda origen; CAS 0 is the simple cumulative cost of the source cell;
d es la distancia geométrica entre la celda origen y la celda destino; d is the geometric distance between the source cell and the destination cell;
CS0 es el coste simple asociado a la celda origen dentro de la superficie de costes simples; y CS 0 is the simple cost associated with the source cell within the surface of simple costs; Y
CCD es el coste condicionado asociado a la celda destino dentro de la superficie de costes condicionados. CC D is the conditioned cost associated with the target cell within the surface of conditioned costs.
24. Procedimiento según una cualquiera de las reivindicaciones 22 ó 23, en el que calcular (204) el coste acumulado simple de esta celda se realiza de acuerdo con: 24. The method according to any one of claims 22 or 23, wherein calculating (204) the simple accumulated cost of this cell is performed according to:
en la que: in which:
CASD es el coste acumulado simple de la celda destino; CAS D is the simple cumulative cost of the target cell;
CAS0 es el coste acumulado simple de la celda origen; CAS 0 is the simple cumulative cost of the source cell;
d es la distancia geométrica entre la celda origen y la celda destino; d is the geometric distance between the source cell and the destination cell;
CS0 es el coste simple asociado a la celda origen dentro de la superficie de costes simples; y CS 0 is the simple cost associated with the source cell within the surface of simple costs; Y
CSD es el coste simple asociado a la celda destino dentro de la superficie de costes simples. CS D is the simple cost associated with the target cell within the surface of simple costs.
25. Procedimiento según una cualquiera de las reivindicaciones 21 a 24, en el que procesar (106) la celda teniendo en cuenta que la celda origen no tiene un coste acumulado condicionado mínimo comprende: 25. A method according to any one of claims 21 to 24, wherein processing (106) the cell taking into account that the source cell does not have a minimum conditional cumulative cost comprises:
o Para cada celda y cada superficie de costes condicionados a la cual pertenece esta celda, verificar (200, 201 , 203) si se trata de una celda destino de una celda origen que no tiene un coste acumulado condicionado, y, o bien no tiene valor en una superficie de costes condicionados o bien no es un nodo del espacio de desplazamiento condicionado asociado a la superficie de costes condicionados, y la celda origen pertenece a una zona de desplazamiento que no tiene restricciones con la zona de desplazamiento a la que pertenece la celda destino; o En caso de resultado positivo en esta verificación (200, 201 , 203), calcular (204) el coste acumulado simple de esta celda. o For each cell and each surface of conditioned costs to which this cell belongs, check (200, 201, 203) if it is a target cell of a source cell that does not have a conditional cumulative cost, and, or does not have value on a surface of conditioned costs or is not a node of the conditioned displacement space associated with the surface of conditioned costs, and the source cell belongs to a displacement zone that has no restrictions with the displacement zone to which the target cell; o In case of positive result in this verification (200, 201, 203), calculate (204) the simple accumulated cost of this cell.
26. Procedimiento según la reivindicación 25, en el que calcular (204) el coste acumulado simple de esta celda se realiza de acuerdo con: 26. The method of claim 25, wherein calculating (204) the simple cumulative cost of this cell is performed according to:
en la que: in which:
CASD es el coste acumulado simple de la celda destino; CAS D is the simple cumulative cost of the target cell;
CAS0 es el coste acumulado simple de la celda origen; CAS 0 is the simple cumulative cost of the source cell;
d es la distancia geométrica entre la celda origen y la celda destino; d is the geometric distance between the source cell and the destination cell;
CS0 es el coste simple asociado a la celda origen dentro de la superficie de costes simples; y CS 0 is the simple cost associated with the source cell within the surface of simple costs; Y
CSD es el coste simple asociado a la celda destino dentro de la superficie de costes simples. CS D is the simple cost associated with the target cell within the surface of simple costs.
