CN106547977B - A kind of IFC based on analytic hierarchy process (AHP) and the one-to-one Semantic mapping method of CityGML - Google Patents

A kind of IFC based on analytic hierarchy process (AHP) and the one-to-one Semantic mapping method of CityGML Download PDF

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CN106547977B
CN106547977B CN201610962412.2A CN201610962412A CN106547977B CN 106547977 B CN106547977 B CN 106547977B CN 201610962412 A CN201610962412 A CN 201610962412A CN 106547977 B CN106547977 B CN 106547977B
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ifc
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semantic mapping
ahp
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CN106547977A (en
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赵涵
廖勇
周昕
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SIMUTECH Inc
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    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F30/00Computer-aided design [CAD]
    • G06F30/10Geometric CAD
    • G06F30/13Architectural design, e.g. computer-aided architectural design [CAAD] related to design of buildings, bridges, landscapes, production plants or roads
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F30/00Computer-aided design [CAD]
    • G06F30/20Design optimisation, verification or simulation
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F40/00Handling natural language data
    • G06F40/30Semantic analysis

Abstract

The invention proposes a kind of IFC based on analytic hierarchy process (AHP) and the one-to-one Semantic mapping method of CityGML.When carrying out IFC and CityGML Semantic mapping, by the characteristic variable of each LOD in the building type variable and CityGML in IFC, a kind of one-to-one Semantic mapping relationship is established using the method for analytic hierarchy process (AHP).Using the building type variable of IFC as the variable of the solution layer of step analysis, using the characteristic variable in CityGML as the variable of destination layer, layer is surveyed according to the target formation standard of Semantic mapping, and assign different weights for each criterion.Finally by the calculation method of analytic hierarchy process (AHP), the IFC building type variable being most consistent with characteristic variable semanteme in CityGML is acquired.

