CN106772377A - A kind of building deformation monitoring method based on InSAR - Google Patents

A kind of building deformation monitoring method based on InSAR Download PDF

Info

Publication number
CN106772377A
CN106772377A CN201710033255.1A CN201710033255A CN106772377A CN 106772377 A CN106772377 A CN 106772377A CN 201710033255 A CN201710033255 A CN 201710033255A CN 106772377 A CN106772377 A CN 106772377A
Authority
CN
China
Prior art keywords
building
deformation
insar
points
phase
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.)
Pending
Application number
CN201710033255.1A
Other languages
Chinese (zh)
Inventor
张爱军
李会超
杨顺生
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.)
SHENZHEN ROAD & BRIDGE CONSTRUCTION GROUP Co Ltd
Original Assignee
SHENZHEN ROAD & BRIDGE CONSTRUCTION GROUP Co Ltd
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 SHENZHEN ROAD & BRIDGE CONSTRUCTION GROUP Co Ltd filed Critical SHENZHEN ROAD & BRIDGE CONSTRUCTION GROUP Co Ltd
Priority to CN201710033255.1A priority Critical patent/CN106772377A/en
Publication of CN106772377A publication Critical patent/CN106772377A/en
Pending legal-status Critical Current

Links

Classifications

    • GPHYSICS
    • G01MEASURING; TESTING
    • G01SRADIO DIRECTION-FINDING; RADIO NAVIGATION; DETERMINING DISTANCE OR VELOCITY BY USE OF RADIO WAVES; LOCATING OR PRESENCE-DETECTING BY USE OF THE REFLECTION OR RERADIATION OF RADIO WAVES; ANALOGOUS ARRANGEMENTS USING OTHER WAVES
    • G01S13/00Systems using the reflection or reradiation of radio waves, e.g. radar systems; Analogous systems using reflection or reradiation of waves whose nature or wavelength is irrelevant or unspecified
    • G01S13/88Radar or analogous systems specially adapted for specific applications
    • G01S13/89Radar or analogous systems specially adapted for specific applications for mapping or imaging
    • G01S13/90Radar or analogous systems specially adapted for specific applications for mapping or imaging using synthetic aperture techniques, e.g. synthetic aperture radar [SAR] techniques
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01SRADIO DIRECTION-FINDING; RADIO NAVIGATION; DETERMINING DISTANCE OR VELOCITY BY USE OF RADIO WAVES; LOCATING OR PRESENCE-DETECTING BY USE OF THE REFLECTION OR RERADIATION OF RADIO WAVES; ANALOGOUS ARRANGEMENTS USING OTHER WAVES
    • G01S13/00Systems using the reflection or reradiation of radio waves, e.g. radar systems; Analogous systems using reflection or reradiation of waves whose nature or wavelength is irrelevant or unspecified
    • G01S13/88Radar or analogous systems specially adapted for specific applications
    • G01S13/89Radar or analogous systems specially adapted for specific applications for mapping or imaging
    • G01S13/90Radar or analogous systems specially adapted for specific applications for mapping or imaging using synthetic aperture techniques, e.g. synthetic aperture radar [SAR] techniques
    • G01S13/9021SAR image post-processing techniques
    • G01S13/9023SAR image post-processing techniques combined with interferometric techniques
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01BMEASURING LENGTH, THICKNESS OR SIMILAR LINEAR DIMENSIONS; MEASURING ANGLES; MEASURING AREAS; MEASURING IRREGULARITIES OF SURFACES OR CONTOURS
    • G01B15/00Measuring arrangements characterised by the use of electromagnetic waves or particle radiation, e.g. by the use of microwaves, X-rays, gamma rays or electrons
    • G01B15/06Measuring arrangements characterised by the use of electromagnetic waves or particle radiation, e.g. by the use of microwaves, X-rays, gamma rays or electrons for measuring the deformation in a solid
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01CMEASURING DISTANCES, LEVELS OR BEARINGS; SURVEYING; NAVIGATION; GYROSCOPIC INSTRUMENTS; PHOTOGRAMMETRY OR VIDEOGRAMMETRY
    • G01C5/00Measuring height; Measuring distances transverse to line of sight; Levelling between separated points; Surveyors' levels

Abstract

The present invention relates to a kind of building deformation monitoring method based on InSAR, comprise the following steps:S1 filters out InSAR initial data;S2 is extracted and screening PS points in monitored area;The removal of the geometric phase of S3 PS points;The resolving of S4 building space deformation quantities;S5 calculates building inclination rate according to the deformation quantity for calculating;S6 is monitored on time dimension, repeats above procedure, obtains monitoring difference, obtains building deformation quantity and rate of deformation.The present invention, to Deformation Field, space interpolation is carried out to sight line to coherence in Deformation Field by using InSAR technical limit spacing building radar line of sights less than the pixel that solution twines threshold value, obtains the continuous Deformation Field in space;By the data processing to obtaining and calculate the deformation and the rate of deformation that obtain building, for the monitoring of building provide it is a kind of on a large scale, low-cost and easy-to in the method for long term monitoring, effectively the acceleration of building can be deformed and make early warning.

