CN108332696A - landslide monitoring method selection method - Google Patents

landslide monitoring method selection method Download PDF

Info

Publication number
CN108332696A
CN108332696A CN201810080029.3A CN201810080029A CN108332696A CN 108332696 A CN108332696 A CN 108332696A CN 201810080029 A CN201810080029 A CN 201810080029A CN 108332696 A CN108332696 A CN 108332696A
Authority
CN
China
Prior art keywords
monitoring
landslide
kinds
matrix
methods
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Granted
Application number
CN201810080029.3A
Other languages
Chinese (zh)
Other versions
CN108332696B (en
Inventor
陈龙
李远宁
季伟峰
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Chengdu Huajian Geological Engineering Technology Co ltd
Original Assignee
Institute of Exploration Technology Chinese Academy of Geological Sciences
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Institute of Exploration Technology Chinese Academy of Geological Sciences filed Critical Institute of Exploration Technology Chinese Academy of Geological Sciences
Priority to CN201810080029.3A priority Critical patent/CN108332696B/en
Publication of CN108332696A publication Critical patent/CN108332696A/en
Application granted granted Critical
Publication of CN108332696B publication Critical patent/CN108332696B/en
Active legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Classifications

    • GPHYSICS
    • G01MEASURING; TESTING
    • G01BMEASURING LENGTH, THICKNESS OR SIMILAR LINEAR DIMENSIONS; MEASURING ANGLES; MEASURING AREAS; MEASURING IRREGULARITIES OF SURFACES OR CONTOURS
    • G01B21/00Measuring arrangements or details thereof, where the measuring technique is not covered by the other groups of this subclass, unspecified or not relevant
    • G01B21/02Measuring arrangements or details thereof, where the measuring technique is not covered by the other groups of this subclass, unspecified or not relevant for measuring length, width, or thickness
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q10/00Administration; Management
    • G06Q10/04Forecasting or optimisation specially adapted for administrative or management purposes, e.g. linear programming or "cutting stock problem"
    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q50/00Information and communication technology [ICT] specially adapted for implementation of business processes of specific business sectors, e.g. utilities or tourism
    • G06Q50/10Services
    • G06Q50/26Government or public services
    • G06Q50/265Personal security, identity or safety

Landscapes

  • Business, Economics & Management (AREA)
  • Engineering & Computer Science (AREA)
  • Economics (AREA)
  • General Physics & Mathematics (AREA)
  • Physics & Mathematics (AREA)
  • Strategic Management (AREA)
  • Human Resources & Organizations (AREA)
  • Tourism & Hospitality (AREA)
  • General Business, Economics & Management (AREA)
  • Marketing (AREA)
  • Theoretical Computer Science (AREA)
  • Development Economics (AREA)
  • Computer Security & Cryptography (AREA)
  • Primary Health Care (AREA)
  • Educational Administration (AREA)
  • Health & Medical Sciences (AREA)
  • General Health & Medical Sciences (AREA)
  • Game Theory and Decision Science (AREA)
  • Entrepreneurship & Innovation (AREA)
  • Operations Research (AREA)
  • Quality & Reliability (AREA)
  • Testing Or Calibration Of Command Recording Devices (AREA)

Abstract

The invention relates to a landslide monitoring method selection method, which is suitable for the problems of landslide monitoring method selection and optimization design. Meanwhile, a judgment matrix of different types of landslides about the monitoring indexes is constructed according to the deformation stage and the landslide hazard, and the priority sequence of the different types of landslides about the monitoring indexes is calculated. And calculating the priority sequence of different types of landslides for the monitoring method by combining the monitoring method and two types of judgment matrixes of the landslide type. According to the landslide monitoring method and the landslide monitoring system, the landslide monitoring method and the landslide type are classified, and the priorities of different types of landslides for different monitoring methods are calculated quantitatively, so that the blindness of selecting the monitoring method during landslide monitoring design is avoided, and the selection of the landslide monitoring method is more scientific.

