CN109446587A - A kind of extensive Landslide Hazards Fast numerical simulation method and system - Google Patents

A kind of extensive Landslide Hazards Fast numerical simulation method and system Download PDF

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CN109446587A
CN109446587A CN201811166665.4A CN201811166665A CN109446587A CN 109446587 A CN109446587 A CN 109446587A CN 201811166665 A CN201811166665 A CN 201811166665A CN 109446587 A CN109446587 A CN 109446587A
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grid
zoning
roughening
extensive
landslide hazards
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欧阳朝军
王东坡
刘兴荣
徐青松
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Institute of Mountain Hazards and Environment IMHE of CAS
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Institute of Mountain Hazards and Environment IMHE of CAS
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Abstract

The invention discloses a kind of extensive Landslide Hazards Fast numerical simulation method and system, include the following steps: to obtain Landslide Hazards terrain data, source area range, elevation and physical and mechanical parameter;Divide extensive Landslide Hazards zoning;Thick tessellated mesh condition is judged, and to the roughening of zoning grid, mesh refinement and network;Numerical simulation calculation is carried out to earth's surface disaster dynamic process using numerical simulation software;The calculated result of n zoning is exported, and the calculated result of n zoning is merged into a zoning output.This method is by carrying out region division, grid thickness and structured grid to zoning; to there are material resource, calculative region to carry out fining calculating; there is no material resource, need the area grid calculated roughening; it not only realizes and the large-scale grid that calculates is calculated; and computation rate is improved, realize the Fast simulation calculating to extensive Landslide Hazards.

Description

A kind of extensive Landslide Hazards Fast numerical simulation method and system
Technical field
The present invention relates to geological disaster dynamic process numerical simulation calculating fields, more particularly to a kind of extensive landslide geology Disaster Fast numerical simulation method and system.
Background technique
Geological disaster refers in the landslide evolution process of the earth, the disaster geology thing formed by various geologic processes Part.China is disaster one of the countries with the most serious ... in the world, and since the nineties, the annual disaster in China causes thousands of people Death causes direct economic loss to be up to tens billion of members to hundreds billion of members, the 3%-6% of suitable gross national product (GNP).With Increasing for calamity kind, the increase of calamity rate, the exacerbation of calamity degree, harm seriousness as environmental problem, become restrict China One of an important factor for sustainable development.And the geological disaster of General Promotion China is wanted to prevent and reduce natural disasters disaster relief ability, it not only needs to know How road disaster is done after occurring, with greater need for sentencing knowledge before disaster occurs and predict the motion mode of disaster, track and endanger model It encloses.The kinetics mechanism and kinetic characteristic and its complexity of geological disaster, numerical simulation and qualitative assessment based on dynamic process exist Still lack good solution in the world, is current international frontier nature problem in science and the key areas urgently broken through.
Continuous media is based primarily upon, based on discrete and between the two three to mountain region disaster dynamic process numerical simulation at this stage Kind method.Various method for numerical simulation have its unique function and solve the ability of problems, and take in integrated application Obtained a large amount of fruitful research achievements.It is all earth's surface object under the force of gravity in view of geological disasters such as landslide, mud-rock flows Matter movement, they all have a common trait, i.e., the characteristic dimension of its direction of motion is much larger than the feature in its vertical direction Highly.But how to accomplish to imitate the dynamic process of extensive Landslide Hazards (especially disaster chain) and the quick of kinetic characteristic True simulation is domestic or even problem to be solved in the world.Its Major Difficulties is embodied in the following aspects: 1. regions are big, net Lattice quantity is more, and calculation scale is larger;2. computation rate is slow, it is long to calculate the time.And after disaster generation, the assessment of the condition of a disaster is carved Do not allow to delay, how quickly to accomplish that even to large scale disasters preceding quick recognition and prediction calamity occur for the assessment to extensive landslide disaster Harmful motion mode, track and damaging range provides timely data support for the correlation department of preventing and reducing natural disasters, to reduce very It is still current urgent need to resolve to disaster is avoided the problem that loss caused by the mankind and Human dried bloodstains.
It is established with structured grid to the fast of extensive Landslide Hazards dynamic process currently, there is no and drawn based on region again The report of fast Numerical Simulation method and system.