Description

A kind of building deformation monitoring method based on InSAR
Technical field
The present invention relates to deformation monitoring method, more specifically to a kind of building based on interference synthetic aperture radar Composition deformation monitoring method.
Background technology
As the process of development and the urbanization of national economy is constantly advanced, increasing intensive building is pulled out in cities and towns Ground and rise;While surface structures is constantly newly-built, the underground space in city is also constantly being exploited and is utilizing, subway tunnel Road, underground pipe gallery, underground traffic road etc. are also constantly newly-built.The problem brought therefrom is exactly that the underground space exists Constantly emptied, the foundation condition of above ground structure also just there occurs change.The change of foundation condition may cause building to incline Tiltedly, deform, or even the loss caused casualties with property of collapsing, so it is strong to monitor building to need a kind of efficient method Health and safety.
In recent years, aerospace field synthetic aperture radar(Synthetic Aperture Radar,SAR)Technology is not Disconnected development, for its application in civil construction field provides technological reserve.Synthetic aperture radar passes through spaceborne and airborne, with it The earth observation that high-resolution, round-the-clock, round-the-clock, the data retrieval capabilities of large area have turned into countries in the world most attention is distant Sense technology.Interfering synthetic aperture radar(Synthetic Aperture Radar Interferometry, InSAR)Technology is most Basic principle is by means of two width or two width above SAR images for covering same area, using being included in SAR images In phase information extract radar antenna and arrive the distance between earth's surface, carry out phase interference treatment, join with reference to the attitude of radar Number rebuilds the digital elevation model (DEM) of earth's surface.
The content of the invention
The technical problem to be solved in the present invention is, for the defect of prior art, there is provided a kind of building based on InSAR Composition deformation monitoring method.
The technical solution adopted for the present invention to solve the technical problems is:A kind of building deformation based on InSAR of construction Monitoring method, comprises the following steps:
S1 filters out InSAR initial data;
S2 is extracted and screening PS points in monitored area;
The removal of the geometric phase of S3 PS points;
The resolving of S4 building space deformation quantities;
S5 calculates building inclination rate according to the deformation quantity for calculating;
S6 is monitored on time dimension, repeats above procedure, obtains monitoring difference, obtains building deformation quantity and deformation speed Rate.
In a kind of building deformation monitoring method based on InSAR of the present invention, in step sl, from same field In the multiple image interference data sequences of N width SAR that scape is obtained, a main image is chosen, then all images are all accurately matched somebody with somebody with main image It is accurate;According to make it is all interference to time reference line and the optimal principle of Space Baseline, be main image with a SAR images, remaining N-1 image is, from image, to form N-1 interference right.
It is in step s 2, special in scattering in a kind of building deformation monitoring method based on InSAR of the present invention Property aspect, the building of this area, large-sized artificial atural object may be constructed the strong scattering of the stabilization such as dihedral angle, trihedral angle, and shows It is the relevant point target of height, is easy to the application of time series InSAR technologies;After obtaining PS Candidate Sets, the region to pre-monitoring is entered The further process of refinement of row, PS points are extracted using amplitude deviation and temporal coherence dual thresholds, and base is detected in amplitude deviation On plinth, the information in impact point time series is estimated, the PS points for meeting and requiring are extracted with time coherence factor, improve estimation essence Degree, time coherence coefficientIt is the function for interfering map number and pixel time series phase, is defined as
In formula,It is the quantity of interference pattern,It is differential interferometry phase,It is the phase that spatial domain LPF is obtained,It is landform phase;After completing amplitude deviation, the extraction of time coherence coefficient dual thresholds, the region that be directed to monitoring carry out PS That puts is selected.
In a kind of building deformation monitoring method based on InSAR of the present invention, in step s3, PS is being chosen During point, using image orbital data and known outside DEM removals level land phase and landform phase, calculate DEM errors with it is vertical The proportional relation of baseline, whether corresponding pixel is sufficiently stable in judging image by calculating ratio value size, and then considers it Whether PS point can be defined as.
It is in step s 4, dry from difference in a kind of building deformation monitoring method based on InSAR of the present invention Application least square method is estimated in relating to phase, removes the linear deformation increment and DEM errors of each PS point, and carry out three-dimensional Space-time solution is twined, and atmospheric phase is removed using spatio-temporal filtering method, the rate of deformation and elevation of PS points is obtained, by it perpendicular to ground Face is projected, and obtains the deformation quantity of building dimensional parameters sum;Including width b, A, B point-to-point transmissions between AB points on building highly Difference
In a kind of building deformation monitoring method based on InSAR of the present invention, in step s 5, a width of AB in building =b, the differential settlement that 2 points of roof A, B is=, then slope of the building on AB directions be:
Inclination angle is:
Assuming thatMoment measures inclination angle, thenThe change at time period introversion oblique angle is turned to
Implement a kind of building deformation monitoring method based on InSAR of the invention, have the advantages that:
Method the invention provides a kind of utilization InSAR interference to obtaining building three-dimensional shaped variable field in itself, by using InSAR technical limit spacing building radar line of sights twine the pixel of threshold value to sight line to coherence in Deformation Field to Deformation Field less than solution Space interpolation is carried out, the continuous Deformation Field in space is obtained;The deformation of building is obtained by the data processing to obtaining and calculating And rate of deformation, for the monitoring of building provide it is a kind of on a large scale, low-cost and easy-to in the method for long term monitoring, can be effectively right Early warning is made in the acceleration deformation of building.
Brief description of the drawings
Below in conjunction with drawings and Examples, the invention will be further described, in accompanying drawing:
Fig. 1 is a kind of flow chart of building deformation monitoring method based on InSAR of the invention.