Description

Landslide monitoring method choice method
Technical field
The present invention relates to a kind of landslide monitoring method choice methods.
Background technology
China is vast in territory, complex geologic conditions, is in the world by one of landslide country the most serious nearly 30 Nian Lai, the geological disasters such as landslide that natural and mankind's activity induces are in aggravate trend year by year.Domestic and international general prevent and reduce natural disasters is arranged It applies and is broadly divided into engineering control, resettlement evacuation and monitoring and warning.At this stage, people usually use remote sensing, field investigation, interior The means such as outdoor experiment, field monitoring capture the information of Landslide Deformation, wherein most accurately obtaining the method for first-hand information just It is to carry out landslide professional monitoring.The deformation behaviour and rule on landslide, the model of monitoring and prediction slumped mass are understood and grasped by monitoring It encloses, scale, glide direction, unstability mode, time of origin and harmfulness, and takes Disaster Prevention Measures in time, so that it may with to greatest extent Reduce and prevent caused loss of coming down in ground.Meanwhile monitoring result can also examine the conclusion that landslide Stability Analysis is evaluated With the effect of landslide control engineering, thus monitoring be both SURVEYING OF LANDSLIDE, research and prevention and cure project important component and A kind of effective means that landslide monitoring forecast information obtains.Currently, the selection of landslide monitoring method is all by subjective judgement, Lack science, carries certain blindness.
Common landslide monitoring method has very much, and landslide ground displacement method has geodesic method, GPS monitorings system System, Close Up Photogrammetry, remote sensing monitoring, three-dimensional laser scanning system, simple observation method;The side of the underground displacement that comes down monitoring Method has borehole inclinometer monitoring, time domain reflectometry (Time Domain Reflectometry) etc..
In view of above-mentioned, the designer is actively subject to research and innovation, to found a kind of landslide monitoring method choice method, Make it with more the utility value in industry.
Invention content
In order to solve the above technical problems, the object of the present invention is to provide a kind of quantitative landslide monitoring fitness-for-service assessment methods. The technical method is by using analytic hierarchy process (AHP), according to different distortion stage landslide and landslide, the monitoring of different earth's surfaces and Six monitoring indexes of underground monitoring method set out, and quantitative calculates monitoring method preferred sequence.Ensure landslide monitoring method Optimization design has specific aim, the purpose of the selection landslide monitoring method for being optimal.
Landslide monitoring method choice method of the present invention, including:
It is preferential in different deformation stages, the earth's surface monitoring method to be selected of landslide grade combined situation to establish landslide Table of grading, monitoring method priority level table in underground to be selected;
SURVEYING OF LANDSLIDE is carried out, landslide basic geology model is established, determines that the deformation stage on landslide and hazard rating are divided Class;
Earth's surface monitoring or underground monitoring are carried out according to the deformation stage on the landslide to be monitored, landslide hierarchical selection;
The corresponding earth's surface monitoring method priority level table to be selected of inquiry or monitoring method priority level table in underground to be selected, according to The deformation stage on landslide to be monitored, the preceding monitoring method of landslide hierarchical selection priority.
Further, the earth's surface monitoring method priority level table to be selected, to be selected is established using analytic hierarchy process (AHP) (AHP) Underground monitoring method priority level table, wherein first, select different monitoring methods as destination layer;Secondly, monitoring method Characteristic index extract as rule layer, concrete property index includes:Monitoring frequency Z1, monitoring accuracy Z2, monitoring cost Six Z3, preliminary survey time Z4, monitoring the degree of automation Z5, environmental suitability Z6 aspects;Finally, using different measurement methods as Solution layer carries out alternative.
Specifically, the deformation stage on landslide is divided into three phases, specifically included:The creeping deformation stage at the uniform velocity deforms rank Section and acceleration deformation stage determine that the judgment matrix of the three phases distinguishes A1 (6)~A3 (6), expression formula is as follows:
The different hazard ratings on landslide by the extent of injury by weight to being gently divided into one to level Four, determine that four grades correspond to respectively Four judgment matrix B1 (6)~B4 (6), expression formula is as follows:
By the deformation stage on landslide, hazard rating weighted sum, when obtaining while considering deformation stage and hazard rating Judgment matrix CjWith its feature vector λjNamely consider to obtain 12 classes after three kinds of deformation stages and the combination of four class hazard ratings The Matrix C on landslide1 (6)~C12 (6) and feature vector λ1To λ12, expression is as follows:
Cj (6)11*Ai (6)12*Bi (6)
Wherein:Cj (6)--- consider judgment matrix when landslide grade and deformation stage combine;
α11、α12--- it is respectively the weight of deformation stage and hazard rating, α1112=0.5;
The ground displacement method to be selected includes:Measurement method has geodesic method, close in ground displacement Scape photogrammetry, 3 D laser scanning method, GPS monitorings, remote sensing monitoring, ground inclination method and simple observation method;
By the collection of Historical Monitoring instance data, each landslide ground displacement side to be selected is obtained using the method for statistics Judgment matrix and its feature vector of the method about six characteristic index, expression are as follows:
Monitoring frequency:According to the speed of monitoring frequency give a mark, constitute six kinds of landslide ground displacement methods to be selected about The judgment matrix D of monitoring frequency1 (6)With its feature vector μ1It is as follows:
μ1Geodesic method, Close Up Photogrammetry, 3 D laser scanning i.e. to be calculated by correlation matrix Method, GPS monitorings, remote sensing monitoring, ground inclination method and six kinds of simple observation method landslide ground displacement method to be selected are about prison The weight size of measured frequency;
Monitoring accuracy:It is given a mark according to monitoring accuracy, constitutes six kinds of landslide ground displacement methods to be selected about monitoring essence The judgment matrix D of degree2 (6)With its feature vector μ2It is as follows:
μ2Geodesic method, Close Up Photogrammetry, 3 D laser scanning i.e. to be calculated by correlation matrix Method, GPS monitorings, remote sensing monitoring, ground inclination method and six kinds of simple observation method landslide ground displacement method to be selected are about prison Survey the weight size of precision;
Monitoring cost:It is given a mark according to monitoring cost, constitutes six kinds of landslide ground displacement methods to be selected about monitoring essence The judgment matrix D of degree3 (6)With its feature vector μ3It is as follows:
μ3Geodesic method, Close Up Photogrammetry, 3 D laser scanning i.e. to be calculated by correlation matrix Method, GPS monitorings, remote sensing monitoring, ground inclination method and six kinds of simple observation method landslide ground displacement method to be selected are about prison Survey the weight size of cost;
The preliminary survey time:It is given a mark according to the preliminary survey time, constitutes six kinds of landslide ground displacement methods to be selected about monitoring essence The judgment matrix D of degree4 (6)With its feature vector μ4It is as follows:
μ4Geodesic method, Close Up Photogrammetry, 3 D laser scanning i.e. to be calculated by correlation matrix Method, GPS monitorings, remote sensing monitoring, ground inclination method and six kinds of simple observation method landslide ground displacement method to be selected are about first Survey the weight size of time;
Monitor the degree of automation:Monitoring the degree of automation is divided into low and high two classifications, corresponds to 1-5 points and 6-9 respectively Point;5 kinds of methods of high degree of automation installation manually-operated complexity of monitoring method is ranked up, from the difficult to the easy for Remote sensing>Up short is observed and 3 D laser scanning>Geodesic method>GPS monitor, respectively correspond to 6,7,8,9 points;Thus structure Judgment matrix D at six kinds of landslide ground displacement methods to be selected about monitoring accuracy5 (6)With its feature vector μ5It is as follows:
μ5Geodesic method, Close Up Photogrammetry, 3 D laser scanning i.e. to be calculated by correlation matrix Method, GPS monitorings, remote sensing monitoring, ground inclination method and six kinds of simple observation method landslide ground displacement method to be selected are about prison Survey the weight size of the degree of automation;
Environmental suitability:Judgment matrix D of six kinds of landslide ground displacement methods to be selected about monitoring accuracy6 (6)And its Feature vector μ6It is as follows:
μ6Geodesic method, Close Up Photogrammetry, 3 D laser scanning i.e. to be calculated by correlation matrix Method, GPS monitorings, remote sensing monitoring, ground inclination method and six kinds of simple observation method landslide ground displacement method to be selected are about ring The weight size of border adaptability;