Description

A kind of IFC based on analytic hierarchy process (AHP) and the one-to-one Semantic mapping method of CityGML
Technical field
The present invention relates to computer field more particularly to a kind of IFC based on analytic hierarchy process (AHP) and the one-to-one language of CityGML Benefit film showing shooting method.
Background technique
In recent years, shared become of information pushes space letter between the formulation and field of the spatial data criterion of different field The important driving force of breath technology and its application development.Building Information Model (BIM) fine degree is high, including geometry, physics, rule It etc. space abundant and semantic information, can be used to realize the digital management to engineering Life cycle, in all kinds of buildings Engineering field is widely applied.Since BIM model data amount is big, visualization pretreatment time is long, is primarily used at present Design, management application to single projects.Three-dimensional geographic information system (3D GIS) is based on spatial database technology, towards From microcosmic to the storage of the magnanimity three-dimensional geographic space data of macroscopic view, management and visual analyzing application.It supports empty on a large scale Between data set, so as to be used to support Cooperative Analysis and sharing application to large-scale engineering.
The integrated one side of BIM and GIS makes existing threedimensional model that very big reuse can be obtained: a large amount of high-precision BIM Model can be used as an important data source in 3D generalized information system: on the other hand, BIM and the integrated of GIS can deepen more necks The synergistic application in domain, such as building analysis, urban planning, urban rail transit construction.It can also be achieved from geometry to physics and function be special Property integrated digitalization expression, the information sharing service of multi-specialized collaboration is transmitted to from the information of each profession dispersion, from each stage Independent utility to design, construction, operation and maintenance Life cycle sharing application.BIM and GIS is integrated to have become International Academic The cutting edge technology on boundary and industry.
IFC is that Building SMART is a kind of open data standard that BIM application proposes, to realize information in building Expression is shared and is applied, and has become for international standard.Current major part BIM software supports the importing of IFC data format to lead Out.CityGML is that OGC (Open GIS Consortium) proposition is to realize D Urban model information sharing and visualization International standard, it defines the three-dimensional geometry of city space object, topology, semantic information.
In semantic information, IFC model is described comprising a large amount of building detail, is specifically had a to architectural entity more than 600 Definition and more than 300 definition to building type, while also comprising the semantic connection relationship between various building components.CityGML In apply the expression that 5 level of detail (LODs) go from the simple to the complex to building, building components and building affiliated facility. And have multiple characteristic variables in each LOD, show respectively different Architectural elements models.
Since IFC and CityGML have used different object geometric expression mode and semanteme respectively, both at home and abroad about the two In terms of the research of interoperability mainly has following two: the fusion of basic data model and integrating for available data format.Due to not To the difference of expression and the understanding of spatial object in same domain, and the standardization of Object Semanteme waits further to study.At present The fusion of data model is also difficult to realize and obtains the approval of different field, therefore most of related work all concentrates on design two Conversion method between person's model data format.
So-called analytic hierarchy process (AHP) refers to using a complicated decision-making problem of multi-objective as a system, by goal decomposition For multiple targets or criterion, and then several levels of multi objective (or criterion, constraint) are decomposed into, pass through qualitative index fuzzy quantization Method calculates Mode of Level Simple Sequence (flexible strategy) and total sequence, using the systems approach as target (multi objective), multi-scheme Optimal Decision-making.
Analytic hierarchy process (AHP) is by general objective, each straton target, interpretational criteria by decision problem until specific standby throwing scheme Sequential breakdown be different hierarchical structures, then it is handy solve judgment matrix feature vector method, acquire each level Each element finally passs rank with the method for weighted sum again and returns each alternative pair of solution to the priority weight of upper level element The final weight of general objective, final weight the maximum are optimal case.Here so-called " priority weight " is a kind of opposite amount Degree, it shows each alternative in the interpretational criteria of a certain feature or the relative measurement of sub-goal significance level.Analytic hierarchy process (AHP) It is relatively more suitable for the goal systems for being layered evaluation index of interlocking, and target value is difficult to the decision problem of quantitative description again. Its usage is Judgement Matricies, finds out its maximum eigenvalue.And its corresponding feature vector, it is as a certain after normalization Relative importance weight of the level index for upper level index of correlation.
Summary of the invention
The present invention is directed at least solve the technical problems existing in the prior art, especially innovatively propose a kind of based on layer The one-to-one Semantic mapping method of the IFC and CityGML of fractional analysis.
In order to realize above-mentioned purpose of the invention, the present invention provides a kind of IFC and CityGML based on analytic hierarchy process (AHP) One-to-one Semantic mapping method, comprising:
S1 establishes between the variable of mapping relations as needed and contacts, establishes hierarchy Model;
S2 according to hierarchy Model Judgement Matricies, and solves its feature vector and maximum eigenvalue;
S3, calculates most homogeneous, and whether the foundation of judgment matrix is reasonable;
S4 establishes the one-to-one Semantic mapping relationship of the buildings model variable in IFC and the characteristic variable in CityGML.
The IFC and the one-to-one Semantic mapping method of CityGML based on analytic hierarchy process (AHP), it is preferred that the S1 packet It includes:
S1-1 chooses variable Z of the characteristic variable in the CityGML for needing to carry out Semantic mapping as destination layer;
S1-2 selects the building type of 5 IFCs identical with the characteristic variable building function in selected CityGML to become Measure the solution layer (P as hierarchy Model1,...,P5);
S1-3, according to the principle of the Semantic mapping of IFC and CityGML, design standard layer is made of five criterion, is respectively C1: " Architectural elements matching degree ", C2: " geological information matching degree ", C3: " outline matching degree ", C4: " material matching degree " and C5: " line Manage matching degree ".
The IFC and the one-to-one Semantic mapping method of CityGML based on analytic hierarchy process (AHP), it is preferred that the S2 packet It includes:
S2-1 enables C1,1=1, every criterion is compared two-by-two according to the setting of user, with C1,1For reference value, it is C1,2,C1,3,C1,4,C1,5Assignment;Enable C2,2=1, every criterion is compared two-by-two according to the setting of user, with C2,2For reference Value is C2,3,C2,4,C2,5Assignment;Enable C3,3=1, every criterion is compared two-by-two according to the setting of user, with C3,3For ginseng Value is examined, is C3,4,C3,5Assignment;Enable C4,4=1, every criterion is compared two-by-two according to the setting of user, with C4,4For reference Value is C4,5Assignment;Enable C5,5=1, thus, it is possible to Judgement Matricies A is as follows:
S2-2 solves Maximum characteristic root λ by sum-product algorithm;Row normalization is made to each column in A first, i.e.,The matrix by rows after row normalization is summed later to obtain vector w, whereinW work is returned again One change obtains feature vector w', whereinMaximum characteristic root λ is obtained later,
The IFC and the one-to-one Semantic mapping method of CityGML based on analytic hierarchy process (AHP), it is preferred that the S3 packet It includes:
It is whether reasonable come the assignment for evaluating judgment matrix A to calculate most homogeneous ratio CR, whereinIf CR < 0.1 then judgment matrix A inconsistency degree in a certain range, assignment can receive, otherwise need to judgment matrix A weight New assignment.
The IFC and the one-to-one Semantic mapping method of CityGML based on analytic hierarchy process (AHP), it is preferred that the S4 packet It includes:
By the maximum element w of numerical value in feature vector w'iCorresponding solution layer element and destination layer element is established a pair of One Semantic mapping relationship, so that the characteristic variable reached in the buildings model variable and CityGML in IFC realizes one-to-one language The target that benefit film showing is penetrated.
In conclusion by adopting the above-described technical solution, the beneficial effects of the present invention are:
The invention proposes a kind of IFC based on analytic hierarchy process (AHP) and the one-to-one Semantic mapping method of CityGML.Carry out When IFC is with CityGML Semantic mapping, the characteristic variable of each LOD in the building type variable and CityGML in IFC utilizes The method of analytic hierarchy process (AHP) establishes a kind of one-to-one Semantic mapping relationship.Using the building type variable of IFC as step analysis Solution layer variable, using the characteristic variable in CityGML as the variable of destination layer, according to the target formation of Semantic mapping Standard surveys layer, and assigns different weights for each criterion.Finally by the calculation method of analytic hierarchy process (AHP), acquire and CityGML The IFC building type variable that middle characteristic variable semanteme is most consistent.
Existing most of software for realizing IFC and CityGML Semantic mapping is one generated according to the experience of engineer Fixed Semantic mapping rule is covered to realize BIM and the integrated of GIS and merge.And there is semantic information mapping in such methods mostly It is imperfect, the problem of changeable Architectural Design Requirements can not be adapted to.And the method proposed by the present invention using analytic hierarchy process (AHP) Can effectively according to user to BIM and GIS integration actual demand come the Semantic mapping of flexibly adjustment IFC and CityGML Mapping rule, to realize that flexible BIM and GIS integration is applied according to the actual demand of user.
Additional aspect and advantage of the invention will be set forth in part in the description, and will partially become from the following description Obviously, or practice through the invention is recognized.
Detailed description of the invention
Above-mentioned and/or additional aspect of the invention and advantage will become from the description of the embodiment in conjunction with the following figures Obviously and it is readily appreciated that, in which:
Fig. 1 is hierarchy Model schematic diagram of the present invention.
Specific embodiment
The embodiment of the present invention is described below in detail, examples of the embodiments are shown in the accompanying drawings, wherein from beginning to end Same or similar label indicates same or similar element or element with the same or similar functions.Below with reference to attached The embodiment of figure description is exemplary, and for explaining only the invention, and is not considered as limiting the invention.