Fig. 2 is that a kind of building inclination of building deformation monitoring method based on InSAR of the invention calculates schematic diagram.
Fig. 3 is that a kind of building roof bottom centre point of building deformation monitoring method based on InSAR of the invention is relative Seek the integral inclined calculating schematic diagram of building in position.
Fig. 4 is using the PS-In main implementation process figures of SAR technical limit spacing building deformations.
Fig. 5 is interference to combination diagram.
Fig. 6 is PS point distribution maps.
Fig. 7 is certain cell rate of settling distribution map.
Specific embodiment
In order to make the purpose , technical scheme and advantage of the present invention be clearer, it is right below in conjunction with drawings and Examples The present invention is further elaborated.It should be appreciated that the specific embodiments described herein are merely illustrative of the present invention, and It is not used in the restriction present invention.
Fig. 1 shows a kind of flow chart of building deformation monitoring method based on InSAR of the invention, a kind of base Comprised the following steps in the building deformation monitoring method of InSAR:InSAR initial data is screened,
In the multiple image interference data sequences of N width SAR obtained from Same Scene, a main image is chosen, then all images are all same Main image accuracy registration.
According to make it is all interference to time reference line and the optimal principle of Space Baseline, be main image with a SAR images, its N-1 remaining image is, from image, to form N-1 interference right.From the multiple image interference data sequences of N width SAR that Same Scene is obtained In row, a main image is chosen, then all images are all with main image accuracy registration.During this have chosen -2011 2007 18 scape Terra SAR-X high-resolution band pattern SAR datas are tested, and SAR images size is arranged for 25000 row × 10000, Area coverage about 50 × 20km2.
According to make it is all interference to time reference line and the optimal principle of Space Baseline, with the SAR images of 2010-01-03 It is main image, remaining 17 scape image is, from image, to form 17 interference right.Interference is to information as shown in figure 5, can from Fig. 5 It is 2424m with the maximum for drawing interference centering Space Baseline, is satisfactory for the image of L wave bands, it is minimum It is 90m to be worth;The maximum of time reference line is 1058d, and minimum value is 46d.
Extracted and screening PS points in monitored area, in terms of scattering properties, the building of this area, large-sized artificial atural object can To constitute the strong scattering of the stabilization such as dihedral angle, trihedral angle, and relevant point target high is shown as, be easy to time series InSAR technologies Application.The primary election of PS points is carried out using the method for SAR amplitude dispersion indexs herein, with the stability approximate expression phase of amplitude Stability.
After obtaining PS Candidate Sets, the region to pre-monitoring carries out further process of refinement.Using amplitude deviation and when Between coherence's dual thresholds extract PS points, amplitude deviation detection on the basis of, estimate impact point time series on information, the used time Between coherence factor extract meet require PS points, improve estimation precision.Time coherence coefficientIt is interference map number and the pixel time The function of sequence phase, is defined as
In formula,It is the quantity of interference pattern,It is differential interferometry phase,It is the phase that spatial domain LPF is obtained,It is landform phase.
After completing amplitude deviation, the extraction of time coherence coefficient dual thresholds, to be directed to the region of monitoring carry out the essence of PS points Choosing.First, according to the concrete analysis to gained height value after actual conditions and amendment, rational elevation threshold value is set, is rejected not The point target of care, filters out point target interested;Then, rational coherence's threshold value is set, building is further chosen The point target of stabilization on thing, it is ensured that the reliability of result.This example finally gives 45453 PS candidates points, as shown in fig. 6, PS Point to be distributed on building, covers preferably, it is seen that the PS point masses for identifying are preferable.
The removal of the geometric phase of PS points, it is flat using image orbital data and known outside DEM removals when PS points are chosen Ground phase and landform phase, calculate DEM errors relation proportional to vertical parallax, and image is judged by calculating ratio value size In corresponding pixel it is whether sufficiently stable, and then consider whether it can be defined as PS points.Obtain N(17)Width differential interferometry figure, Geometric phase removal is only carried out on PS points.The SRTM-DEM data that resolution ratio is 90m, height accuracy is 16m are used in this example.
The resolving of building space deformation quantity, application least square method is estimated from differential interferometry phase, removes each The linear deformation increment and DEM errors of PS points, and carry out three-dimensional space-time solution and twine, atmospheric phase is removed using spatio-temporal filtering method, The rate of deformation and elevation of PS points are obtained, it is projected perpendicular to ground, obtain the deformation of building dimensional parameters sum Amount;Including width b, A, B point-to-point transmission differences in height between AB points on building.The application least square method from differential interferometry phase Estimate, remove the linear deformation increment and DEM errors of each PS point, and carry out three-dimensional space-time solution and twine, using spatio-temporal filtering method Removal atmospheric phase, obtains the rate of deformation and elevation of PS points, and it is projected perpendicular to ground, obtains surface subsidence speed Rate.Fig. 7 is the city cell rate of settling distribution map.
From figure 7 it can be seen that relevant point target is mainly distributed on man-made features, it is consistent with actual conditions.White in figure The size of circle represents the size of the rate of settling, and circle area is bigger to represent that the rate of settling is bigger, and major part point is all deposited In the fuctuation within a narrow range of -4~4 mm/a, solid black lines inframe is that the position of the substantially building of deformation, inner white circle face occur Product is larger, shows the rate of settling substantially slightly larger than peripheral region, about -12~-8 mm/a.
According to some documents:Slope is equal to gradient, and simply call is different;Inclination angle is cried when being represented with angle. So-called inclination, i.e. top of building and bottom centre not on a vertical line, slope be exactly push up the projection of bottom central horizontal away from The ratio between with depth of building.
The inclination for measuring building has two methods:One class is directly to determine the inclination of building, and the method is used for base The less high-rise of plinth area, such as skyscraper, water tower, chimney, steel tower, pillar;Another kind of is by measuring building The elevation change on thing basis, the inclination of building can be calculated divided by the distance of point-to-point transmission with the differential settlement of point-to-point transmission.