By feature vector μ16Combination forms six kinds of landslide ground displacement methods to be selected about six characteristic index Weight matrix Y(6)
Calculate weight matrix Y(6)The Matrix C to come down respectively with 12 classes1 (6)~C12 (6)Feature vector λ1To λ12Multiply Product is considered six kinds of landslide ground displacement methods to be selected when landslide grade and deformation stage combine simultaneously Weight namely priority;Result of calculation is indicated in table form, is formed and establishes landslide in different deformation stages, cunning The earth's surface monitoring method priority level table to be selected of slope hazard rating combined situation;
The underground monitoring method to be selected includes:Borehole inclinometer and the reflection monitoring of landslide time domain;
Monitoring frequency:Constitute judgment matrix E of the two methods about monitoring frequency1 (2)With its feature vector ν1It is as follows:
Monitoring accuracy:Constitute judgment matrix E of the two methods about monitoring accuracy2 (6)With its feature vector ν2It is as follows:
Two kinds of underground monitoring methods to be selected are about monitoring cost, preliminary survey time, monitoring the degree of automation and environmental suitability Judgment matrix, be E respectively3 (6)-E6 (6), feature vector is respectively ν36
Judgment matrix (E of the solution layer about rule layer in underground displacement monitoring method computed above1 (2)-E6 (2)) and Its feature vector (ν16), by ν16Combination forms six kinds of landslide ground displacement methods to be selected and refers to about six characteristics Target weight matrix X.
Calculate Matrix Cs of the weight matrix X respectively with 12 classes landslide1 (6)~C12 (6)Feature vector λ1To λ12Product, The weight of two kinds of underground monitoring methods to be selected when landslide grade and deformation stage combine, Ye Jiyou are considered simultaneously First grade;Result of calculation is indicated in table form, is formed and establishes landslide in different deformation stages, landslide grade The monitoring method priority level table in underground to be selected of combined situation.
Further, if landslide carried out monitoring, judge deformation stage by the Historical Monitoring data on landslide;If Landslide did not carried out monitoring, then judged deformation stage by the deformation sign on landslide;Pass through landslide object and economic loss Landslide grade is judged.
According to the above aspect of the present invention, landslide monitoring method choice method of the present invention has at least the following advantages:
By the way that landslide monitoring method and Landslides are classified and quantitatively calculate different type landslide for different prisons The priority of survey method avoids the blindness chosen to monitoring method when landslide monitoring design, so that landslide monitoring Method choice more science.
Above description is only the general introduction of technical solution of the present invention, in order to better understand the technical means of the present invention, And can be implemented in accordance with the contents of the specification, below with presently preferred embodiments of the present invention and after coordinating attached drawing to be described in detail such as.
Description of the drawings
Fig. 1 is the flow chart of landslide monitoring method choice method of the present invention;
Fig. 2 is earth's surface monitoring hierarchy Model of the present invention;
Fig. 3 is earth's surface monitoring hierarchy Model of the present invention;
Fig. 4 is monitoring hierarchical structure in underground of the present invention.
Specific implementation mode
With reference to the accompanying drawings and examples, the specific implementation mode of the present invention is described in further detail.Implement below Example is not limited to the scope of the present invention for illustrating the present invention.
Embodiment 1
The present embodiment landslide monitoring method choice method, including:
It is preferential in different deformation stages, the earth's surface monitoring method to be selected of landslide grade combined situation to establish landslide Table of grading, monitoring method priority level table in underground to be selected;
SURVEYING OF LANDSLIDE is carried out, landslide basic geology model is established, determines that the deformation stage on landslide and hazard rating are divided Class;
Earth's surface monitoring or underground monitoring are carried out according to the deformation stage on the landslide to be monitored, landslide hierarchical selection;
The corresponding earth's surface monitoring method priority level table to be selected of inquiry or monitoring method priority level table in underground to be selected, according to The deformation stage on landslide to be monitored, the preceding monitoring method of landslide hierarchical selection priority.
The present embodiment, invention calculate priority ranking of the different monitoring methods about monitoring index.Meanwhile for landslide The stage of deformation and landslide construct the pairwise comparison matrix that different type comes down about monitoring index, calculate not The priority ranking that same type comes down about monitoring index.In conjunction with two class pairwise comparison matrix of monitoring method and Landslides, Calculate priority ranking of the different type landslide for monitoring method.Landslide monitoring method is chosen no quantification and is commented at present Valence is mostly by virtue of experience to choose monitoring method, the present invention by by landslide monitoring method and Landslides classification and quantitative scoring Priority of the different type landslide for different monitoring methods is calculated, avoids carrying out selecting monitoring method when landslide monitoring design The blindness taken, so that landslide monitoring method choice more science.
Embodiment 2
The present embodiment landslide monitoring method choice method, on the basis of embodiment 1, using analytic hierarchy process (AHP) (AHP) into Row landslide monitoring method applicability semi-quantitative assessment.The basic ideas of analytic hierarchy process (AHP) are that different monitoring methods is selected to make first For destination layer;Then the characteristic index of monitoring method is extract as rule layer;The monitoring of landslide monitoring distinct methods It can be divided into different indexs, in terms of the monitoring method and instrument characteristic that the present invention is paid close attention to the most can be summarized as following six Index, monitoring frequency C1, monitoring accuracy C2, monitoring cost C3, preliminary survey time C4, monitoring the degree of automation C5, environment adapt to The C6 such as property.It is finally carried out using different measurement methods as solution layer alternative.Just landslide is in different deformation stages, cunning below Earth's surface monitoring method priority level table to be selected, the monitoring method priority level table in underground to be selected of slope hazard rating combined situation carry out Detailed analysis.
One, monitoring Classification of Landslides judges
1, classify according to the Landslide Deformation stage
Landslide is divided into and had carried out monitoring and had not carried out monitoring two classes.Having carried out the landslide of monitoring can lead to It crosses monitoring data early period and judges the Landslide Deformation stage, and then monitoring optimizing is instructed to design;The landslide not being monitored need into Judgement deformation stage is made an on-the-spot survey in the scene crossed in detail, is then monitored optimization design.
It is, in general, that the Landslide Deformation stage can be divided into three phases, creeping deformation stage, at the uniform velocity deformation stage and acceleration Deformation stage (table 1).
1 Landslide Deformation divided stages of table
Specifically, the deformation stage on landslide is divided into three phases, specifically included:The creeping deformation stage at the uniform velocity deforms rank Section and acceleration deformation stage determine that the judgment matrix of the three phases distinguishes A1 (6)~A3 (6), expression formula is as follows:
2, classify according to landslide
With reference to《Landslide control engineering geotechnical investigation code DZ/T 0218-2006》According to the potential warp for endangering object and harm Landslide grade is divided into 4 grades (tables 2) by the difference of Ji loss.
Table 2 endangers object level division
According to table 2, four grades are corresponded into four judgment matrixs respectively, for hazard rating one to level Four construction rules layer With the judgment matrix of destination layer, determine that four grades correspond to four judgment matrix B respectively1 (6)~B4 (6), expression formula is as follows:
By the deformation stage on landslide, hazard rating weighted sum, when obtaining while considering deformation stage and hazard rating Judgment matrix CjWith its feature vector λjNamely consider to obtain 12 classes after three kinds of deformation stages and the combination of four class hazard ratings The Matrix C on landslide1 (6)~C12 (6)With feature vector λ1To λ12, expression is as follows:
Cj (6)11*Ai (6)12*Bi (6)
Wherein:Cj (6)--- consider judgment matrix when landslide grade and deformation stage combine;
α11、α12--- it is respectively the weight of deformation stage and hazard rating, α1112=0.5;
Table 3 considers matrix calculation result when Landslide Deformation stage and hazard rating
Three, ground displacement
1, hierarchy Model is built
With the basic principle of analytic hierarchy process (AHP), landslide ground displacement measurement method will be chosen as destination layer;It will Six characteristic indexs of measurement method are as rule layer;Using six kinds of measurement methods as solution layer, as shown in Figure 2.
2, construction judges matrix (in pairs relatively)
