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
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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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