《Building deformation measurement specification》Middle regulation, the integral inclined of rigidity building can be by measuring building top surface or base The relative settlement of plinth determines indirectly.Belonging to frame structure more the high-story house of city, can be inclined by observing differential settlement calculating entirety Slope.
As shown in Fig. 2 a width of AB=b in building(Obtained by In-SAR technologies), the differential settlement that 2 points of roof A, B is= (Obtained by In-SAR technologies), then slope of the building on AB directions be:
Inclination angle is:
Assuming thatMoment measures inclination angle, thenThe change at time period introversion oblique angle is turned to
Similarly, the slope of building and inclination angle on other directions can be also calculated using this method.By building slope and The situation of change at different time sections introversion oblique angle, foundation can be provided with reference to corresponding building structure specification for building security evaluation.
Again as shown in figure 3, asking building integral inclined according to building roof bottom centre point relative position(Axonometry)
B、C、D、Relative position coordinates(Through consulting literatures, building or earth's surface three-dimensional can be obtained by In-SAR technologies Information.Its position relationship is represented in same cartesian coordinate system for simplicity)Obtained by In-SAR technologies with building height H .
Bottom centre's coordinate is:
Top center coordinate is:
Projector distance on x/y plane is:
Certain moment building inclination rate is:
Similarly, the slope that can calculate other any time buildings obtains different time sections introversion slope variable quantity afterwards.
It is above total tilt variation amount, can also seeks single direction(Such as AB, CD, BC or AD)Inclination, method is identical, Simply coordinate computing formula slightly has difference.
InSAR technologies pass through orbit parameter and the imaging geometry realization of sensor to earth's surface point target coordinate position, Elevation and the measurement of deformation, successfully combine synthetic aperture radar image-forming principle and interferometry technology, can accurately measure ground The three-dimensional space position and minor variations of table certain point.Differential SAR Interferometry (Differential In SAR, D-InSAR) skill Art is mainly used in monitoring radar line of sight direction Centimeter Level or more small earth surface shape as an extension of InSAR technologies Become, its monitoring range is big, spatial resolution is high, heed contacted measure the features such as, compensate for having passed the deficiency of system measurement means. But, D-InSAR technologies are closed by space-time dephasing and atmosphere delay is influenceed so that its precision and applicability are significantly reduced.
For problem present in D-In SAR technology applications, domestic and foreign scholars are begun attempt to using several sequential SAR Image carries out time series analysis by sedimentation.I.e. in specific Data processing, ropy point in image is abandoned, only retain and grind The preferable point target of region internal stability is studied carefully as process object, with reference to the Time series analysis method of several SAR images, with The space-time dephasing for making up traditional D-In SAR technologies is done and atmosphere delay problem, improves the precision of deformation monitoring.At present, use The means that several SAR images carry out Timing Difference interference treatment mainly include:Small Baseline Subset (SBAS) technology, Permanent scatterers (PS) technology and manual corner reflector (CR) technology, these technologies are senior In SAR technologies.
PS-InSAR stroke analysises analyze the phase and amplitude information of areal SAR image sets, search and do not receive time, sky Between and air decoherence influence PS points, set up phase model on PS points, using many scape interference patterns phase constitute equation group And iterative, obtain millimetre-sized ground settlement.The particularly satellite such as Terra SAR-X, COSMO-SkyMed is mutually secondary Penetrate successfully, indicate SAR satellite images increase resolution to a new order of magnitude.Have benefited from the 3m even high-space resolution of 1m Rate, the distribution density and three-dimensional localization precision of Permanent scatterers are greatly improved;Satellite revisiting period is short simultaneously, it is ensured that Surface displacement monitoring frequency higher;It is large-scale that high-resolution X-band SAR data allows that PS-InSAR technologies are continued to monitor The deformation details of single building, for the deformation monitoring of City Building provides good technical support.
Method the invention provides a kind of utilization InSAR interference to obtaining mining area surface three-dimensional shaped variable field, by using InSAR technical limit spacings mining area radar line of sight enters to coherence in Deformation Field to sight line to Deformation Field less than the pixel that solution twines threshold value Row space interpolation, obtains the continuous Deformation Field in space;The main radius of influence of each pixel is calculated using mining area work EDS maps; Obtain after the displacement factor of mining area, mining area surface is moved horizontally and is converted to sinking, and according to radar imagery principle group Into equation group;Equation group is solved, the solution of the surface subsidence value for meeting required precision is drawn, east is then calculated according to sinking West, North and South direction tilting value;Finally using thing, the tilting value of North and South direction and the proportionate relationship for moving horizontally calculate thing, The Deformation Field of North and South direction.Breach InSAR and solve rigors of the three-dimensional shaped variable field for data, monitoring expense is high to wait system About, greatly improve application prospect of the InSAR technologies in mining area, be mining area on a large scale, high accuracy, inexpensive three-dimensional deformation prison Survey lays the foundation.Further, since three-dimensional shaped variable field precision is in addition to by InSAR technologies in itself error, other error sources The parameter error of mainly main influence angle tangent and displacement factor, therefore, fitted using measured data in the present invention The main influence angle tangent and displacement factor for meeting mining area actual conditions are calculated, the earth's surface three-dimensional shaped variable field essence of acquisition Degree is greatly improved compared with conventional three-dimensional Deformation Field monitoring method.
Although being disclosed to the present invention by above example, protection scope of the present invention is not limited thereto, Under conditions of without departing from present inventive concept, deformation, replacement that each component is done to more than etc. will fall into right of the invention In claimed range.