On the basis of establishing hierarchy Model, it is next just to determine the judgement scale of each level factor.And By expert opinion combination comprehensive analysis, judgment matrix (positive reciprocal matrix) two-by-two is constructed.
(1) judgment matrix of the destination layer about rule layer
If will more each criterion C1, C2 ..., importance of the Cn to target O
(2) judgment matrix of the solution layer about rule layer
Measurement method has geodesic method, Close Up Photogrammetry, 3 D laser scanning in common ground displacement Method, GPS monitorings, remote sensing monitoring, ground inclination method and simple observation method.The characteristics of each measurement method, differs, conventional level What the direct reduced parameter value of measurement method was used is that 1-9 Scale Methods of subjective Santy provide (table in analytic approach 4).This method, which needs a large amount of experts to be given a mark, can just obtain relatively reasonable value, this project team is by largely monitoring reality The foundation as expert estimation using the method for statistics is attempted in the collection of example.Ground displacement method characteristic statistics come down such as Shown in table 5.
4 judgment matrix element a of tableij1-9 Scale Methods
Scale Meaning
1 It indicates that two factors are compared, there is no less important
3 Indicate that two factors are compared, a factor is slightly more important than another factor
5 Indicate that two factors are compared, a factor is obviously more important than another factor
7 Indicate that two factors are compared, a factor is strongly more important than another factor
9 Indicate that two factors are compared, a factor is more extremely important than another factor
2、4、6、8 The intermediate value of above-mentioned two adjacent judgement
It is reciprocal Judgement as of the factor i compared with jij, then judgement as of the factor j compared with iji=1/aij
The landslide of table 5 ground displacement measurement method characteristic statistics table
With reference to collecting statistical result and take the mode of expert estimation, it can be deduced that landslide ground displacement method Judgment matrix of the above-mentioned six kinds of landslide ground displacement methods to be selected about six characteristic index.
Monitoring frequency
By statistics it can be seen that the frequency range of this six kinds of monitoring methods is by soon to slow for minutes/time 5-86400, this hair The bright marking for most simply observing monitoring frequency soon is 9, and the faster GPS monitorings marking of monitoring frequency is 7, and monitoring frequency is medium Geodesic method and Close Up Photogrammetry give a mark 5 and 4 respectively, the most slow remote sensing monitoring of monitoring frequency and three-dimensional laser are swept It is 1 to retouch method marking, is given a mark according to the speed of monitoring frequency, constitutes six kinds of landslide ground displacement methods to be selected about prison The judgment matrix D of measured frequency1 (6)With its feature vector μ1It is as follows:
μ1Geodesic method, Close Up Photogrammetry, 3 D laser scanning i.e. to be calculated by correlation matrix Method, GPS monitorings, remote sensing monitoring, ground inclination method and six kinds of simple observation method landslide ground displacement method to be selected are about prison The weight size of measured frequency;
Monitoring accuracy
By statistics it can be seen that this six kinds of monitoring methods frequency accuracy be 1-500mm, the present invention by monitoring accuracy most High 3 D laser scanning monitoring and geodesic method marking is 9, and the minimum remote sensing monitoring marking of monitoring accuracy is 1, monitoring essence It is 5 to spend medium Close Up Photogrammetry, GPS monitoring methods and simple monitoring method and give a mark respectively.It is given a mark according to monitoring accuracy, structure Judgment matrix D at six kinds of landslide ground displacement methods to be selected about monitoring accuracy2 (6)With its feature vector μ2It is as follows:
μ2Geodesic method, Close Up Photogrammetry, 3 D laser scanning i.e. to be calculated by correlation matrix Method, GPS monitorings, remote sensing monitoring, ground inclination method and six kinds of simple observation method landslide ground displacement method to be selected are about prison Survey the weight size of precision;
Monitoring cost
By statistics it can be seen that the monitoring cost of this six kinds of monitoring methods is ten thousand yuan of 0.1-50, the present invention is by monitoring cost Minimum simple observation marking is 9, and the lower Close Up Photogrammetry of monitoring cost and the marking of GPS monitoring methods are 7, monitoring essence It is 5 to spend medium geodesic method and remote sensing monitoring method marking, and the highest 3 D laser scanning monitoring marking of monitoring cost is 1. Constitute judgment matrix D of six kinds of landslide ground displacement methods to be selected about monitoring accuracy3 (6)With its feature vector μ3It is as follows:
μ3Geodesic method, Close Up Photogrammetry, 3 D laser scanning i.e. to be calculated by correlation matrix Method, GPS monitorings, remote sensing monitoring, ground inclination method and six kinds of simple observation method landslide ground displacement method to be selected are about prison Survey the weight size of cost;
The preliminary survey time
By statistics it can be seen that the time of coming into operation of this six kinds of monitoring methods is 0.3-144 hours, the present invention will be first It is 9 to survey time shortest simple observation method and 3 D laser scanning marking, the shorter geodesic method of making time and GPS prisons It is 7 to survey marking, and the longer Close Up Photogrammetry marking of making time is 3, and the time, longest remote sensing monitoring marking was 1.Thus Constitute judgment matrix D of six kinds of landslide ground displacement methods to be selected about monitoring accuracy4 (6)With its feature vector μ4It is as follows:
μ4Geodesic method, Close Up Photogrammetry, 3 D laser scanning i.e. to be calculated by correlation matrix Method, GPS monitorings, remote sensing monitoring, ground inclination method and six kinds of simple observation method landslide ground displacement method to be selected are about first Survey the weight size of time;
Monitor the degree of automation
One direction of monitoring method development at present is automation, much monitor (such as geodesic method, up short Method, 3 D laser scanning, GPS monitorings and remote sensing monitoring) it can realize that monitoring is automated journey by automatic monitoring, the present invention Degree is divided into low and high two classifications, corresponding respectively (1-5 points) and (6-9 points);5 kinds of methods of high degree of automation are installed into prison The manually-operated complexity of survey method is ranked up, and is from the difficult to the easy remote sensing>Up short is observed and 3 D laser scanning> Geodesic method>GPS monitor, respectively correspond to 6,7,8,9 points.Thus six kinds of landslide ground displacement methods to be selected are constituted to close In the judgment matrix D of monitoring accuracy5 (6)With its feature vector μ5It is as follows:
μ5Geodesic method, Close Up Photogrammetry, 3 D laser scanning i.e. to be calculated by correlation matrix Method, GPS monitorings, remote sensing monitoring, ground inclination method and six kinds of simple observation method landslide ground displacement method to be selected are about prison Survey the weight size of the degree of automation;
Environmental suitability
Above-mentioned monitoring method is broadly divided into two classes from the point of view of environmental suitability, and a kind of monitoring method is adapted to entirely The needs of weather monitoring;In addition a kind of method based on optical monitoring there are certain requirements sighting condition, and the present invention is by 6 kinds of sides Method is ranked up the quality of environmental suitability, by good to bad respectively GPS and simple observation (9 points)>Remote sensing (7 points)>Three Tie up laser scanning (5 points)>Up short (4 points)>Geodesic survey (1 point).Thus six kinds of landslide ground displacement methods to be selected Judgment matrix D about monitoring accuracy6 (6)With its feature vector μ6It is as follows:
μ6Geodesic method, Close Up Photogrammetry, 3 D laser scanning i.e. to be calculated by correlation matrix Method, GPS monitorings, remote sensing monitoring, ground inclination method and six kinds of simple observation method landslide ground displacement method to be selected are about ring The weight size of border adaptability;
Judgment matrix (D of the solution layer about rule layer computed above1 (6)To D6 (6)), in conjunction with rule layer about mesh The weight of each monitoring method can be calculated in the judgment matrix of mark layer, and foundation is provided for landslide monitoring Methods of optimization design.
3, Mode of Level Simple Sequence and its consistency check
In solution) matrix, Mode of Level Simple Sequence and consistency check are carried out, obtains the feature vector (weight) of each matrix.
4, total hierarchial sorting and its consistency check
Total hierarchial sorting and consistency check is normalized, obtain each index of lowermost layer (monitoring frequency, monitoring accuracy, Monitoring cost, monitoring needs come into operation the time, monitoring the degree of automation and monitoring of environmental adaptability) to top target ( Table deformation monitoring method select) relative importance weights.
By feature vector μ16Combination forms six kinds of landslide ground displacement methods to be selected about six characteristic index Weight matrix Y(6)
Calculate weight matrix Y(6)The Matrix C to come down respectively with 12 classes1 (6)~C12 (6)Feature vector λ1To λ12Multiply Product is considered six kinds of landslide ground displacement methods to be selected when landslide grade and deformation stage combine simultaneously Weight namely priority;Result of calculation is indicated in table form, is formed and establishes landslide in different deformation stages, cunning The earth's surface monitoring method priority level table to be selected of slope hazard rating combined situation;
