Monitoring of surface deformation in mining area integrating SBAS InSAR and Logistic Function

被引:0
|
作者
Fengyun Wang
Qiuxiang Tao
Guolin Liu
Yang Chen
Yu Han
Zaijie Guo
Xiaoshuai Liu
机构
[1] Shandong University of Science and Technology,College of Geodesy and Geomatics
[2] Shandong University of Science and Technology,Demonstration Center for Experimental Surveying and Mapping Education
[3] Qingdao Geotechnical Investigation and Surveying Research Institute,undefined
[4] Jiangsu Coal Geological Survey Team,undefined
来源
Environmental Monitoring and Assessment | 2023年 / 195卷
关键词
SBAS InSAR,∙Mining surface deformation; Entropy weight method; Logistic Function; Levenberg-Marquardt algorithm;
D O I
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中图分类号
学科分类号
摘要
SBAS InSAR has long been used to monitor the mining surface deformation, and its research has been of great interest to researchers worldwide. For the unsatisfactory accuracy of SBAS InSAR-monitored mining surface deformation results, a new corrected model is proposed by integrating SBAS InSAR and Logistic Function. Firstly, the time series deformation results of the mining area were obtained by SBAS InSAR, and the variation law of the differences between SBAS InSAR- and leveling-monitored deformation values was statistically analyzed. Subsequently, the corrected model was constructed using the logistic linear regression analysis function and solved using the Levenberg-Marquardt algorithm. Finally, the corrected high-precision time series deformation results in the mining area were obtained. A mining area in Shandong Province of China was taken as the research object, and the practical application effect of the proposed corrected model was verified. Results showed that the Logistic Function could describe the variation law of the differences relatively accurately, and the corrected results were significantly better than the SBAS InSAR-monitored results, and the RMSEs of the corrected results were improved by 33–58%. The accuracy of SBAS InSAR-monitored mining surface deformation was effectively improved.
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  • [1] Monitoring of surface deformation in mining area integrating SBAS InSAR and Logistic Function
    Wang, Fengyun
    Tao, Qiuxiang
    Liu, Guolin
    Chen, Yang
    Han, Yu
    Guo, Zaijie
    Liu, Xiaoshuai
    ENVIRONMENTAL MONITORING AND ASSESSMENT, 2023, 195 (12)