Claims (6)

1. a kind of building deformation monitoring method based on InSAR, it is characterised in that comprise the following steps:
S1 filters out InSAR initial data;
S2 is extracted and screening PS points in monitored area;
The removal of the geometric phase of S3 PS points;
The resolving of S4 building space deformation quantities;
S5 calculates building inclination rate according to the deformation quantity for calculating;
S6 is monitored on time dimension, repeats above procedure, obtains monitoring difference, obtains building deformation quantity and deformation speed Rate.
2. a kind of building deformation monitoring method based on InSAR as claimed in claim 1, it is characterised in that in step S1 In, in the multiple image interference data sequences of N width SAR obtained from Same Scene, a main image is chosen, then all images are all with main Image accuracy registration;According to make it is all interference to time reference line and the optimal principle of Space Baseline, be main shadow with a SAR images Picture, remaining N-1 image is, from image, to form N-1 interference right.
3. a kind of building deformation monitoring method based on InSAR as claimed in claim 1, it is characterised in that in step S2 In, in terms of scattering properties, the building of this area, large-sized artificial atural object may be constructed the strong of the stabilization such as dihedral angle, trihedral angle Scattering, and relevant point target high is shown as, it is easy to the application of time series InSAR technologies;After obtaining PS Candidate Sets, to being intended to The region of monitoring carries out further process of refinement, and PS points are extracted using amplitude deviation and temporal coherence dual thresholds, is shaking On the basis of the detection of width deviation, the information in impact point time series is estimated, the PS points for meeting and requiring are extracted with time coherence factor, Improve estimation precision, time coherence coefficientIt is the function for interfering map number and pixel time series phase, is defined as
In formula,It is the quantity of interference pattern,It is differential interferometry phase,It is the phase that spatial domain LPF is obtained,It is landform phase;After completing amplitude deviation, the extraction of time coherence coefficient dual thresholds, the region that be directed to monitoring carry out PS That puts is selected.
4. a kind of building deformation monitoring method based on InSAR as claimed in claim 1, it is characterised in that in step S3 In, when PS points are chosen, using image orbital data and known outside DEM removals level land phase and landform phase, calculate DEM Error relation proportional to vertical parallax, whether corresponding pixel is sufficiently stable in judging image by calculating ratio value size, And then consider whether it can be defined as PS points.
5. a kind of building deformation monitoring method based on InSAR as claimed in claim 1, it is characterised in that in step S4 In, application least square method is estimated from differential interferometry phase, removes the linear deformation increment and DEM errors of each PS point, And carry out three-dimensional space-time solution and twine, atmospheric phase is removed using spatio-temporal filtering method, the rate of deformation and elevation of PS points are obtained, will It is projected perpendicular to ground, obtains the deformation quantity of building dimensional parameters sum;Including width b, A, B between AB points on building Point-to-point transmission difference in height
6. a kind of building deformation monitoring method based on InSAR as claimed in claim 1, it is characterised in that in step S5 In, a width of AB=b in building, the differential settlement that 2 points of roof A, B is=, then slope of the building on AB directions be:
Inclination angle is:
Assuming thatMoment measures inclination angle, thenThe change at time period introversion oblique angle is turned to
CN201710033255.1A 2017-01-18 2017-01-18 A kind of building deformation monitoring method based on InSAR Pending CN106772377A (en)

Priority Applications (1)

Application Number Priority Date Filing Date Title
CN201710033255.1A CN106772377A (en) 2017-01-18 2017-01-18 A kind of building deformation monitoring method based on InSAR

Applications Claiming Priority (1)

Application Number Priority Date Filing Date Title
CN201710033255.1A CN106772377A (en) 2017-01-18 2017-01-18 A kind of building deformation monitoring method based on InSAR

Publications (1)

Publication Number Publication Date
CN106772377A true CN106772377A (en) 2017-05-31

Family

ID=58947261

Family Applications (1)

Application Number Title Priority Date Filing Date
CN201710033255.1A Pending CN106772377A (en) 2017-01-18 2017-01-18 A kind of building deformation monitoring method based on InSAR

Country Status (1)

Country Link
CN (1) CN106772377A (en)