Table 6 considers earth's surface monitoring calculation result when Landslide Deformation stage and hazard rating
Four, underground deformation monitors
1, hierarchy Model is built
With the basic principle of analytic hierarchy process (AHP), landslide underground displacement will be chosen and monitor measurement method as destination layer;It will Six characteristic indexs of measurement method are as rule layer;Using six kinds of measurement methods as solution layer, as shown in Figure 4.
2, construction judges matrix (in pairs relatively)
Measurement method has borehole inclinometer and the reflection monitoring of landslide time domain, underground of coming down in common underground displacement monitoring Displacement monitoring method characteristic statistics are as shown in table 7.
The landslide of table 7 underground displacement monitors measurement method characteristic statistics table
With reference to collecting statistical result and take the mode of expert estimation, it can be deduced that landslide ground displacement method Judgment matrix of the above two method about six characteristic index.
8 judgment matrix element a of tableij1-9 Scale Methods
Scale Meaning
1 It indicates that two factors are compared, there is no less important
3 Indicate that two factors are compared, a factor is slightly more important than another factor
5 Indicate that two factors are compared, a factor is obviously more important than another factor
7 Indicate that two factors are compared, a factor is strongly more important than another factor
9 Indicate that two factors are compared, a factor is more extremely important than another factor
2、4、6、8 The intermediate value of above-mentioned two adjacent judgement
It is reciprocal Judgement as of the factor i compared with jij, then judgement as of the factor j compared with iji=1/aij
Monitoring frequency
By statistics it can be seen that the frequency range of this two kinds of monitoring methods by being slowly minutes/time 5-30, passing through receipts soon Set information can be seen that the monitoring frequency of borehole inclinometer in minutes/time 10-30, and the frequency of landslide time domain reflection monitoring is 5 Minute/time;Borehole inclinometer marking is 4 by the present invention, and the faster landslide time domain reflection monitoring marking of monitoring frequency is 9.By This monitoring frequency:Constitute judgment matrix E of the two methods about monitoring frequency1 (2)With its feature vector ν1It is as follows:
Monitoring accuracy
By statistics it can be seen that the precision of this two kinds of monitoring methods is different, by data collection it can be seen that bore inclining The monitoring accuracy of instrument is error per 15m measuring ranges within 4mm, i.e. 0.3mm/m;The essence of landslide time domain reflection monitoring Degree is 1-5mm.Borehole inclinometer marking is 9 by the present invention, and the reflection monitoring marking of landslide time domain is 3.Thus monitoring accuracy: Constitute judgment matrix E of the two methods about monitoring accuracy2 (6)With its feature vector ν2It is as follows:
From the monitoring cost of method, preliminary survey time, monitoring the degree of automation and environmental suitability, borehole inclinometer It is substantially similar that two methods of monitoring are reflected with landslide time domain.This with the measuring principle of two methods be it is closely related, at present Borehole inclinometer and the reflection monitoring of landslide time domain are drilled on gliding mass, and landslide-slip zone following certain depth is pierced It is embedded to instrument later, therefore the preliminary survey time of two methods, all at 72-120 hours, this is to consider to drill when installing with instrument Between after average time for providing;Probing work, instrument itself and mounting cost are had also contemplated in same monitoring cost, at present The monitoring instrument price of two methods is different, but generally price difference is little, in the case where considering identical probing working condition at This is close, and the estimated cost of two methods is respectively ten thousand yuan of 5-10;In terms of monitoring automation, both of which has full automatic Instrument, therefore it is height to monitor the degree of automation all;In terms of monitoring of environmental adaptability, the working environment of two methods is all in drilling Portion, working method are all then to dispose monitoring instrument in bore inner again using first drilling, therefore the monitoring ring of two methods Border adaptability is also similar.To sum up,
Two kinds of underground monitoring methods to be selected are about monitoring cost, preliminary survey time, monitoring the degree of automation and environmental suitability Judgment matrix, be E respectively3 (6)-E6 (6), feature vector is respectively ν36
Judgment matrix (E of the solution layer about rule layer in underground displacement monitoring method computed above1 (2)-E6 (2)), then The weight of each monitoring method can be calculated about the matrix of destination layer in conjunction with rule layer, optimize for landslide monitoring method Design provides foundation.
3, Mode of Level Simple Sequence and its consistency check
Solve above-mentioned (E1 (2)-E6 (2)) matrix, carry out Mode of Level Simple Sequence and consistency check, obtain the feature of each matrix to It measures (weight).
4, total hierarchial sorting and consistency check is normalized in total hierarchial sorting and its consistency check, obtains minimum (monitoring frequency, monitoring accuracy, monitoring cost, monitoring needs come into operation time, monitoring the degree of automation and prison each index of layer Survey environmental suitability) to the weights of the relative importance of top target (surface deformation monitoring method choice).
By ν16Combination forms weight matrix of six kinds of landslide ground displacement methods to be selected about six characteristic index X。
Calculate Matrix Cs of the weight matrix X respectively with 12 classes landslide1 (6)~C12 (6)Feature vector λ1To λ12Product, The weight of two kinds of underground monitoring methods to be selected when landslide grade and deformation stage combine, Ye Jiyou are considered simultaneously First grade;Result of calculation is indicated in table form, is formed and establishes landslide in different deformation stages, landslide grade The monitoring method priority level table in underground to be selected of combined situation.
Table 9 considers underground monitoring calculation result when Landslide Deformation stage and hazard rating
In conjunction with the result of calculation such as following table of earth's surface monitoring and underground monitoring method.
10 monitoring optimizing design calculation result of table
Embodiment one, yellow mud bar pedal bank landslide monitoring Methods of optimization design brief introduction
1.1, come down essential characteristic
Yellow mud bar pedals bank landslide and is located at the Changjiang river left bank tributary Zhuxi left bank, 10 groups of the Yunyang County Renhe Town villages Jian Qiang.Yellow mud bar It is in arc-shaped to pedal bank landslide plane configuration, and for south and north flanks using coombe as boundary, double ditches are homologous to be intersected in upper back edge platform, preceding Edge is demarcated as boundary with stack layer and basement rock, is flooded at present by Zhuxi due to Three-Gorges Reservoir slip mass leading edge portion, and landslide is whole Body boundary condition is more clear.Slip mass leading edge elevation 135m, rear elevation 260m, height difference 125m.Slip mass main sliding direction 263 °, landslide is about 450m, wide about 400m, gliding mass average thickness 20m, and landslide area is 18 × 104m2, landslide volume about 360 ×104m3
Landslide Stability is affected by many factors, is broadly divided into two aspects of internal factor and external factor.Internal factor Including geological structure, orographic condition, ground volume property etc.;External factor includes the effect (rainfall and Ku Shui), earthquake, people of water Class engineering activity etc..Internal factor plays control action to Landslide Stability, and external factor often increases sliding force, leads to rock Soil strength reduces and weakens skid resistance, the occurrence and development for promoting Landslide Deformation to destroy.
To sum up, landslide monitoring purpose is the stability on evaluation landslide, and progress early-warning and predicting is the service of preventing and reducing natural disasters.Landslide is Middle level concordant landslide o earth slope, landslide Dynamic genesis are rainfall and Reservoir Water Level;Landslide is two level, is in and at the uniform velocity becomes Shape stage, Landslide Deformation sign are apparent.
According to above-mentioned landslide essential characteristic, the present invention chooses earth's surface monitoring and two class monitoring method of rainfall monitoring.
1.2, landslide monitoring optimization design
1.2.1 deformation analysis
According to the previous monitoring data in the landslide, the present invention can be used Gray Correlation simply carry out Landslide Deformation influence because Plain weight analysis.
Use Gray Correlation by extracting yellow mud bar stone steps bank landslide contribution factor, choose landslide it is upper it is representational before Edge monitoring point YY025, the monitoring points YY028 at rear portion are available for the X ordered series of numbers data calculated.
Extreme value is made to data and equalization handling result obtains degree of association matrix:
When YY025 Drawdown of Reservoir Water Level
Sequence shows to influence maximum to be Drawdown of Reservoir Water Level amount on monitoring point YY025 displacements during Drawdown of Reservoir Water Level, Followed by Drawdown of Reservoir Water Level rate, third, it is that degree is flooded on landslide to influence minimum to rainfall.