Summary of the invention
In order to overcome above-mentioned deficiency, the purpose of the present invention is by extensive grid carry out region division, to material resource ratio The different region of example uses different grades of thick tessellated mesh, pays close attention to region refinement, and other area grid roughening provide one Kind is drawn again based on region and the extensive Landslide Hazards Fast numerical simulation method and system of structured grid, overcomes It is big to extensive Landslide Hazards numerical simulation time domain in the prior art, number of grid is more, computation rate is slow actually asks Topic.
To achieve the goals above, the present invention adopts the following technical scheme:
A kind of extensive Landslide Hazards Fast numerical simulation method, includes the following steps:
Step 1: obtaining Landslide Hazards terrain data, source area range, elevation and physical and mechanical parameter;
Step 2: dividing extensive Landslide Hazards zoning;
Step 3: thick tessellated mesh condition being judged, and to the roughening of zoning grid, mesh refinement and grid knot Structure;
Step 4: numerical simulation calculation being carried out to earth's surface disaster dynamic process using numerical simulation software;
Step 5: the calculated result of n zoning of output, and the calculated result of n zoning is merged into a meter Calculate region output.
Preferably, the method for Landslide Hazards terrain data is obtained in the step 1 specifically: acquire using unmanned plane Terrain data, and dem data is generated with 3 d modeling software.
It is furthermore preferred that taking fixed point to fly according to Landslide Hazards range when the acquisition terrain data using unmanned plane Row, S-ing or the flight of the back-shaped line of flight, the 3 d modeling software are generated using smart3D, Pix4D or Photoscan Dem data.
Preferably, the method that Landslide Hazards source area range and elevation acquisition are obtained in the step 1 specifically: benefit The unmanned plane or remote sensing altitude data that front and back occurs with landslide disaster, are subtracted each other by grid, obtain source area range and elevation.
Preferably, the method for Landslide Hazards physical and mechanical parameter is obtained in the step 1 specifically: pass through correlative Reason experiment of machanics obtains the parameters such as disaster volume density, coefficient of friction by way of tentative calculation.
Preferably, the method for extensive Landslide Hazards zoning is divided in the step 2 specifically: using simply Be divided by and complementation, obtained extensive Landslide Hazards dem data is divided into n*n region, then will before great Qu Calculating parameter involved in domain is assigned to n*n region, and the equivalence after guaranteeing region division, wherein n is according to different calculating Precision and computer capacity carry out value.
Preferably, the method judged in the step 3 thick tessellated mesh condition specifically includes: according to calculating pair As carrying out grid thickness to different zonings, using material resource as Rule of judgment, i.e., no material resource does not need the area calculated Grid roughening in domain has the calculative area grid refinement of material resource, the grade that simultaneous selection is roughened, refines, such as zoning Material resource amount is more than 50% grid constantly to refine to two-stage, zoning have material resource but material resource amount less than 50% by mesh refinement Level-one;Or grid is roughened using Time step as Rule of judgment, such as initial time step, it is carried out with calculating, material resource Amount increases, subsequent time step grid roughening;Different thickness conditions is used according to oneself calculating needs and computation rate etc. simultaneously.
Preferably, the method that area grid refinement is calculated in the step 3 specifically includes:
(1) refinement levels are set, and every level-one refinement includes to grid node number, sizing grid and grid virtual number of nodes Refinement, implement such as formula 1:
(nx) '=2* (nx) -1
(ny) '=2* (ny) -1
(dx) '=0.5* (dx)
(dy) '=0.5* (dy)
(mbc) '=2* (mbc)
Formula 1
Wherein, nx, (nx) ' indicate to divide the direction forward and backward calculating grid x number of nodes;Ny, (ny) ' indicate to divide forward and backward meter Calculate net (dy) ' the direction lattice y number of nodes;Dx, (dx) ' indicate to divide the direction forward and backward calculating grid x element length;Dy indicates to divide The direction forward and backward calculating grid y element length;Mbc, (mbc) ' indicate to divide forward and backward calculating grid virtual number of nodes;
(2) to cell node assignment after refinement: respectively including carrying out assignment with the point of refinement front unit conode, in x and y Direction newly refines node of the cell node between two cell nodes and carries out assignment, and the new node that refines is among rectangular element Node carries out assignment;
(3) boundary condition is assigned to the region after thin draw, boundary condition includes symmetrical boundary condition, open boundaryconditions, wall Boundary condition.