Cited By (39)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN108051810A (en) * 2017-12-01 2018-05-18 南京市测绘勘察研究院股份有限公司 A kind of InSAR distributed diffusions body phase optimization method
CN108153979A (en) * 2017-12-26 2018-06-12 深圳市城市公共安全技术研究院有限公司 Deformation information extraction method based on InSAR, terminal and storage medium
CN108398683A (en) * 2018-02-26 2018-08-14 中科卫星应用德清研究院 The automatic interferometer measuration system of long sequential and method
CN108459322A (en) * 2018-02-09 2018-08-28 长安大学 A kind of InSAR interference patterns batch filtering and preferred method
CN108646244A (en) * 2018-03-28 2018-10-12 中科卫星应用德清研究院 Measure the analysis method and system of five dimension deformation of building
CN108802727A (en) * 2018-04-13 2018-11-13 长沙理工大学 A kind of sequential InSAR highway deformation monitoring models and calculation method for taking rheological parameter into account
CN109059849A (en) * 2018-09-28 2018-12-21 中国科学院测量与地球物理研究所 A kind of surface subsidence prediction technique based on InSAR technology in remote sensing
CN109085588A (en) * 2018-09-26 2018-12-25 云南电网有限责任公司电力科学研究院 Based on the inclined monitoring method of Terra SAR-X high-resolution beam bunching mode data power grid iron tower
CN109471104A (en) * 2018-11-15 2019-03-15 首都师范大学 A method of obtaining earth's surface three-dimensional amount of movement from two parallel orbit SAR datas
CN109696152A (en) * 2019-02-13 2019-04-30 太原理工大学 A kind of low coherence regional land subsidence amount evaluation method
CN109738892A (en) * 2019-01-24 2019-05-10 中南大学 A kind of mining area surface high-spatial and temporal resolution three-dimensional deformation estimation method
CN109828270A (en) * 2018-12-27 2019-05-31 首都师范大学 A method of characterization surface subsidence timing develops
CN109945822A (en) * 2019-02-14 2019-06-28 中国矿业大学 A kind of dynamic Subsidence Area house reconstruction time and area test method on the spot
CN109991601A (en) * 2018-11-29 2019-07-09 北京东方至远科技股份有限公司 A kind of house methods of risk assessment based on PS-InSAR technology
CN110055945A (en) * 2019-05-22 2019-07-26 马培峰 A kind of monitoring method, device and the relevant device of soil solidifying sedimentation
CN110244298A (en) * 2019-07-26 2019-09-17 北京东方至远科技股份有限公司 A kind of InSAR data lift rail joint landslide analysis method
CN110456346A (en) * 2019-06-28 2019-11-15 深圳市水务规划设计院股份有限公司 A kind of electric power pylon inclination monitoring method based on InSAR technology
CN110456345A (en) * 2019-06-28 2019-11-15 深圳市水务规划设计院股份有限公司 A kind of building inclination monitoring method based on InSAR technology
CN110568440A (en) * 2019-09-10 2019-12-13 四川省地质工程勘察院集团有限公司 method for monitoring deformation of complex mountain area based on DS-InSAR technology
CN110888132A (en) * 2019-11-22 2020-03-17 深圳市城市公共安全技术研究院有限公司 Bridge deformation analysis method and system based on InSAR monitoring
CN111059998A (en) * 2019-12-31 2020-04-24 中国地质大学(北京) High-resolution-based time sequence InSAR deformation monitoring method and system
CN111121650A (en) * 2019-12-25 2020-05-08 中国民航科学技术研究院 Method and system for measuring and calculating building height by using DEM (digital elevation model) to assist satellite images
CN111308468A (en) * 2019-11-27 2020-06-19 北京东方至远科技股份有限公司 Method for automatically identifying deformation risk area based on In SAR technology
CN111323768A (en) * 2020-02-26 2020-06-23 北京佳格天地科技有限公司 Building change identification method, device, terminal and storage medium
CN111487622A (en) * 2020-06-15 2020-08-04 中国南方电网有限责任公司 Transmission tower deformation monitoring method and device, computer equipment and storage medium
CN111998766A (en) * 2020-08-31 2020-11-27 同济大学 Surface deformation inversion method based on time sequence InSAR technology
CN112097629A (en) * 2020-07-31 2020-12-18 深圳大学 Drainage pipeline safety monitoring method, storage medium, terminal and system
CN112268517A (en) * 2020-10-13 2021-01-26 内蒙古电力(集团)有限责任公司乌海超高压供电局 Method for monitoring deformation of power transmission tower equipment by PSInSAR
CN112284332A (en) * 2020-08-31 2021-01-29 北京四象爱数科技有限公司 High-rise building settlement monitoring result three-dimensional positioning method based on high-resolution INSAR
CN112749470A (en) * 2019-10-31 2021-05-04 北京华航无线电测量研究所 Optimal fitting method for structural deformation sensor layout
CN112781518A (en) * 2021-01-20 2021-05-11 广东百年基业水利水电建设有限公司 House deformation monitoring method and system
CN112949989A (en) * 2021-02-02 2021-06-11 中国科学院空天信息创新研究院 InSAR micro-deformation cultural heritage influence quantitative depicting method
CN112986948A (en) * 2021-04-20 2021-06-18 北京东方至远科技股份有限公司 Building deformation monitoring method and device based on InSAR technology
CN113378945A (en) * 2021-06-17 2021-09-10 首都师范大学 Method for reconstructing high-spatial-temporal-resolution ground settlement information based on machine learning
CN114092889A (en) * 2022-01-10 2022-02-25 深圳市明源云科技有限公司 Violation detection method and device, electronic equipment and readable storage medium
CN114966685A (en) * 2022-05-24 2022-08-30 中国水利水电科学研究院 Dam deformation monitoring and predicting method based on InSAR and deep learning
CN115993601A (en) * 2023-03-22 2023-04-21 四川省公路规划勘察设计研究院有限公司 Time sequence InSAR monitoring method for highway deformation in strong saline soil region
CN116106904A (en) * 2023-02-22 2023-05-12 深圳大学 Facility deformation monitoring method and facility deformation monitoring equipment for object MT-InSAR
CN116908789A (en) * 2023-09-13 2023-10-20 长江空间信息技术工程有限公司(武汉) Foundation synthetic aperture radar interferometry building elevation deformation information extraction method

Citations (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN102608601A (en) * 2012-03-08 2012-07-25 北京北科安地科技发展有限公司 Method for recognizing artificial corner reflector in SAR (synthetic aperture radar) image
CN103822598A (en) * 2014-02-26 2014-05-28 北京理工大学 Deformation monitoring method of foundation SAR in time decorrelation serious area
CN103970932A (en) * 2014-02-28 2014-08-06 杭州师范大学 High-resolution permanent scatterer modeling method for separation of building and background
CN104133996A (en) * 2014-07-25 2014-11-05 首都师范大学 Ground settlement risk grade evaluation method based on cloud model and data field

Patent Citations (4)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN102608601A (en) * 2012-03-08 2012-07-25 北京北科安地科技发展有限公司 Method for recognizing artificial corner reflector in SAR (synthetic aperture radar) image
CN103822598A (en) * 2014-02-26 2014-05-28 北京理工大学 Deformation monitoring method of foundation SAR in time decorrelation serious area
CN103970932A (en) * 2014-02-28 2014-08-06 杭州师范大学 High-resolution permanent scatterer modeling method for separation of building and background
CN104133996A (en) * 2014-07-25 2014-11-05 首都师范大学 Ground settlement risk grade evaluation method based on cloud model and data field

