基于小波的数据预处理及其在城市地铁沉降监测中的应用

Linya Tian, Hui Zhang, Jian Wu
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引用次数: 2

摘要

城市地铁作为一种重要的地下交通设施,在施工过程中往往要进行沉降监测、沉降分析和沉降预测。为了获得更好的沉降分析和预测效果,首先要对监测数据的可靠性进行测试和分析。针对沉降监测中的数据预处理问题,根据小波的基本原理,研究了沉降异常的检测方法,并对小波去噪进行了进一步的研究。结合南京地铁沉降监测数据,将db3小波应用于原沉降序列的三层小波分解,通过高频部分的模块最大值对沉降异常进行分析判断,并进一步对高频部分的噪声进行降噪,重构新信号,得到新的沉降序列进行沉降分析预测。本文研究的方法是数据可靠性检验的一种预检验方法,对其他测量数据的预处理也有一定的参考价值。
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Data preprocessing based on wavelet and its application in settlement monitoring for urban subway
Urban subway is an important underground transportation facility, settlement monitoring and settlement analysis as well as settlement prediction are usually carried out in the construction process. In order to obtain a better settlement analysis and effect on predictions, the reliability of monitoring data should be first tested and analyzed. For the problem of data preprocessing in settlement monitoring, according to the basic principles of wavelet, detection method of settlement anomaly is studied and wavelet denoising is further researched. Combining with the settlement monitoring data in Nanjing subway, db3 wavelet is applied to three-layer wavelet decomposition based on sequence of the original settlement, through the module maximum value of high-frequency part, the settlement anomaly is analyzed and judged, and further the noise of high-frequency part is reduct,the new signal is reconstruct, the new sequence of settlement for settlement analysis and prediction is obtained. The method this paper researched is a pre-testing method of data reliability testing,and also has some reference value in other measured data preprocessing.
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