Preferably, the method that area grid roughening is calculated in the step 3 specifically includes:
(1) setting roughening grade, every level-one roughening includes grid node number, sizing grid and grid virtual number of nodes Roughening, it is that odd number or even number save the last one if present node number is even number that every level-one roughening, which is divided into present node number, Point is used as dummy node;
When number of nodes is odd number, every level-one roughening is such as formula 2:
(nx) '=((nx)+1)/2
(ny) '=((ny)+1)/2
(dx) '=2* (dx)
(dy) '=2* (dy)
(mbc) '=(mbc)/2
Formula 2
Wherein, nx, (nx) ' indicate to divide the direction forward and backward calculating grid x number of nodes;Ny, (ny) ' indicate to divide forward and backward meter Calculate the direction grid y number of nodes;Dx, (dx) ' indicate to divide the direction forward and backward calculating grid x element length;Dy, (dy) ' indicate to divide The direction forward and backward calculating grid y element length;Mbc, (mbc) ' indicate to divide forward and backward calculating grid virtual number of nodes;
(2) to cell node assignment after roughening: mainly carrying out assignment to the point of new roughening unit and former unit conode, examine Considering number of nodes may be for even number, and assignment procedure need to judge to be roughened whether posterior nodal point is more than roughening prosthomere points in advance, then into Row assignment;
(3) boundary condition is assigned to the region after roughening, boundary condition mainly includes symmetrical boundary condition, opens perimeter strip Part, wall boundary condition.
Preferably, the method that area grid structuring is calculated in the step 3 specifically includes:
Which target area the dummy node unit of inquiry current region is located in;
The dummy node unit of current region is inquired in which unit of target area;
Utilize the design parameter of the dummy node unit of 5 shape function interpolation calculation current region of formula 3- formula:
Formula 3
N11(x-1)(y-1)
N22(x+1)(y-1)
N33(x+1)(y+1)
N44(x-1)(y+1)
Formula 4
Formula 5
Wherein, u indicates the relevant parameter of the dummy node unit of current region, such as height h, the momentum hu of the direction x speed, The momentum hv etc. of the direction y speed.
Preferably, the step 4 specifically includes: the step 4 specifically includes: the numerical simulation software uses Massflow software carries out numerical simulation meter to earth's surface disaster dynamic process according to the result of step 1, step 2 and step 3 It calculates.
Preferably, the step 5 specifically includes: the calculated result of n zoning of output, as a result with dem or The calculated result of n zoning, is merged into according to different-format using Arcgis or tecplot by the output of tecplot format One region is exported.
The present invention also provides a kind of extensive Landslide Hazards Fast numerical analogue simulation systems, including memory and place Manage device, in which:
The memory is for storing program instruction;
The processor is for running described program instruction, to execute following steps:
Obtain geological disaster terrain data, source area range and elevation h and physical and mechanical parameter;
Divide extensive Landslide Hazards zoning;
The roughening of zoning grid, mesh refinement and network;
Numerical simulation calculation is carried out to earth's surface disaster dynamic process using simulation softward Massflow;
The calculated result of n zoning is exported, and the calculated result of n zoning is merged into a zoning Output.
Compared with the prior art, the invention has the following advantages:
(1) extensive grid computing, improve computation rate: the present invention is right by carrying out region division to extensive grid The different region of material resource ratio uses different grades of thick tessellated mesh, pays close attention to region refinement, and other area grids are roughened, Due to many geological disasters, its motion path often only accounts for its slope surface landform sub-fraction, and above-mentioned strategy had both been avoided that extensive Large-scale area is narrowed down to the zonule paid close attention to by the calculating in some non-material resource regions in region, guarantees computational accuracy, Calculation amount can be saved again, improve computation rate.
(2) dynamic adjusts the thickness of zoning grid: the present invention not only needs and calculates speed to calculate according to oneself Rate etc. uses different thickness conditions, more it is essential that Landslide Hazards are a Dynamic Evolutions, with landslide ground The dynamic evolution of matter disaster, grid carries out dynamic thickness according to variations such as region material resource amounts, thus change of the grid with calculating Change and changes, thus the region that more accurate calculating needs emphasis to calculate, such as in a super large basin, such as bridge pier, The thin portions structure such as debris dam and drainage groove needs fine grid blocks that can just portray local feature, therefore structured grid and with calculating Process grid divides with the obvious advantage again.