Cited By (60)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN108051810B (en) * 2017-12-01 2020-06-09 南京市测绘勘察研究院股份有限公司 InSAR distributed scatterer phase optimization method
CN108051810A (en) * 2017-12-01 2018-05-18 南京市测绘勘察研究院股份有限公司 A kind of InSAR distributed diffusions body phase optimization method
CN108153979A (en) * 2017-12-26 2018-06-12 深圳市城市公共安全技术研究院有限公司 Deformation information extraction method based on InSAR, terminal and storage medium
CN108153979B (en) * 2017-12-26 2021-05-04 深圳市城市公共安全技术研究院有限公司 Deformation information extraction method based on InSAR, terminal and storage medium
CN108459322A (en) * 2018-02-09 2018-08-28 长安大学 A kind of InSAR interference patterns batch filtering and preferred method
CN108398683A (en) * 2018-02-26 2018-08-14 中科卫星应用德清研究院 The automatic interferometer measuration system of long sequential and method
CN108398683B (en) * 2018-02-26 2020-04-21 中科卫星应用德清研究院 Long time sequence automatic interference measurement system and method
CN108646244A (en) * 2018-03-28 2018-10-12 中科卫星应用德清研究院 Measure the analysis method and system of five dimension deformation of building
CN108802727A (en) * 2018-04-13 2018-11-13 长沙理工大学 A kind of sequential InSAR highway deformation monitoring models and calculation method for taking rheological parameter into account
CN108802727B (en) * 2018-04-13 2021-01-15 长沙理工大学 Time sequence InSAR (interferometric synthetic Aperture Radar) highway deformation monitoring model considering rheological parameters and calculating method
CN109085588B (en) * 2018-09-26 2022-06-07 云南电网有限责任公司电力科学研究院 Method for monitoring power grid iron tower inclination based on Terra SAR-X high-resolution bunching mode data
CN109085588A (en) * 2018-09-26 2018-12-25 云南电网有限责任公司电力科学研究院 Based on the inclined monitoring method of Terra SAR-X high-resolution beam bunching mode data power grid iron tower
CN109059849A (en) * 2018-09-28 2018-12-21 中国科学院测量与地球物理研究所 A kind of surface subsidence prediction technique based on InSAR technology in remote sensing
CN109471104A (en) * 2018-11-15 2019-03-15 首都师范大学 A method of obtaining earth's surface three-dimensional amount of movement from two parallel orbit SAR datas
CN109471104B (en) * 2018-11-15 2020-08-04 首都师范大学 Method for acquiring three-dimensional movement amount of earth surface from SAR data of two parallel tracks
CN109991601A (en) * 2018-11-29 2019-07-09 北京东方至远科技股份有限公司 A kind of house methods of risk assessment based on PS-InSAR technology
CN109828270A (en) * 2018-12-27 2019-05-31 首都师范大学 A method of characterization surface subsidence timing develops
CN109828270B (en) * 2018-12-27 2020-05-22 首都师范大学 Method for representing ground settlement time sequence evolution
CN109738892A (en) * 2019-01-24 2019-05-10 中南大学 A kind of mining area surface high-spatial and temporal resolution three-dimensional deformation estimation method
CN109738892B (en) * 2019-01-24 2020-06-30 中南大学 Mining area earth surface high-space-time resolution three-dimensional deformation estimation method
CN109696152A (en) * 2019-02-13 2019-04-30 太原理工大学 A kind of low coherence regional land subsidence amount evaluation method
CN109945822A (en) * 2019-02-14 2019-06-28 中国矿业大学 A kind of dynamic Subsidence Area house reconstruction time and area test method on the spot
CN110055945A (en) * 2019-05-22 2019-07-26 马培峰 A kind of monitoring method, device and the relevant device of soil solidifying sedimentation
CN110055945B (en) * 2019-05-22 2021-05-25 马培峰 Method and device for monitoring soil consolidation settlement and related equipment
CN110456345B (en) * 2019-06-28 2020-11-10 深圳市水务规划设计院股份有限公司 Building inclination monitoring method based on InSAR technology
CN110456345A (en) * 2019-06-28 2019-11-15 深圳市水务规划设计院股份有限公司 A kind of building inclination monitoring method based on InSAR technology
CN110456346A (en) * 2019-06-28 2019-11-15 深圳市水务规划设计院股份有限公司 A kind of electric power pylon inclination monitoring method based on InSAR technology
CN110244298A (en) * 2019-07-26 2019-09-17 北京东方至远科技股份有限公司 A kind of InSAR data lift rail joint landslide analysis method
CN110244298B (en) * 2019-07-26 2021-09-10 北京东方至远科技股份有限公司 InSAR data lifting rail combined landslide analysis method
CN110568440B (en) * 2019-09-10 2020-09-15 四川省地质工程勘察院集团有限公司 Method for monitoring deformation of complex mountain area based on DS-InSAR technology
CN110568440A (en) * 2019-09-10 2019-12-13 四川省地质工程勘察院集团有限公司 method for monitoring deformation of complex mountain area based on DS-InSAR technology
CN112749470A (en) * 2019-10-31 2021-05-04 北京华航无线电测量研究所 Optimal fitting method for structural deformation sensor layout
CN110888132A (en) * 2019-11-22 2020-03-17 深圳市城市公共安全技术研究院有限公司 Bridge deformation analysis method and system based on InSAR monitoring
CN111308468A (en) * 2019-11-27 2020-06-19 北京东方至远科技股份有限公司 Method for automatically identifying deformation risk area based on In SAR technology
CN111121650A (en) * 2019-12-25 2020-05-08 中国民航科学技术研究院 Method and system for measuring and calculating building height by using DEM (digital elevation model) to assist satellite images
CN111059998A (en) * 2019-12-31 2020-04-24 中国地质大学(北京) High-resolution-based time sequence InSAR deformation monitoring method and system
CN111323768A (en) * 2020-02-26 2020-06-23 北京佳格天地科技有限公司 Building change identification method, device, terminal and storage medium
CN111323768B (en) * 2020-02-26 2023-12-12 北京佳格天地科技有限公司 Building change identification method, device, terminal and storage medium
CN111487622A (en) * 2020-06-15 2020-08-04 中国南方电网有限责任公司 Transmission tower deformation monitoring method and device, computer equipment and storage medium
CN112097629A (en) * 2020-07-31 2020-12-18 深圳大学 Drainage pipeline safety monitoring method, storage medium, terminal and system
CN111998766B (en) * 2020-08-31 2021-10-15 同济大学 Surface deformation inversion method based on time sequence InSAR technology
CN112284332A (en) * 2020-08-31 2021-01-29 北京四象爱数科技有限公司 High-rise building settlement monitoring result three-dimensional positioning method based on high-resolution INSAR
CN111998766A (en) * 2020-08-31 2020-11-27 同济大学 Surface deformation inversion method based on time sequence InSAR technology
CN112284332B (en) * 2020-08-31 2021-10-08 北京四象爱数科技有限公司 High-rise building settlement monitoring result three-dimensional positioning method based on high-resolution INSAR
CN112268517A (en) * 2020-10-13 2021-01-26 内蒙古电力(集团)有限责任公司乌海超高压供电局 Method for monitoring deformation of power transmission tower equipment by PSInSAR
CN112781518A (en) * 2021-01-20 2021-05-11 广东百年基业水利水电建设有限公司 House deformation monitoring method and system
CN112949989A (en) * 2021-02-02 2021-06-11 中国科学院空天信息创新研究院 InSAR micro-deformation cultural heritage influence quantitative depicting method
CN112949989B (en) * 2021-02-02 2024-02-06 中国科学院空天信息创新研究院 InSAR micro-deformation cultural heritage influence quantitative characterization method
CN112986948A (en) * 2021-04-20 2021-06-18 北京东方至远科技股份有限公司 Building deformation monitoring method and device based on InSAR technology
CN113378945A (en) * 2021-06-17 2021-09-10 首都师范大学 Method for reconstructing high-spatial-temporal-resolution ground settlement information based on machine learning
CN113378945B (en) * 2021-06-17 2021-12-03 首都师范大学 Method for reconstructing high-spatial-temporal-resolution ground settlement information based on machine learning
CN114092889A (en) * 2022-01-10 2022-02-25 深圳市明源云科技有限公司 Violation detection method and device, electronic equipment and readable storage medium
CN114092889B (en) * 2022-01-10 2022-04-15 深圳市明源云科技有限公司 Violation detection method and device, electronic equipment and readable storage medium
CN114966685A (en) * 2022-05-24 2022-08-30 中国水利水电科学研究院 Dam deformation monitoring and predicting method based on InSAR and deep learning
CN114966685B (en) * 2022-05-24 2023-04-07 中国水利水电科学研究院 Dam deformation monitoring and predicting method based on InSAR and deep learning
CN116106904A (en) * 2023-02-22 2023-05-12 深圳大学 Facility deformation monitoring method and facility deformation monitoring equipment for object MT-InSAR
CN116106904B (en) * 2023-02-22 2023-07-18 深圳大学 Facility deformation monitoring method and facility deformation monitoring equipment for object MT-InSAR
CN115993601A (en) * 2023-03-22 2023-04-21 四川省公路规划勘察设计研究院有限公司 Time sequence InSAR monitoring method for highway deformation in strong saline soil region
CN116908789B (en) * 2023-09-13 2023-12-05 长江空间信息技术工程有限公司(武汉) Foundation synthetic aperture radar interferometry building elevation deformation information extraction method
CN116908789A (en) * 2023-09-13 2023-10-20 长江空间信息技术工程有限公司(武汉) Foundation synthetic aperture radar interferometry building elevation deformation information extraction method

