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《Journal of Vibration and Shock》 2015-16
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New denoising method based on dual-tree complex wavelet transform and nonlinear time series

XU Yong-gang;ZHAO Guo-liang;MA Chao-yong;ZHANG Jian-yu;Key Laboratory of Advanced Manufacturing Technology,Beijing University of Technology;  
A new denoising method based on dual-tree complex wavelet transform and nonlinear time series was proposed,considering the weakness,such as the phase distortion,of the wavelet soft-threshold denoising method,in which the real and image parts of the coefficient are processed individually. The new method process the magnitude of the complex coefficients instead,taking into account the fact that the magnitude does not oscillate in positive and negative directions which is more suitable for threshold denoising and the fact that the coefficients of the fault signal are always periodic. The nonlinear time series method can be used to strengthen the periodicity of the coefficients caused by the fault signal and to restrain the noise meanwhile. In the method proposed,the fault signal was decomposed by dual-tree complex wavelet transform to obtain the coefficients of different layers,the nonlinear time series method was used to strengthen the periodicity of the coefficient,and then the soft-threshold denoising was carried out to remove the DC component. Finally,the fault characteristic signal was obtained by coefficient reconstruction. The simulation and experimental results show the effectiveness of the method,and a new efficient denoising method was provided.
【Fund】: 国家自然科学基金(51375020);; 北京市优秀人才培养资助计划(2011D005015000006);; 北京市教委科研计划项目(KM201310005013);; 北京市属高等学校青年拔尖人才培育计划;; 北京工业大学基础研究基金
【CateGory Index】: TH133.33;TH165.3
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【Citations】
Chinese Journal Full-text Database 9 Hits
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【Co-citations】
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1 LIU Shang-kun;TANG Gui-ji;PANG Bin;Mechanical Engineering Department,North China Electric Power University;;Fault diagnosis for rolling bearings based on phase space reconstruction and stationary subspace analysis[J];振动与冲击;2015-22
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