(3) structured grid and grid node interaction: the present invention is to realize the feature modeling in region and intending for boundary node It closes, need to grid node structuring, traditional structured grid generation technique usually be utilized indirect method, be carried out by other grids It generates, not anxious low efficiency, and there are certain error, the present invention is by by the dummy node unit adjacent domain of current region Calculate node replace, it is theoretical by the shape function in finite element, the exchange of node is realized by " inquiry-exchange ", that is, is inquired To where dummy node target area, after object element, the dummy node list of current region is solved using shape function interpolation The design parameter of member.For this method relative to conventional method, computational efficiency is higher, while reducing the error after interpolation to the greatest extent.
Detailed description of the invention
It, below will be to use required in embodiment in order to illustrate more clearly of the technical solution of embodiment of the present invention Attached drawing be briefly described, it should be understood that the following drawings illustrates only certain embodiments of the present invention, therefore is not to be seen as It is the restriction to range, it for those of ordinary skill in the art, without creative efforts, can be with root Other relevant attached drawings are obtained according to these attached drawings.
Fig. 1 is the result figure after landslide morphology data processing in Lishui provided in an embodiment of the present invention;
Fig. 2 is the result figure after being calculated in the embodiment of the present invention by numerical simulation software.
Specific embodiment
To keep the purposes, technical schemes and advantages of embodiment of the present invention clearer, implement below in conjunction with the present invention The technical solution in embodiment of the present invention is clearly and completely described in attached drawing in mode, it is clear that described reality The mode of applying is some embodiments of the invention, rather than whole embodiments.Based on the embodiment in the present invention, ability Domain those of ordinary skill every other embodiment obtained without creative efforts, belongs to the present invention The range of protection.
Therefore, requirement is not intended to limit to the detailed description of the embodiments of the present invention provided in the accompanying drawings below to protect The scope of the present invention of shield, but it is merely representative of selected embodiment of the invention.Based on the embodiment in the present invention, ability Domain those of ordinary skill every other embodiment obtained without creative efforts, belongs to the present invention The range of protection.
Embodiment
By taking Lishui is come down as an example, a kind of extensive Landslide Hazards Fast numerical simulation method, including it is following several A step:
1, (1) obtains image data using fixed point flight using unmanned plane by investigating Lishui landslide areas, by Smart3D generates the Lishui DEM landslide image and DSM image.As shown in Figure 1, wherein (a) is Lishui landslide morphology digital elevation (DEM) image (b) is Lishui landslide areas numerical cutting tool (DSM) image.
(2) it chooses wherein one section of landslide and carries out quantitative simulation calculating, while the DEM using Lishui landslide before sliding and after sliding, Raster symbol-base is carried out using Arcgis, to obtain the landslide source area range and elevation.
Specific formula such as formula 6:
q2=(- 0.00247* (t-450)2+500.4)/6
H=0.4885*q2 0.6
Formula 6
Wherein, q2The momentum in the direction x speed is represented, t represents current time step, and h represents mud-rock flow source area elevation.
(3) measuring density of material by corresponding physical and mechanical experiment is 1000g/cm3, using coulomb model, wherein in Poly- power is 10000, and Basement surge 0.35 does not consider interstitial hydraulic pressure.
2, more than 30 ten thousand steres are measured by Lishui landslide side, larger, therefore the region division is carried out at 25 zonules It calculates.
3, to zoning grid thickness and structured grid, to zoning material resource amount be more than 50% can be by grid Constantly refinement two-stage, zoning have material resource but material resource amount less than 50% by mesh refinement level-one, no material resource and do not need The region of calculating is roughened two-stage.The thick tessellated mesh of dynamic simultaneously, i.e. guarantee grid can be flowed according to region material resource amount etc. change into Mobile state thickness changes with the variation of calculating.
4, the above results are subjected to numerical simulation to earth's surface disaster dynamic process using numerical simulation softwares such as massflow It calculates.
Wherein, massflow (i.e. surficial process dynamic numerical simulation software) is a earth's surface dynamic process numerical simulation Software is that the exploitation of research team, the Chinese Academy of Sciences is completed, and pacifies a of Technology Co., Ltd.'s sale of preventing and reducing natural disasters by Chengdu mountainous region ring Commercial software.
