Prediction Model for Rock-Soil Slope Based on Time Shift Wavelet and Grey Theory

GUO Hai-qing, ZHANG Min, HUANG Tao, AI Chun-bin

Journal of Changjiang River Scientific Research Institute ›› 2015, Vol. 32 ›› Issue (9) : 146-152.

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Journal of Changjiang River Scientific Research Institute ›› 2015, Vol. 32 ›› Issue (9) : 146-152. DOI: 10.11988/ckyyb.20140236
ROCKSOIL ENGINEERING

Prediction Model for Rock-Soil Slope Based on Time Shift Wavelet and Grey Theory

  • GUO Hai-qing1,2, ZHANG Min1,2, HUANG Tao1,2, AI Chun-bin3
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Abstract

Slope's deformation stability has been a pressing issue in civil engineering. A large number of studies have shown that it is accurate to predict slope deformation using measured displacement-time series. But de-noising of data is needed because of errors caused by external factors. In the present paper we put forward a time shift wavelet coefficient correlation de-noising and wavelet-MGM(1, n) model. The model is based on time shift wavelet theory and gray theory. The slope displacement data of Jinping first stage hydropower station is taken as an example. Through decomposition and reconstruction of wavelet scale coefficients and approximation coefficients, the real signal is simulated, and the slope elevation-displacement curve is predicted. Validation proves that the prediction curve is very close to the measured curve.

Key words

slope stability / wavelet analysis / de-noising processing / grey theory / data processing

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GUO Hai-qing, ZHANG Min, HUANG Tao, AI Chun-bin. Prediction Model for Rock-Soil Slope Based on Time Shift Wavelet and Grey Theory[J]. Journal of Changjiang River Scientific Research Institute. 2015, 32(9): 146-152 https://doi.org/10.11988/ckyyb.20140236

References

[1] 王 波.一种改进的灰色预测模型分析[J].太原城市职业技术学院院报,2012,(6):166-167.(WANG Bo. An Improved Grey Prediction Model Analysis[J].Journal of Taiyuan Urban Vocational College,2012,(6):166-167.(in Chinese))
[2] 邓聚龙.灰色系统基本方法[M].武汉:华中理工大学出版社,1987.(DENG Ju-long. Grey System Method [M].Wuhan:Huazhong University of Science and Technology Press,1987.(in Chinese))
[3] 毛亚纯,贾崴崴,沙成满,等.基于小波分析的灰色预测法预测边坡变形[J].矿业工程,2010,8(6):17-20(MAO Ya-chun,JIA Wei-wei,SHA Cheng-man,et al.Wavelet Analysis Based Grey Model Applied in Prediction of Slope Deformation[J].Journal of Mining Engineering,2010,8(6):17-20.(in Chinese))
[4] 吴 伟,蔡培升.基于Matlab的小波去噪仿真[J].信息与电子工程,2008,6(3):202-222,229.(WU wei,CAI Pei-sheng.Simulation of Wavelet Denoising Based on MatLab[J].Information and Electronic Engineering,2008,6(3):220-222,229.(in Chinese))
[5] MALLAT S,HWANG W L.Singularity Detection and Processing with Wavelets[J].IEEE Transactions on Information Theory,1992,38(2):617-643.
[6] XU Y S,WEAVER J B,HEALY D M,et al.Wavelet Transform Domain Filters:A Spatially Selective Noise Filtration Technique[J].IEEE Transactions on Image Processing,1994,3(6):747-758.
[7] 徐建江,裴 亮.基于小波分析的MGM(1,N)模型在大坝监测系统中的应用[J].中国农村水利水电,2013,3(7):108-110,117.(XU Jian-jiang,PEI Liang.The Application of Dan Monitoring Systems Based on MGM(1,N)Model on Wavelet Analysis[J].Journal of China Rural Water and Hydropower,2013,3(7):108-110,117.(in Chinese))
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