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基于S-变换的GNSS滑坡变形监测数据信息提取与抑噪
引用本文:岳 聪,王 利,王智伟,韩清清,徐 甫.基于S-变换的GNSS滑坡变形监测数据信息提取与抑噪[J].大地测量与地球动力学,2020,40(4):335-399.
作者姓名:岳 聪  王 利  王智伟  韩清清  徐 甫
作者单位:长安大学地质工程与测绘学院;地理信息工程国家重点实验室;西部矿产资源与地质工程教育部重点实验室
基金项目:国家自然科学基金(41877289,41731066,41604001);国家重点研发计划(2018YFC1504805,2018YFC1505102)。
摘    要:提出一种基于S-变换的变形监测数据抑噪方法。首先采用S-变换对监测数据进行时频分析,得到二维时频矩阵,再根据二维时频矩阵设计时频滤波器,最后利用时频分析反变换方法重构信号。采用模拟数据和滑坡变形实测数据对该方法的有效性进行验证。结果表明,相较于小波滤波方法,经该方法处理后的变形数据的RMSE和SNR均较优,可准确提取监测点的变形特征,为滑坡变形预测预报提供可靠的监测数据。

关 键 词:S-变换  GNSS  滑坡变形监测  小波  信号抑噪  

Information Extraction and Noise Suppression of GNSS Landslide Deformation Based on S-Transformation
YUE Cong,WANG Li,WANG Zhiwei,HAN Qingqing,XU Fu.Information Extraction and Noise Suppression of GNSS Landslide Deformation Based on S-Transformation[J].Journal of Geodesy and Geodynamics,2020,40(4):335-399.
Authors:YUE Cong  WANG Li  WANG Zhiwei  HAN Qingqing  XU Fu
Institution:(School of Geological Engineering and Geomatics,Chang’an University,126 Yanta Road,Xi’an 710054,China;State Key Laboratory of Geo-Information Engineering,1 Mid-Yanta Road,Xi’an 710054,China;Key Laboratory of Western China’s Mineral Resources and Geological Engineering,Ministry of Education,126 Yanta Road,Xi’an 710054,China)
Abstract:We propose a denoising method based on S-transformation for deformation monitoring data. Firstly, we perform time-frequency analysis of the monitoring data by S-transformation, and obtain the two-dimensional time-frequency matrix. Then, we design the time-frequency filter according to the two-dimensional time-frequency matrix. Finally, we use the time-frequency analysis inverse transform method to reconstruct the signal. The effectiveness of the method is verified by simulation data and landslide deformation data. The results show that compared with the wavelet filtering method, the deformation data processed by the S-transformation filtering method is superior in both RMSE and SNR, which can accurately extract the deformation characteristics of the monitoring points.
Keywords:S-transformation  GNSS  deformation monitoring of landslide  wavelet  signal denoising  
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