It is primary every mono- Time step output of 2s, the calculated result of 25 zonings of output output utilizes Tecplot is merged into a zoning output, and some numerical results after being calculated by numerical simulation software are as shown in Figure 2.
Above-described embodiment, by dividing to zoning, the region different to material resource ratio is using different grades of Thick tessellated mesh pays close attention to region refinement, other area grid roughening.A length of 12s when entire calculating, and utilize traditional number It is 25s or so that value simulation (not having to region division and network), which calculates total duration, it is seen that has been obviously shortened calculating duration, has mentioned High computation rate.Grid flows variation progress dynamic thicknessization adjustment according to region material resource amount simultaneously, pays close attention to material resource amount More region, improves computational accuracy, can simulate extensive Landslide Hazards dynamical evolution process rapidly, thus to take precautions against natural calamities Mitigation department provides faster more accurate data and supports.
The foregoing is merely the preferred embodiment of the present invention, are not intended to restrict the invention, for this field For technical staff, the invention may be variously modified and varied.All within the spirits and principles of the present invention, made any Modification, equivalent replacement, improvement etc., should all be included in the protection scope of the present invention.

Claims (9)

1. a kind of extensive Landslide Hazards Fast numerical simulation method, which comprises the steps of:
Step 1: obtaining Landslide Hazards terrain data, source area range, elevation and physical and mechanical parameter;
Step 2: dividing extensive Landslide Hazards zoning;
Step 3: thick tessellated mesh condition being judged, and to the roughening of zoning grid, mesh refinement and network;
Step 4: numerical simulation calculation being carried out to earth's surface disaster dynamic process using numerical simulation software;
Step 5: the calculated result of n zoning of output, and the calculated result of n zoning is merged into a calculating area Domain output.
2. a kind of extensive geological disaster Fast numerical simulation method as described in claim 1, which is characterized in that described The method of Landslide Hazards terrain data is obtained in step 1 specifically: acquire terrain data using unmanned plane, and built with three-dimensional Mould Software Create dem data.
3. a kind of extensive Landslide Hazards Fast numerical simulation method as described in claim 1, which is characterized in that The method that Landslide Hazards source area range and elevation acquisition are obtained in the step 1 specifically: front and back occurs using disaster Unmanned plane or remote sensing altitude data, subtracted each other by grid, obtain source area range and elevation.
4. a kind of extensive Landslide Hazards Fast numerical simulation method as described in claim 1, which is characterized in that The method of landslide disaster physical and mechanical parameter is obtained in the step 1 specifically: by related physical experiment of machanics or pass through examination The mode of calculation obtains landslide disaster volume density, coefficient of friction parameter etc..
5. a kind of extensive Landslide Hazards Fast numerical analogue simulation side as described in claim 1-4 any claim Method, which is characterized in that the method for extensive Landslide Hazards zoning is divided in the step 2 specifically: using simply Be divided by and complementation, obtained extensive Landslide Hazards dem data is divided into n*n region, then will before great Qu Calculating parameter involved in domain is assigned to n*n region, and the equivalence after guaranteeing region division, wherein n is according to different calculating Precision and computer capacity carry out value.