In the description of the present invention, it is to be understood that, term " longitudinal direction ", " transverse direction ", "upper", "lower", "front", "rear", The orientation or positional relationship of the instructions such as "left", "right", "vertical", "horizontal", "top", "bottom" "inner", "outside" is based on attached drawing institute The orientation or positional relationship shown, is merely for convenience of description of the present invention and simplification of the description, rather than the dress of indication or suggestion meaning It sets or element must have a particular orientation, be constructed and operated in a specific orientation, therefore should not be understood as to limit of the invention System.
In the description of the present invention, unless otherwise specified and limited, it should be noted that term " installation ", " connected ", " connection " shall be understood in a broad sense, for example, it may be mechanical connection or electrical connection, the connection being also possible to inside two elements can , can also indirectly connected through an intermediary, for the ordinary skill in the art to be to be connected directly, it can basis Concrete condition understands the concrete meaning of above-mentioned term.
As shown in Figure 1, the present invention provides a kind of IFC based on analytic hierarchy process (AHP) and the one-to-one Semantic mapping of CityGML Method, comprising:
S1 establishes between the variable of mapping relations as needed and contacts, establishes hierarchy Model;
S2 according to hierarchy Model Judgement Matricies, and solves its feature vector and maximum eigenvalue;
S3, calculates most homogeneous, and whether the foundation of judgment matrix is reasonable;
S4 establishes the one-to-one Semantic mapping relationship of the buildings model variable in IFC and the characteristic variable in CityGML.
Present invention is generally directed to be IFC and CityGML one-to-one Semantic mapping problem.Carrying out IFC and CityGML When Semantic mapping, by the characteristic variable of each LOD in the building type variable and CityGML in IFC, analytic hierarchy process (AHP) is utilized Method establishes a kind of one-to-one Semantic mapping relationship.Using the building type variable of IFC as the solution layer of step analysis Variable surveys layer according to the target formation standard of Semantic mapping, and be using the characteristic variable in CityGML as the variable of destination layer Each criterion assigns different weights.Finally by the calculation method of analytic hierarchy process (AHP), acquire and characteristic variable language in CityGML The IFC building type variable that justice is most consistent.
Technical solution of the present invention:
Firstly, it is necessary to establish hierarchy Model, as shown in Figure 1.It chooses in the CityGML for needing to carry out Semantic mapping Variable Z of the characteristic variable as destination layer.Simultaneously it is convenience of calculation, according to user's requirement and practical experience, selects 5 and institute Characteristic variable degree of correlation in the CityGML of choosing is larger, and the building type variable of the identical IFC of building function is as level Solution layer (the P of structural model1,...,P5).Simultaneously according to the principle of the Semantic mapping of IFC and CityGML, design standard layer by Five criterion are constituted, and are C respectively1: " Architectural elements matching degree ", C2: " geological information matching degree ", C3: " outline matching degree ", C4: " material matching degree " and C5: " Texture Matching degree ".
Start Judgement Matricies A later.Enable C1,1=1, every criterion is carried out two-by-two with experience according to the demand of user Compare, with C1,1It is C for reference value1,2,...,C1,5Assignment (for example, in the shift scene that user gives, to Texture Matching It is required that be higher than the matching requirement to Architectural elements, then it can assignment C1,5> 1;On the contrary then assignment C1,5< 1), the tax of remaining ranks Value rule is identical.It is possible thereby to which Judgement Matricies A is as follows:
After obtaining judgment matrix A, Maximum characteristic root λ is solved by sum-product algorithm.Column normalizing is made to each column in A first Change, i.e.,The matrix by rows after row normalization is summed later to obtain vector w, whereinAgain by w Make normalization and obtains feature vector w', whereinMaximum characteristic root λ can be obtained later,
Whether obtain the assignment for needing after Maximum characteristic root to evaluate judgment matrix A by calculating most homogeneous ratio CR Rationally, whereinIn a certain range, assignment can be with for the inconsistency degree of judgment matrix A if CR < 0.1 Receive, otherwise needs to judgment matrix A again assignment.
It, can be by the maximum element w of numerical value in feature vector w' if its assignment condition can receiveiCorresponding scheme Layer element and destination layer element, establishes one-to-one Semantic mapping relationship, thus reach buildings model variable in IFC with Characteristic variable in CityGML realizes the target of one-to-one Semantic mapping.
In the description of this specification, reference term " one embodiment ", " some embodiments ", " example ", " specifically show The description of example " or " some examples " etc. means specific features, structure, material or spy described in conjunction with this embodiment or example Point is included at least one embodiment or example of the invention.In the present specification, schematic expression of the above terms are not Centainly refer to identical embodiment or example.Moreover, particular features, structures, materials, or characteristics described can be any One or more embodiment or examples in can be combined in any suitable manner.
Although an embodiment of the present invention has been shown and described, it will be understood by those skilled in the art that: not A variety of change, modification, replacement and modification can be carried out to these embodiments in the case where being detached from the principle of the present invention and objective, this The range of invention is defined by the claims and their equivalents.