27. Procedimiento según la reivindicación 21 , en el que procesar (107) la celda teniendo en cuenta que la celda origen tiene un coste acumulado condicionado mínimo comprende: 27. The method of claim 21, wherein processing (107) the cell taking into account that the source cell has a minimum conditioned cumulative cost comprises:
o Para cada celda y cada superficie de costes condicionados a la cual pertenece esta celda, verificar (300) si se trata de una celda destino de una celda origen que tiene un coste acumulado condicionado, y tiene valor en una superficie de costes condicionados; o En caso de resultado positivo en esta verificación (300), calcular (304) el coste acumulado condicionado de esta celda;  o For each cell and each surface of conditioned costs to which this cell belongs, verify (300) if it is a target cell of a source cell that has a conditional cumulative cost, and has value in a surface of conditioned costs; o In the case of a positive result in this verification (300), calculate (304) the conditional cumulative cost of this cell;
o Verificar (301 ) si la celda pertenece a un zona de desplazamiento que es un nodo del espacio de desplazamiento condicionado asociado a la superficie de costes condicionados;  o Verify (301) if the cell belongs to a zone of displacement that is a node of the conditioned displacement space associated with the surface of conditioned costs;
o En caso de resultado positivo en esta verificación (301 ), calcular (302) el coste acumulado simple de esta celda.  o In case of positive result in this verification (301), calculate (302) the simple accumulated cost of this cell.
28. Procedimiento según la reivindicación 27, en la que calcular (304) el coste acumulado condicionado de esta celda se realiza de acuerdo con: en la que: 28. The method of claim 27, wherein calculating (304) the conditional cumulative cost of this cell is performed in accordance with: in which:
CACD es el coste acumulado condicionado del espacio de desplazamiento condicionado para la celda destino; CAC D is the cumulative conditioned cost of the conditioned displacement space for the target cell;
CAC0 es el coste acumulado condicionado del espacio de desplazamiento condicionado de la celda origen; CAC 0 is the cumulative conditioned cost of the conditioned displacement space of the source cell;
d es la distancia geométrica entre la celda origen y la celda destino; d is the geometric distance between the source cell and the destination cell;
CC0 es el coste condicionado asociado a la celda origen dentro de la superficie de costes condicionados; y CC 0 is the conditioned cost associated with the source cell within the surface of conditioned costs; Y
CCD es el coste condicionado asociado a la celda destino dentro de la superficie de costes condicionados. CC D is the conditioned cost associated with the target cell within the surface of conditioned costs.
29. Procedimiento según una cualquiera de las reivindicaciones 27 ó 28, en el que calcular (302) el coste acumulado simple de esta celda se realiza de acuerdo con: 29. A method according to any one of claims 27 or 28, wherein calculating (302) the simple cumulative cost of this cell is performed according to:
CÁ5& = CACC + d *· {C€D +€SD en la que: CÁ5 & = CAC C + d * · {C € D + € S D in which:
CASD es el coste acumulado simple de la celda destino; CAS D is the simple cumulative cost of the target cell;
CAC0 es el coste acumulado condicionado del espacio de desplazamiento condicionado de la celda origen; CAC 0 is the cumulative conditioned cost of the conditioned displacement space of the source cell;
d es la distancia geométrica entre la celda origen y la celda destino; d is the geometric distance between the source cell and the destination cell;
CC0 es el coste condicionado asociado a la celda origen dentro de la superficie de costes condicionados; y CC 0 is the conditioned cost associated with the source cell within the surface of conditioned costs; Y
CSD es el coste simple asociado a la celda destino dentro de la superficie de costes simples. CS D is the simple cost associated with the target cell within the surface of simple costs.
30. Procedimiento según la reivindicación 29, en el que obtener, para cada celda comprendida en el modelo ráster del territorio, el menor valor de coste de desplazamiento acumulado para los desplazamientos admisibles desde la fuente, teniendo en cuenta las restricciones de desplazamiento entre las distintas zonas de desplazamiento en las que se estructura el territorio y el valor de coste que se invierte en atravesar la celda definido en la superficie de costes simples y el valor de coste que se invierte en atravesar la celda definido en cada superficie de costes condicionados comprende: o Determinar, para cada celda, el mínimo valor de coste de desplazamiento acumulado de entre el valor de coste acumulado simple y el al menos un valor de coste acumulado condicionado. 30. The method according to claim 29, in which, for each cell included in the raster model of the territory, to obtain the lowest accumulated cost of travel value for the admissible displacements from the source, taking into account the displacement restrictions between the different displacement zones in which the territory is structured and the cost value that is invested in crossing the defined cell on the surface of simple costs and the cost value that is invested in crossing the defined cell in each surface of conditioned costs comprises: o Determine, for each cell, the minimum accumulated cost of travel value between the simple accumulated cost value and the at least one conditional accumulated cost value.