6. a kind of extensive Landslide Hazards Fast numerical analogue simulation side as described in claim 1-4 any claim Method, which is characterized in that
The method judged in the step 3 thick tessellated mesh condition specifically includes:
Grid thickness is carried out to different zonings according to computing object, using material resource as Rule of judgment, i.e., no material resource, Do not need the area grid calculated roughening, there is a material resource calculative area grid refinement, simultaneous selection roughening, refinement etc. Grade, such as zoning material resource amount are more than 50% grid constantly to refine to two-stage, and there is material resource in zoning but material resource amount is less than 50% by mesh refinement level-one;
The method that area grid refinement is calculated in the step 3 specifically includes:
(1) refinement levels are set, and every level-one refinement includes to the thin of grid node number, sizing grid and grid virtual number of nodes Change, specific implementation are as follows:
(nx) '=2* (nx) -1
(ny) '=2* (ny) -1
(dx) '=0.5* (dx)
(dy) '=0.5* (dy)
(mbc) '=2* (mbc)
Formula 1
Wherein, nx, (nx) ' indicate to divide the direction forward and backward calculating grid x number of nodes;Ny, (ny) ' indicate to divide forward and backward calculating net (dy) ' the direction lattice y number of nodes;Dx, (dx) ' indicate to divide the direction forward and backward calculating grid x element length;Dy indicates to divide forward and backward Calculate the direction grid y element length;Mbc, (mbc) ' indicate to divide forward and backward calculating grid virtual number of nodes;
(2) to cell node assignment after refinement: respectively including carrying out assignment with the point of refinement front unit conode, in the direction x and y Node of the new refinement cell node between two cell nodes carries out assignment, the new node for refining node among rectangular element Carry out assignment;
(3) boundary condition is assigned to the region after thin draw, boundary condition mainly includes symmetrical boundary condition, open boundaryconditions, wall Boundary condition;
The method that area grid roughening is calculated in the step 3 specifically includes:
(1) setting roughening grade, every level-one roughening includes the thick of grid node number, sizing grid and grid virtual number of nodes Change, it is odd number or even number that every level-one roughening, which is divided into present node number, if present node number is even number, by the last one node As dummy node;
When number of nodes is odd number, every level-one roughening is such as formula 2:
(nx) '=((nx)+1)/2
(ny) '=((ny)+1)/2
(dx) '=2* (dx)
(dy) '=2* (dy)
(mbc) '=(mbc)/2
Formula 2
Wherein, nx, (nx) ' indicate to divide the direction forward and backward calculating grid x number of nodes;Ny, (ny) ' indicate to divide forward and backward calculating net The direction lattice y number of nodes;Dx, (dx) ' indicate to divide the direction forward and backward calculating grid x element length;Before dy, (dy) ' expression division, The direction grid y element length is calculated afterwards;Mbc, (mbc) ' indicate to divide forward and backward calculating grid virtual number of nodes;
(2) to cell node assignment after roughening: mainly carrying out assignment to the point of new roughening unit and former unit conode, it is contemplated that Number of nodes may be even number, and assignment procedure need to judge to be roughened whether posterior nodal point is more than roughening prosthomere points in advance, then be assigned Value;
(3) boundary condition is assigned to the region after roughening, boundary condition mainly includes symmetrical boundary condition, open boundaryconditions, wall Boundary condition;
The method that area grid structuring is calculated in the step 3 specifically includes:
(1) which target area the dummy node unit for inquiring current region is located in;
(2) the dummy node unit of current region is inquired in which unit of target area;
(3) design parameter of the dummy node unit of 5 shape function interpolation calculation current region of formula 3- formula is utilized:
N11(x-1)(y-1)
N22(x+1)(y-1)
N33(x+1)(y+1)
N44(x-1)(y+1)
Formula 4
Wherein, u indicates the relevant parameter of the dummy node unit of current region.
7. a kind of extensive Landslide Hazards Fast numerical analogue simulation side as described in claim 1-4 any claim Method, which is characterized in that the step 4 specifically includes: the numerical simulation software use massflow software, according to step 1, The result of step 2 and step 3 carries out numerical simulation calculation to earth's surface disaster dynamic process.
8. a kind of extensive Landslide Hazards Fast numerical analogue simulation side as described in claim 1-4 any claim Method, which is characterized in that the step 5 specifically includes: the calculated result of n zoning of output, as a result with dem or The calculated result of n zoning, is merged into according to different-format using Arcgis or tecplot by the output of tecplot format One region is exported.
9. a kind of extensive Landslide Hazards Fast numerical analogue simulation system, which is characterized in that including memory and processing Device, in which:
The memory is for storing program instruction;
The processor is for running described program instruction, to execute following steps:
Obtain Landslide Hazards terrain data, source area range, elevation and physical and mechanical parameter;
Divide extensive Landslide Hazards zoning;
Thick tessellated mesh condition is judged, and to the roughening of zoning grid, mesh refinement and network;
Numerical simulation calculation is carried out to earth's surface disaster dynamic process using numerical simulation software;
The calculated result of n zoning is exported, and it is defeated that the calculated result of n zoning is merged into a zoning Out.
CN201811166665.4A 2018-09-30 2018-09-30 A kind of extensive Landslide Hazards Fast numerical simulation method and system Pending CN109446587A (en)

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CN107860367A (en) * 2017-11-03 2018-03-30 广州地理研究所 A kind of Group-occurring landslides volume rapid extracting method based on low latitude unmanned aerial vehicle remote sensing
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