Micro-deformation prediction method, device, equipment and readable storage medium based on Beidou

A prediction method and micro-deformation technology, applied in the field of satellite monitoring, can solve problems such as noise and interference, data loss, and high cost, and achieve the effects of improving prediction accuracy, strong generalization ability, and high versatility

Active Publication Date: 2022-02-08
SOUTHWEST JIAOTONG UNIV +1
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0003] However, the current displacement and deformation monitoring and early warning systems are often only aimed at a certain object or a certain type of scene. The system’s versatility is not strong, and the ability to deal with sudden changes is weak. high
[0004] Due to the complexity of displacement and deformation in various application environments, it is difficult to accurately predict the displacement and evolution process of the monitoring body only through a single model, and in the actual data collection process, the collected data is often affected by noise and interference in the system , the data may also be affected by special circumstances and cause missing situations

Method used

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  • Micro-deformation prediction method, device, equipment and readable storage medium based on Beidou
  • Micro-deformation prediction method, device, equipment and readable storage medium based on Beidou
  • Micro-deformation prediction method, device, equipment and readable storage medium based on Beidou

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Embodiment 1

[0068] The existing technology is only for a certain object or a certain type of scene, the generality of the system is not strong, and the ability to deal with sudden changes is weak. Although some new monitoring solutions have high precision, the corresponding cost is relatively high.

[0069] Due to the complexity of displacement and deformation in various application environments, it is difficult to accurately predict the displacement and evolution process of the monitoring body only through a single model, and in the actual data collection process, the collected data is often affected by noise and interference in the system , the data may also be missing due to special circumstances.

[0070] This invention can be applied to the monitoring and early warning of geological disasters, artificial structures and other fields. It mainly includes two processes: the data preprocessing stage and the optimal weight calculation of the combined model: the process in the data preproces...

Embodiment 2

[0147] like figure 2 As shown, this embodiment provides a micro-deformation prediction device based on Beidou, see figure 2 The device includes: an acquisition module 1, an extraction module 2 and a calculation module 3, wherein:

[0148]Obtaining module 1: used to obtain the displacement data set, the displacement data set includes at least two groups of displacement data, the displacement data is the artificial structure obtained by satellite measurement or the three-dimensional displacement of the slope under the natural disaster scene, the three-dimensional displacement is the first The displacement of the second moment relative to the first moment;

[0149] The first calculation unit 11: calculate each displacement data in the displacement data set respectively, and obtain the displacement deformation data respectively, including: performing abnormal value judgment on each displacement data by box plot analysis method; obtaining the abnormal value of each displacement ...

Embodiment 4

[0184] Corresponding to the above method embodiment, a readable storage medium is also provided in this embodiment, and a readable storage medium described below and a Beidou-based micro-deformation prediction method described above can be referred to in correspondence.

[0185] A readable storage medium. A computer program is stored on the readable storage medium. When the computer program is executed by a processor, the steps of the Beidou-based micro-deformation prediction method in the above method embodiment are implemented.

[0186] The readable storage medium may specifically be a USB flash drive, a mobile hard disk, a read-only memory (Read-Only Memory, ROM), a random access memory (Random Access Memory, RAM), a magnetic disk, or an optical disk, etc. that can store program codes. Readable storage medium.

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Abstract

The present invention provides a Beidou-based micro-deformation prediction method, device, equipment and readable storage medium, which relate to the field of satellite monitoring technology, including obtaining a displacement data set, the displacement data set includes at least two sets of displacement data, and the displacement The data is the three-dimensional displacement of the target obtained by satellite measurement, and each of the displacement data in the displacement data set is calculated separately to obtain the displacement and deformation data of each of the displacement data; according to the displacement and deformation data, Establish a prediction model, and calculate the displacement prediction result of the target at the third moment relative to the second moment through the prediction model; predict the future deformation trend of the monitoring object, which can be applied to the monitoring of geological disasters, buildings, bridges and other fields and early warning; the prediction accuracy is improved, and the limitation that the traditional single displacement and deformation prediction model cannot accurately describe the deformation and evolution law is solved.

Description

technical field [0001] The present invention relates to the technical field of satellite monitoring, in particular to a Beidou-based micro-deformation prediction method, device, equipment and readable storage medium. Background technique [0002] At present, the prediction model based on displacement deformation usually adopts nonlinear prediction method, and the commonly used classic models mainly include time series analysis, gray GM (1,1) prediction model, Kalman filter, regression analysis model, support vector machine, artificial neural Network, etc. In addition, prediction research on mixed models is also a popular method at present. [0003] However, the current displacement and deformation monitoring and early warning systems are often only aimed at a certain object or a certain type of scene. The system’s versatility is not strong, and the ability to deal with sudden changes is weak. high. [0004] Due to the complexity of displacement and deformation in various a...

Claims

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Application Information

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Patent Type & Authority Patents(China)
IPC IPC(8): G06Q10/04G06F16/215G06F16/29G06N20/00G06N20/10G06N3/04
CPCG06Q10/04G06F16/215G06F16/29G06N20/00G06N20/10G06N3/048G06N3/044
Inventor 杨柳肖皇屿马征唐优华刘恒
Owner SOUTHWEST JIAOTONG UNIV
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