When YY028 Drawdown of Reservoir Water Level
It is rainfall, followed by library water that sequence, which shows that monitoring point YY028 Influence of Displacement is maximum during Drawdown of Reservoir Water Level, Position slippage, third, it is that degree is flooded on landslide to influence minimum to Drawdown of Reservoir Water Level rate.
When YY025 reservoir levels rise
Sequence shows to influence monitoring point YY025 displacements during reservoir level rises maximum for raising speed on reservoir level Third degree is flooded in rate, followed by reservoir level ascending amount, landslide, it is rainfall to influence minimum.
When YY028 reservoir levels rise
Sequence shows that maximum to monitoring point YY028 Influence of Displacement during reservoir level rises is rainfall, followed by library Third degree is flooded in rate of rise, landslide, it is reservoir level ascending amount to influence minimum.
As the above analysis, leading edge monitoring point YY025 by reservoir level lifting be affected, rear monitoring point YY028 by Rainfall is affected.Monitoring data should include rainfall and Reservoir Water Level.It is larger in view of Landslide Deformation, it can be without underground Deformation monitoring (except research purpose).
Similarly cause the correlation analysis purpose of calamity sensitive factor consistent with Landslide Deformation, the present invention also uses numerical simulation Method come down to yellow mud Ba Dunkan two dimension (including seepage flow, deformation, ess-strain, shearing strain under Ku Shui, rainfall Increment etc.) and three-dimensional (deformation, ess-strain, shearing strain increment etc.) Numerical Model Analysis.The conclusion and grey relational grade obtained Method analysis result is consistent.
1.2.2 monitoring method optimizes
1, ground displacement method is preferred
(1) Judgement Matricies and Mode of Level Simple Sequence
The maximum eigenvalue λ of Amax=6.174, corresponding feature vector is:
W(1)=(0.182,0.182,0.091,0.182,0.182,0.182)T
Coincident indicatorRandom index RI=1.24 (tables look-up)
Consistency ratio CR=0.0346/1.24=0.0279<0.1, pass through consistency check.
(2) total hierarchial sorting and consistency check
GPS (0.218) is calculated>Simple monitoring (0.208)>Geodesic method (0.174)>3 D laser scanning (0.162)>Close-range photogrammetry (0.142)>Remote sensing survey (0.096), it is optimal case to select GPS monitorings.
2, monitoring arrangement
Since the deformation of landslide front is mainly influenced by Reservoir Water Level, the main rain shadow sound of accepting a surrender of landslide rear portion deformation.Respectively In landslide front and rear distributing GPS ground displacement point.Since landslide is at the uniform velocity deformation stage, it is not recommended that take biography The underground displacement monitoring method of system.The rear portion deformation principal element that comes down is rainfall, therefore rainfall gauge is arranged in slip mass rear portion.
I-I ', II-II ' 2 Monitoring Profiles is laid on landslide, and 2 GPS surface displacements prisons are laid on I-I ' Monitoring Profiles Measuring point, distribution elevation are 190m, 240m;2 GPS ground displacement points are laid on II-II ' Monitoring Profiles, distribution elevation is 190m、240m;1 GPS ground displacement datum mark is laid at the stabilization in vitro basement rock of landslide.It is monitored optimization design Later, it is reduced at 4 by original 9 GPS monitorings, economic benefit greatly improves.
Macroscopic view inspection monitoring is that engineering geology personnel periodically investigate slip mass according to patrol route, and patrol route is The key area determined after reconnaissance trip investigation, by macroscopic deformation person's movements and expression to having occurred (such as crack occurs and develop, Face settles, sink, caving in, expanding, swelling, building deformation etc.), with deform related abnormal phenomenon (as sound, underground water Exception, animal anomaly etc.), water level conditions etc. carry out investigation records, Landslide Deformation trend is made in conjunction with relevant professional knowledge macro It sees and judges.
11 monitoring network statistical form of table
Embodiment two, nest packet stone landslide monitoring Methods of optimization design brief introduction
2.1 landslide essential characteristics
Nest packet stone landslide is tried to win favour one group of the towns the positive area San Hui gulfs Bai Yan village positioned at Palestine and China, landslide area topography totality east northeast Gao Nanxi Low, 245 ° or so of slope aspect, slope height difference is 130m or so, and the gradient is 9~20 °, and the S wings that landslide area is located at Nanyang anticline are close Axle portion, apart from axle portion 100-200m, 6~8 ° of rock stratum general inclination WWS, ∠.Come down plane configuration round-backed armchair shape, and profile morphology is Stairstepping, slider bed spatial shape are linear type shape, and geomorphic feature is low mountain cuesta channel erosion landforms.Come down leading edge elevation 385m, rear elevation 489m, the whole long 450.00m in landslide, mean breadth 355.00m, area 11.96 × 104m2, thickness of sliding body 18.0m, landslide volume are 215.80 × 104m3
Landslide Stability is affected by many factors, is broadly divided into two aspects of internal factor and external factor.Internal factor Including geological structure, orographic condition, ground volume property etc.;External factor includes effect, earthquake, Human dried bloodstains of water etc.. Internal factor plays control action to Landslide Stability, and external factor often increases sliding force, lead to Rock And Soil strength reduction and Weaken skid resistance, the occurrence and development for promoting Landslide Deformation to destroy.
Nest packet stone landslide slope monitoring purpose is the stability on evaluation landslide, and progress early-warning and predicting is the service of preventing and reducing natural disasters.It is sliding Slope is concordant landslide o earth slope, and landslide Dynamic genesis is rainfall;Landslide is three-level, is in initial deformation stage, before landslide Deformation sign is realized at edge and middle part.
According to above-mentioned landslide essential characteristic, the present invention chooses earth's surface monitoring, underground monitoring and rainfall monitoring three classes monitoring side Method.
2.2 landslide monitoring optimization designs
2.2.1 monitoring method optimizes
1, ground displacement method is preferred
(1) Judgement Matricies and Mode of Level Simple Sequence
The maximum eigenvalue λ of Amax=6.000, corresponding feature vector is:
W(1)=(0.104,0.104,0.402,0.104,0.182,0.104)
Coincident indicatorRandom index RI=1.24 (tables look-up)
Consistency ratio CR=0/1.24=0<0.1, pass through consistency check.
Known 6 kinds of methods are about the judgment matrix of 6 characteristic index:
Different earth's surface monitoring methods sentence different earth's surface prisons about monitoring frequency difference earth's surface monitoring method about monitoring accuracy Survey method is about monitoring cost
Thus the maximum eigenvalue of each attribute and corresponding feature vector can be acquired.
Pass through consistency check
(2) total hierarchial sorting and consistency check
GPS (0.215) is calculated>Simply (0.188)>Greatly (0.168)=close shot (0.168)>Remote sensing (0.119)> 3 D laser scanning (0.118), it is optimal case to select GPS monitorings.
2, underground displacement monitoring method is preferred
(1) Judgement Matricies and Mode of Level Simple Sequence
Thus the maximum eigenvalue of each attribute and corresponding feature vector can be acquired.
Pass through consistency check
(2) total hierarchial sorting and consistency check
Bore inclining monitoring (0.536) is calculated>Bore inclining prison is selected in landslide time domain reflection monitoring (0.465) It is optimal case to survey.
2.2.2 monitoring point is arranged
Nest packet stone landslide monitoring is arranged.
(1) ground displacement
Should be in the upper distributing GPS ground displacement point in landslide, due to funds and budget limit, the present invention is set using optimization The ordinary surveying method of meter monitoring priority ranking second.
The contactless monitoring land slide slit system of this project development is used on the landslide.Installation site is landslide II-II ' In the middle part of section at crack.Elevation 424,427M (LF01, LF02).
(2) underground deformation monitors
2 deep soils points (QX01, QX02) are laid on I-I ' landslide section, distribution elevation is 406,442M, Hole depth corresponds to 12.2M, 15.2M.It is measured using stationary slope level mode.Stationary slope level is at a certain distance Deviational survey sensor is installed in inclinometer pipe different depth, directly obtains the shift value of different depth, major advantage is precision height (machine error greatly reduces, avoids manually-operated error), measurement is convenient, monitoring cost is low, and can measure for a long time.
In elevation 442M drillings, the present invention also arranges deep displacement flexibility monitoring system (flexible wide range prison simultaneously Examining system) (RX01) progress underground displacement monitoring.
(3) rainfall monitors
The landslide is to be formed under heavy rain fall out effect.Therefore rainfall gauge 1 (YL01) is laid, after being set in slip mass Portion.
12 monitoring network statistical form of table
Monitoring content Ground displacement Underground displacement monitors Rainfall monitors
Quantity 2 2+1 1
The above is only a preferred embodiment of the present invention, it is not intended to restrict the invention, it is noted that for this skill For the those of ordinary skill in art field, without departing from the technical principles of the invention, can also make it is several improvement and Modification, these improvements and modifications also should be regarded as protection scope of the present invention.