Claims (4)

1. a kind of IFC based on analytic hierarchy process (AHP) and the one-to-one Semantic mapping method of CityGML characterized by comprising
S1 establishes between the variable of mapping relations as needed and contacts, establishes hierarchy Model;
S1-1 chooses variable Z of the characteristic variable in the CityGML for needing to carry out Semantic mapping as destination layer;
S1-2 selects the building type variable of 5 IFCs identical with the characteristic variable building function in selected CityGML to make For the solution layer (P of hierarchy Model1..., P5);
S1-3, according to the principle of the Semantic mapping of IFC and CityGML, it is C respectively that design standard layer is made of five criterion1: " Architectural elements matching degree ", C2: " geological information matching degree ", C3: " outline matching degree ", C4: " material matching degree " and C5: " texture Matching degree ";
S2 according to hierarchy Model Judgement Matricies, and solves its feature vector and maximum eigenvalue;
S3, calculates most homogeneous, and whether the foundation of judgment matrix is reasonable;
S4 establishes the one-to-one Semantic mapping relationship of the buildings model variable in IFC and the characteristic variable in CityGML.
2. the IFC according to claim 1 based on analytic hierarchy process (AHP) and the one-to-one Semantic mapping method of CityGML, special Sign is that the S2 includes:
S2-1 enables C1,1=1, every criterion is compared two-by-two according to the setting of user, with C1,1It is C for reference value1,2, C1,3,C1,4,C1,5Assignment;Enable C2,2=1, every criterion is compared two-by-two according to the setting of user, with C2,2For reference value, For C2,3,C2,4,C2,5Assignment;Enable C3,3=1, every criterion is compared two-by-two according to the setting of user, with C3,3For reference Value is C3,4,C3,5Assignment;Enable C4,4=1, every criterion is compared two-by-two according to the setting of user, with C4,4For reference value, For C4,5Assignment;Enable C5,5=1, thus, it is possible to Judgement Matricies A is as follows:
S2-2 solves Maximum characteristic root λ by sum-product algorithm;Row normalization is made to each column in A first, i.e.,The matrix by rows after row normalization is summed later to obtain vector w, whereinAgain W is made into normalization and obtains feature vector w ', whereinMaximum characteristic root λ is obtained later,
3. the IFC according to claim 2 based on analytic hierarchy process (AHP) and the one-to-one Semantic mapping method of CityGML, special Sign is that the S3 includes:
It is whether reasonable come the assignment for evaluating judgment matrix A to calculate most homogeneous ratio CR, whereinIf CR < 0.1 Then in a certain range, assignment can receive the inconsistency degree of judgment matrix A, otherwise need to assign judgment matrix A again Value.
4. the IFC according to claim 2 based on analytic hierarchy process (AHP) and the one-to-one Semantic mapping method of CityGML, special Sign is that the S4 includes:
By the maximum element w of the middle numerical value of feature vector w 'iCorresponding solution layer element and destination layer element, is established one-to-one Semantic mapping relationship, so that the buildings model variable reached in IFC realizes that one-to-one semanteme reflects with the characteristic variable in CityGML The target penetrated.
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CN108133053A (en) * 2018-01-19 2018-06-08 华东建筑集团股份有限公司 A kind of method of CityGML based on RDF frames and IFC class formation Semantic mapping ontologies
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CN112819106B (en) * 2021-04-16 2021-07-13 江西博微新技术有限公司 IFC component type identification method, device, storage medium and equipment

Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
KR101543558B1 (en) * 2014-09-24 2015-08-12 경북대학교 산학협력단 Method for creating of integrated-space object-data and system for providing of integrated-space information
CN105931294A (en) * 2016-04-19 2016-09-07 西南交通大学 Method for converting BIM entity model into multiple levels of details (LOD) GIS standardized model

Patent Citations (2)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
KR101543558B1 (en) * 2014-09-24 2015-08-12 경북대학교 산학협력단 Method for creating of integrated-space object-data and system for providing of integrated-space information
CN105931294A (en) * 2016-04-19 2016-09-07 西南交通大学 Method for converting BIM entity model into multiple levels of details (LOD) GIS standardized model

Non-Patent Citations (2)

* Cited by examiner, † Cited by third party
Title
BIM与GIS数据集成:IFC与CITYGML建筑几何语义信息互操作技术;汤圣君 等;《土木建筑工程信息技术》;20140831;第6卷(第4期);第11-17页 *
Mapping between BIM and 3D GIS in different levels of detail using schema mediation and instance comparison;Yichuan Deng 等;《Automation in Construction》;20160406;第1-21页 *

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