Similar Documents

Publication Publication Date Title
CN106772377A (en) A kind of building deformation monitoring method based on InSAR
Xiang et al. Open-pit mine geomorphic changes analysis using multi-temporal UAV survey
CN106526590B (en) A kind of fusion multi-source SAR image industrial and mining area three-dimensional earth's surface deformation monitorings and calculation method
Barbarella et al. Monitoring of large landslides by Terrestrial Laser Scanning techniques: field data collection and processing
CN109031301A (en) Alpine terrain deformation extracting method based on PSInSAR technology
CN106226764A (en) A kind of assay method of sunken region, coal mining based on D InSAR ground
Tapete et al. Localising deformation along the elevation of linear structures: An experiment with space-borne InSAR and RTK GPS on the Roman Aqueducts in Rome, Italy
Hu et al. Acquiring high-resolution topography and performing spatial analysis of loess landslides by using low-cost UAVs
Novellino et al. Exploitation of the Intermittent SBAS (ISBAS) algorithm with COSMO-SkyMed data for landslide inventory mapping in north-western Sicily, Italy
CN102938095A (en) Mining subsidence monitoring and early warning method based on multi-source data
Liu et al. Surface displacement and topographic change analysis of the Changhe landslide on September 14, 2019, China
Zeybek et al. Accurate determination of the Taşkent (Konya, Turkey) landslide using a long-range terrestrial laser scanner
Jiang et al. A monitoring method integrating terrestrial laser scanning and unmanned aerial vehicles for different landslide deformation patterns
CN110456346A (en) A kind of electric power pylon inclination monitoring method based on InSAR technology
CN113238228B (en) Three-dimensional earth surface deformation obtaining method, system and device based on level constraint
Pignalosa et al. Topographic amplification and debris remobilization as a cause for increasing rockfall hazard in seismic areas: A case study in Central Italy
Yang et al. A new technical pathway for extracting high accuracy surface deformation information in coal mining areas using UAV LiDAR data: An example from the Yushen mining area in western China
ÖZDOĞAN et al. Landslide detection and characterization using terrestrial 3D laser scanning (LIDAR)
Calvo et al. Unlocking the correlation in fluvial outcrops by using a DOM-derived virtual datum: Method description and field tests in the Huesca fluvial fan, Ebro Basin (Spain)
CN116188372A (en) Water-blocking structure identification method based on three-dimensional mapping
Gigli et al. Brief communication" Analysis of deformations in historic urban areas using terrestrial laser scanning"
CN113625241A (en) Differential settlement monitoring and early warning method
Pesci et al. Resolution and Precision of Fast Long-Range Terrestrial Photogrammetric Surveying Aimed at Detecting Slope Changes
Haas et al. Quantification and analysis of geomorphic processes on a recultivated iron ore mine on the Italian island Elba using long-time ground-based LIDAR and photogrammetric data by an UAV
Sobak et al. Terrestrial laser scanning assessment of generalization errors in conventional topographic surveys

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
RJ01 Rejection of invention patent application after publication

Application publication date: 20170531

RJ01 Rejection of invention patent application after publication