Claims (4)

1. a kind of landslide monitoring method choice method, which is characterized in that including:
Establish to be selected earth's surface monitoring method priority level of the landslide in different deformation stages, landslide grade combined situation Table, monitoring method priority level table in underground to be selected;
SURVEYING OF LANDSLIDE is carried out, landslide basic geology model is established, determines that the deformation stage on landslide and hazard rating are classified;
Earth's surface monitoring or underground monitoring are carried out according to the deformation stage on the landslide to be monitored, landslide hierarchical selection;
The corresponding earth's surface monitoring method priority level table to be selected of inquiry or monitoring method priority level table in underground to be selected, according to waiting supervising Survey deformation stage, the preceding monitoring method of landslide hierarchical selection priority on landslide.
2. landslide monitoring method choice method according to claim 1, which is characterized in that use analytic hierarchy process (AHP) (AHP) Establish the earth's surface monitoring method priority level table to be selected, monitoring method priority level table in underground to be selected, wherein first, choosing Different monitoring methods are selected as destination layer;Secondly, the characteristic index of monitoring method is extract as rule layer, concrete property Index includes:Monitoring frequency Z1, monitoring accuracy Z2, monitoring cost Z3, preliminary survey time Z4, monitoring the degree of automation Z5, environment are suitable Six aspects of answering property Z6;Finally, it is carried out using different measurement methods as solution layer alternative.
3. landslide monitoring method choice method according to claim 2, which is characterized in that
The deformation stage on landslide is divided into three phases, is specifically included:Creeping deformation stage, at the uniform velocity deformation stage and acceleration deformation Stage determines that the judgment matrix of the three phases distinguishes A1 (6)~A3 (6), expression formula is as follows:
The different hazard ratings on landslide are divided into one to level Four by weight by the extent of injury to light, determine that four grades correspond to four respectively Judgment matrix B1 (6)~B4 (6), expression formula is as follows:
By the deformation stage on landslide, hazard rating weighted sum, judgement when deformation stage and hazard rating is obtained while considered Matrix CjWith its feature vector λjNamely consider to obtain 12 classes landslide after three kinds of deformation stages and the combination of four class hazard ratings Matrix C1 (6)~C12 (6)With feature vector λ1To λ12, expression is as follows:
Cj (6)11*Ai (6)12*Bi (6)
Wherein:Cj (6)--- consider judgment matrix when landslide grade and deformation stage combine;
α11、α12--- it is respectively the weight of deformation stage and hazard rating, α1112=0.5;
The ground displacement method to be selected includes:Measurement method has geodesic method, close shot to take the photograph in ground displacement Shadow measurement, 3 D laser scanning method, GPS monitorings, remote sensing monitoring, ground inclination method and simple observation method;
By the collection of Historical Monitoring instance data, show that each landslide ground displacement method to be selected is closed using the method for statistics In the judgment matrix and its feature vector of six characteristic index, expression is as follows:
Monitoring frequency:It is given a mark according to the speed of monitoring frequency, constitutes six kinds of landslide ground displacement methods to be selected about monitoring The judgment matrix D of frequency1 (6)With its feature vector μ1It is as follows:
μ1It is the geodesic method being calculated by correlation matrix, Close Up Photogrammetry, 3 D laser scanning method, GPS Monitoring, remote sensing monitoring, ground inclination method and six kinds of simple observation method landslide ground displacement method to be selected are about monitoring frequency Weight size;
Monitoring accuracy:It is given a mark according to monitoring accuracy, constitutes six kinds of landslide ground displacement methods to be selected about monitoring accuracy Judgment matrix D2 (6)With its feature vector μ2It is as follows:
μ2It is the geodesic method being calculated by correlation matrix, Close Up Photogrammetry, 3 D laser scanning method, GPS Monitoring, remote sensing monitoring, ground inclination method and six kinds of simple observation method landslide ground displacement method to be selected are about monitoring accuracy Weight size;
Monitoring cost:It is given a mark according to monitoring cost, constitutes six kinds of landslide ground displacement methods to be selected about monitoring accuracy Judgment matrix D3 (6)With its feature vector μ3It is as follows:
μ3It is the geodesic method being calculated by correlation matrix, Close Up Photogrammetry, 3 D laser scanning method, GPS Monitoring, remote sensing monitoring, ground inclination method and six kinds of simple observation method landslide ground displacement method to be selected are about monitoring cost Weight size;
The preliminary survey time:It is given a mark according to the preliminary survey time, constitutes six kinds of landslide ground displacement methods to be selected about monitoring accuracy Judgment matrix D4 (6)With its feature vector μ4It is as follows:
μ4It is the geodesic method being calculated by correlation matrix, Close Up Photogrammetry, 3 D laser scanning method, GPS Monitoring, remote sensing monitoring, ground inclination method and six kinds of simple observation method landslide ground displacement method to be selected are about the preliminary survey time Weight size;
Monitor the degree of automation:Monitoring the degree of automation is divided into low and high two classifications, corresponds to 1-5 points and 6-9 points respectively;It will 5 kinds of methods installation manually-operated complexity of monitoring method of high degree of automation is ranked up, and is from the difficult to the easy remote sensing>Closely Scape photographic observation and 3 D laser scanning>Geodesic method>GPS monitor, respectively correspond to 6,7,8,9 points;Thus six kinds are constituted to wait for Judgment matrix D of the choosing landslide ground displacement method about monitoring accuracy5 (6)With its feature vector μ5It is as follows:
μ5It is the geodesic method being calculated by correlation matrix, Close Up Photogrammetry, 3 D laser scanning method, GPS Monitoring, remote sensing monitoring, ground inclination method and six kinds of simple observation method landslide ground displacement method to be selected are automatic about monitoring The weight size of change degree;
Environmental suitability:Judgment matrix D of six kinds of landslide ground displacement methods to be selected about monitoring accuracy6 (6)With its feature Vectorial μ6It is as follows:
μ6It is the geodesic method being calculated by correlation matrix, Close Up Photogrammetry, 3 D laser scanning method, GPS Monitoring, remote sensing monitoring, ground inclination method and six kinds of simple observation method landslide ground displacement method to be selected are adapted to about environment The weight size of property;
By feature vector μ16Combination forms weight of six kinds of landslide ground displacement methods to be selected about six characteristic index Matrix Y(6)
Calculate weight matrix Y(6)The Matrix C to come down respectively with 12 classes1 (6)~C12 (6)Feature vector λ1To λ12Product, obtain To the weight of six kinds of landslide ground displacement methods to be selected when considering that landslide grade and deformation stage combine simultaneously, That is priority;Result of calculation is indicated in table form, is formed and establishes landslide in different deformation stages, landslide etc. The earth's surface monitoring method priority level table to be selected of grade combined situation;
The underground monitoring method to be selected includes:Borehole inclinometer and the reflection monitoring of landslide time domain;
Monitoring frequency:Constitute judgment matrix E of the two methods about monitoring frequency1 (2)With its feature vector ν1It is as follows:
Monitoring accuracy:Constitute judgment matrix E of the two methods about monitoring accuracy2 (6)With its feature vector ν2It is as follows:
Two kinds of underground monitoring methods to be selected are sentenced about monitoring cost, preliminary survey time, monitoring the degree of automation and environmental suitability Disconnected matrix, is E respectively3 (6)-E6 (6), feature vector is respectively ν36
Judgment matrix (E of the solution layer about rule layer in underground displacement monitoring method computed above1 (2)-E6 (2)) He Qite Levy vector (ν16), by ν16Combination forms power of six kinds of landslide ground displacement methods to be selected about six characteristic index Weight matrix X.
Calculate Matrix Cs of the weight matrix X respectively with 12 classes landslide1 (6)~C12 (6)Feature vector λ1To λ12Product, obtain The weight namely priority of two kinds of underground monitoring methods to be selected when landslide grade and deformation stage combine are considered simultaneously; Result of calculation is indicated in table form, is formed and establishes landslide in different deformation stages, landslide grade combination feelings The monitoring method priority level table in underground to be selected of condition.
4. landslide monitoring method choice method according to claim 1, which is characterized in that if landslide carried out monitoring, Then judge deformation stage by the Historical Monitoring data on landslide;If landslide did not carried out monitoring, pass through the change person's movements and expression on landslide As judging deformation stage;Landslide grade is judged by landslide object and economic loss.
CN201810080029.3A 2018-01-27 2018-01-27 Landslide monitoring method selection method Active CN108332696B (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
CN201810080029.3A CN108332696B (en) 2018-01-27 2018-01-27 Landslide monitoring method selection method

