Title :
Data preprocessing based on wavelet and its application in settlement monitoring for urban subway
Author :
Tian, Linya ; Zhang, Hui ; Wu, Jian
Author_Institution :
Coll. of Geosci. & Eng., Hohai Univ., Nanjing, China
Abstract :
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.
Keywords :
computerised monitoring; data analysis; railway engineering; railways; wavelet transforms; Nanjing subway; construction process; data monitoring reliability; data preprocessing; db3 wavelet; detection method; settlement analysis; settlement anomaly; settlement monitoring; settlement prediction; three-layer wavelet decomposition; underground transportation facility; urban subway; wavelet denoising; Data preprocessing; Educational institutions; Geodesy; Geology; Monitoring; Noise reduction; Publishing; Signal analysis; Testing; Wavelet analysis; data preprocessing; settlement anomaly; settlement monitoring; urban subway; wavelet;
Conference_Titel :
Mechanic Automation and Control Engineering (MACE), 2010 International Conference on
Conference_Location :
Wuhan
Print_ISBN :
978-1-4244-7737-1
DOI :
10.1109/MACE.2010.5536189