31 . Sistema para determinar la accesibilidad de un territorio, a partir de un modelo ráster del territorio usado en un Sistema de Información Geográfica, que divide el territorio en un pluralidad de celdas, comprendiendo este sistema: 31. System to determine the accessibility of a territory, from a raster model of the territory used in a Geographic Information System, which divides the territory into a plurality of cells, this system comprising:
- el sistema para restringir los cálculos a realizar en un modelo ráster de un territorio usado en un Sistema de Información Geográfica según una cualquiera de las reivindicaciones 6 ó 7, en el que:  - the system for restricting the calculations to be performed in a raster model of a territory used in a Geographic Information System according to any one of claims 6 or 7, in which:
- los medios informáticos/electrónicos para recibir datos referentes a al menos un valor asignado a cada celda de al menos una zona de desplazamiento de las distintas zonas de desplazamiento en las que se estructura el territorio comprenden:  - the computer / electronic means for receiving data referring to at least one value assigned to each cell of at least one zone of displacement of the different zones of displacement in which the territory is structured comprises:
o medios informáticos/electrónicos para recibir datos referentes a los costes de desplazamiento entre las celdas de alguna de las zonas de desplazamiento en las que se estructura el territorio;  or computer / electronic means to receive data regarding travel costs between the cells of any of the travel zones in which the territory is structured;
- los medios informáticos/electrónicos para ejecutar cálculos sobre las zonas de desplazamiento en las que se estructura el territorio, teniendo en cuenta las restricciones de desplazamiento entre las distintas zonas de desplazamiento y el al menos un valor asignado a cada celda de al menos una zona de desplazamiento de las distintas zonas de desplazamiento en las que se estructura el territorio comprenden:  - the computer / electronic means to execute calculations on the zones of displacement in which the territory is structured, taking into account the displacement restrictions between the different zones of displacement and the at least one value assigned to each cell of at least one zone of displacement of the different zones of displacement in which the territory is structured include:
o medios informáticos/electrónicos para obtener, para cada celda comprendida en el modelo ráster del territorio, el menor valor de coste de desplazamiento acumulado para los desplazamientos admisibles desde la fuente, teniendo en cuenta las restricciones de desplazamiento entre las distintas zonas de desplazamiento en las que se estructura el territorio y el valor de coste de desplazamiento de la celda.  or computer / electronic means to obtain, for each cell included in the raster model of the territory, the lowest accumulated travel cost value for the allowable displacements from the source, taking into account the travel restrictions between the different displacement zones in the that the territory and the cost of travel of the cell are structured.
32. Sistema informático que comprende una memoria y un procesador, en la que la memoria almacena instrucciones de programa informático ejecutables por el procesador, comprendiendo estas instrucciones funcionalidades para ejecutar un procedimiento para determinar la accesibilidad de un territorio, a partir de un modelo ráster del territorio usado en un Sistema de Información Geográfica, según una cualquiera de las reivindicaciones 1 2 a 30. 32. Computer system comprising a memory and a processor, in which the memory stores computer program instructions executable by the processor, these instructions comprising functionalities to execute a procedure for determining the accessibility of a territory, from a model raster of the territory used in a Geographic Information System, according to any one of claims 1 2 to 30.
33. Producto de programa informático que comprende instrucciones de programa para provocar que un sistema ejecute un procedimiento para determinar la accesibilidad de un territorio, a partir de un modelo ráster del territorio usado en un Sistema de Información Geográfica, según una cualquiera de las reivindicaciones 1 2 a 30. 33. Computer program product comprising program instructions to cause a system to execute a procedure to determine the accessibility of a territory, from a raster model of the territory used in a Geographic Information System, according to any one of claims 1 2 to 30
34. Producto de programa informático según la reivindicación 33, que está almacenado en unos medios de grabación. 34. Software product according to claim 33, which is stored on recording media.
35. Producto de programa informático según la reivindicación 33, que es portado por una señal portadora. 35. Software product according to claim 33, which is carried by a carrier signal.
PCT/ES2014/070765 2013-10-08 2014-10-08 Method, system, computing system and computer program product for restricting the calculations to be performed in a raster model of a territory used in a geographic information system (gis) WO2015052366A1 (en)

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