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
CN201810080029.3A CN108332696B (en) 2018-01-27 2018-01-27 Landslide monitoring method selection method

Publications (2)

Publication Number Publication Date
CN108332696A true CN108332696A (en) 2018-07-27
CN108332696B CN108332696B (en) 2020-03-31

Family

ID=62926142

Family Applications (1)

Application Number Title Priority Date Filing Date
CN201810080029.3A Active CN108332696B (en) 2018-01-27 2018-01-27 Landslide monitoring method selection method

Country Status (1)

Country Link
CN (1) CN108332696B (en)

Cited By (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN110427654A (en) * 2019-07-09 2019-11-08 中国地质大学(武汉) A kind of predictive model of landslide construction method and system based on sensitiveness
CN110751397A (en) * 2019-10-22 2020-02-04 深圳市城市交通规划设计研究中心有限公司 Slope monitoring system evaluation method
CN111539568A (en) * 2020-04-22 2020-08-14 深圳市地质局 Safety monitoring system and method based on unmanned aerial vehicle and three-dimensional modeling technology
CN114299693A (en) * 2021-12-30 2022-04-08 中国有色金属长沙勘察设计研究院有限公司 GNSS-based slope monitoring and early warning method
CN115270266A (en) * 2022-08-03 2022-11-01 南昌大学 Slope monitoring state risk judgment method based on improved analytic hierarchy process

Citations (8)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2013167342A1 (en) * 2012-05-07 2013-11-14 Siemens Aktiengesellschaft A method for computer-aided processing of models of a technical system
CN104715159A (en) * 2015-04-01 2015-06-17 中国科学院、水利部成都山地灾害与环境研究所 Multi-hierarchy analysis method for risk assessment of linear engineering geological hazards
CN106476809A (en) * 2016-04-29 2017-03-08 江苏理工学院 A kind of method of estimation of automobile attachment state and Special testing device
CN106529738A (en) * 2016-11-28 2017-03-22 中国环境科学研究院 Groundwater polluted site repair technology optimization method
CN106934478A (en) * 2015-12-29 2017-07-07 核工业北京地质研究院 Hlw Geological Repository site suitability method for quantitatively evaluating based on AHP
CN107220411A (en) * 2017-05-03 2017-09-29 中南大学 The method of discrimination and its system of a kind of Landslide Deformation degree
KR20170128008A (en) * 2016-05-13 2017-11-22 이영대 Business Intangible Asset Valuation System And Method, Using Cost Approach and Methods
CN107525907A (en) * 2017-10-16 2017-12-29 中国环境科学研究院 Underground water pollution monitoring net Multipurpose Optimal Method

Patent Citations (8)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
WO2013167342A1 (en) * 2012-05-07 2013-11-14 Siemens Aktiengesellschaft A method for computer-aided processing of models of a technical system
CN104715159A (en) * 2015-04-01 2015-06-17 中国科学院、水利部成都山地灾害与环境研究所 Multi-hierarchy analysis method for risk assessment of linear engineering geological hazards
CN106934478A (en) * 2015-12-29 2017-07-07 核工业北京地质研究院 Hlw Geological Repository site suitability method for quantitatively evaluating based on AHP
CN106476809A (en) * 2016-04-29 2017-03-08 江苏理工学院 A kind of method of estimation of automobile attachment state and Special testing device
KR20170128008A (en) * 2016-05-13 2017-11-22 이영대 Business Intangible Asset Valuation System And Method, Using Cost Approach and Methods
CN106529738A (en) * 2016-11-28 2017-03-22 中国环境科学研究院 Groundwater polluted site repair technology optimization method
CN107220411A (en) * 2017-05-03 2017-09-29 中南大学 The method of discrimination and its system of a kind of Landslide Deformation degree
CN107525907A (en) * 2017-10-16 2017-12-29 中国环境科学研究院 Underground water pollution monitoring net Multipurpose Optimal Method

Non-Patent Citations (1)

* Cited by examiner, † Cited by third party
Title
杨海龙 等: "基于模糊综合评判法的苏宝河流域地震滑坡潜在危险性评判", 《路基工程》 *

Cited By (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN110427654A (en) * 2019-07-09 2019-11-08 中国地质大学(武汉) A kind of predictive model of landslide construction method and system based on sensitiveness
CN110427654B (en) * 2019-07-09 2023-04-18 中国地质大学(武汉) Landslide prediction model construction method and system based on sensitive state
CN110751397A (en) * 2019-10-22 2020-02-04 深圳市城市交通规划设计研究中心有限公司 Slope monitoring system evaluation method
CN111539568A (en) * 2020-04-22 2020-08-14 深圳市地质局 Safety monitoring system and method based on unmanned aerial vehicle and three-dimensional modeling technology
CN114299693A (en) * 2021-12-30 2022-04-08 中国有色金属长沙勘察设计研究院有限公司 GNSS-based slope monitoring and early warning method
CN115270266A (en) * 2022-08-03 2022-11-01 南昌大学 Slope monitoring state risk judgment method based on improved analytic hierarchy process

Also Published As

Publication number Publication date
CN108332696B (en) 2020-03-31

Similar Documents

Publication Publication Date Title
CN108332696A (en) landslide monitoring method selection method
Marzorati et al. Rock falls induced by earthquakes: a statistical approach
KR101927659B1 (en) Method of determining representative site condition in buildings region
Tamene et al. Reservoir siltation in the semi‐arid highlands of northern Ethiopia: sediment yield–catchment area relationship and a semi‐quantitative approach for predicting sediment yield
US20160070828A1 (en) Vulnerability Assessment Method of Water Inrush from Aquifer Underlying Coal Seam
CN109447493B (en) Post-earthquake debris flow risk evaluation method based on source activity intensity
Kolat et al. Development of geotechnical microzonation model for Yenisehir (Bursa, Turkey) located at a seismically active region
CN109584510A (en) A kind of road landslide of high slope disaster alarm method based on valuation functions training
CN113283802A (en) Landslide risk assessment method for complex and difficult mountain area
CN106157541A (en) A kind of Debris Flow method for early warning and application thereof
CN113570226A (en) Method for evaluating occurrence probability grade of tunnel water inrush disaster in fault fracture zone
Weng et al. Evaluating failure mechanisms of dip slope using a multiscale investigation and discrete element modelling
Suh et al. Subsidence hazard assessment at the Samcheok coalfield, South Korea: a case study using GIS
Khalid et al. Application of Kriging for development of SPT N value contour maps and USCS-based soil type qualitative contour maps for Islamabad, Pakistan
Siddiqui et al. DEM-based drainage network analysis using steepness and Hack SL indices to identify areas of differential uplift in Emilia–Romagna Apennines, northern Italy
Tang et al. Emergency assessment of seismic landslide susceptibility: a case study of the 2008 Wenchuan earthquake affected area
Chen et al. Investigation of Land Subsidence Based on the Column Element Settlement Model in a Soft‐Soil Area
Schoonbeek Land subsidence as a result of natural gas extraction in the province of Groningen
KR101926304B1 (en) Method of selecting representative boring investigation data in buildings region
Massey et al. Earthquake-induced displacement is insignificant in the reactivated Utiku landslide, New Zealand
KR101926303B1 (en) Method of selecting optimum installation position of earthquake accelerometer in buildings region
Chitsazan et al. Land subsidence susceptibility mapping using PWRSTFAL framework and analytic hierarchy process: fuzzy method (case study: Damaneh-Daran Plain in the west of Isfahan Province, Iran)
CN106021717A (en) Neural network-based method for analyzing surface subsidence caused by metro excavation
Zhang et al. Comprehensive performance evaluation of high embankments in heavy-haul railways using an improved extension model with attribute reduction algorithm
Wang et al. A procedure for risk assessment of check dam systems: A case study of Wangmaogou watershed

Legal Events

Date Code Title Description
PB01 Publication
PB01 Publication
SE01 Entry into force of request for substantive examination
SE01 Entry into force of request for substantive examination
GR01 Patent grant
GR01 Patent grant
TR01 Transfer of patent right
TR01 Transfer of patent right

Effective date of registration: 20221110

Address after: No.1, Section 2, North 1st ring road, Chengdu, Sichuan 610000

Patentee after: Chengdu Huajian Geological Engineering Technology Co.,Ltd.

Address before: No. 139, Ganghua Road, Chengdu Modern Industrial Port, Pixian County, Chengdu, Sichuan 611734

Patentee before: INSTITUTE OF EXPLORATION TECHNOLOGY OF CHINESE ACADEMY OF GEOLOGICAL SCIENCES