Full-Text Search:
Home|Journal Papers|About CNKI|User Service|FAQ|Contact Us|中文
《Journal of Vibration and Shock》 2012-08
Add to Favorite Get Latest Update

Gear fault pattern identification and diagnosis using Time-Frequency Analysis and wavelet threshold de-noising based on EMD

SHAO Ren-ping,CAO Jing-ming,LI Yong-long(School of Mechatronics,Northwestern Polytechnical University,Xi'an 710072,China)  
The testing equipment of a fault gear system was established.By measuring vibration signals of a gear system at different rotating speed for different faults,the test was conducted.The features were extracted from four kinds of signals including signals with no fault,those with tooth root crack,those with pitch circle crack and those with tooth face abrasion.As the signals of the transmission system were often corrupted by noise,so they were preprocessed using the wavelet threshold de-noising based on empirical mode decomposition(EMD).The preprocessed signals were investigated using time-frequency analysis.The results showed that the wavelet threshold de-noising based on EMD is better than the wavelet threshold de-noising,and the former can improve the signal-to-noise ratio(SNR) to extract fault features better.After signal preprocessing based on EMD,the results of time-frequency analysis showed that the proposed method is effective for diagnosis of different fault kinds,such as,tooth root crack,pitch circle crack and tooth face abrasion.
【Fund】: 国家自然科学基金(50575187);; 航空科学基金(01153073);; 陕西省自然科学基金(2004E219);; 西北工业大学研究生创业种子基金(Z2010024)
【CateGory Index】: TH165.3
Download(CAJ format) Download(PDF format)
CAJViewer7.0 supports all the CNKI file formats; AdobeReader only supports the PDF format.
【References】
Chinese Journal Full-text Database 5 Hits
1 Xu Yonggang, Meng Zhipeng, Lu Ming (Key Laboratory of Advanced Manufacturing Technology, College of Mechanical Engineering and Applied Electronics Technology, Beijing University of Technology, Beijing 100124, China);Fault diagnosis of rolling bearing based on dual-tree complex wavelet packet transform[J];Transactions of the Chinese Society of Agricultural Engineering;2013-10
2 MENG Zong,LI Shan-shan(Hebei Provincial Key Laboratory of Measurement Technology and Instrumentation,Yanshan University,Qinhuangdao 066004,China);Rolling bearing fault diagnosis based on improved wavelet threshold de-noising method and HHT[J];Journal of Vibration and Shock;2013-14
3 HAN Dong-ying1,LI Geng2,SHI Pei-ming2(1.College of Vehicles and Energy,Yanshan University,Qinhuangdao 066004,China; 2.Key Laboratory of Measurement Technology and Instrumentation of Hebei Provnice,Yanshan University,Qinhuangdao 066004,China);Diagnosis method for coupling faults of rotary machinery based on EMD and fractal box dimension[J];Journal of Vibration and Shock;2013-15
4 LI Cheng-ye;LIAN Ji-jian;LIU Fang;MA Bin;State Key Laboratory of Hydraulic Engineering Simulation and Safety,Tianjin University;;An improved filtering method based on EMD and wavelet-threshold and its application in vibration analysis for a flood discharge structure[J];Journal of Vibration and Shock;2013-19
5 LI Xin-bin;CHEN Yun-qiang;ZHANG Shu-qing;Hebei Provincial Key Lab of Industrial Computer Control Engineering,Yanshan University;;Hybrid fault diagnosis algorithm based on fusion decision of multiple LS-SVM classifiers[J];Journal of Vibration and Shock;2013-19
【Citations】
Chinese Journal Full-text Database 3 Hits
1 LI Zhen-xing,XU Hong-zhou(PLA 91550 Unit 94 Element,Dalian Liaoning 116023,China);A Wavelet Threshold De-noising Algorithm Based on Empirical Mode Decomposition[J];Computer Simulation;2009-09
2 SHAO Renping HUANG Xinna LIU Hongyu XU Yongqiang(School of Mechanics,Northwestern Polytechnical University,Xi'an 710072);Fault Detection and Diagnosis of Gear System Based on Higher Order Cumnlants[J];Chinese Journal of Mechanical Engineering;2008-06
3 JU Ping-hua,QIN Shu-ren,QIN yi,DING Zhi-yu(The State Key Laboratory of Mechanical Transmission,Chongqing University400044,China);Research on earlier fault diagnosis of gear by method of multi-resolution empirical mode decomposition and frequency domain averaging[J];Journal of Vibration and Shock;2009-05
【Co-citations】
Chinese Journal Full-text Database 10 Hits
1 LI Jun,ZHU Jiahai,XIE Nie,GUO Mingwei(Engineering College,Air Force Engineering University,Xi'an 710038,China);Random Error Filtering Based on Local Mean Decomposition for MEMS Gyro[J];Electronics Optics & Control;2011-12
2 Wang Jian1,2 Li Zengke1,2 Gao Jingxiang1,2 Wang Jinling3(1 Key Laboratory for Land Environment and Disaster Monitoring of SBSM,China University of Mining and Technology,Xuzhou 221116,China)(2 School of Environment and Spatial Informatics,China University of Mining and Technology,Xuzhou 221116,China)(3 School of Surveying and Spatial Information System,University of New South Wales,Sydney 2052,Australia);EMD-wavelet based stochastic error reducing model for GPS/INS integrated navigation[J];Journal of Southeast University(Natural Science Edition);2012-03
3 PEI Qiang,HU Bo(Research and Development Center of the Civil Engineering Technology,Dalian University,Dalian 116622,Liaoning,China);Analysis of Acceleration Time Records in Wenchuan Earthquake Based on Hilbert-Huang Transform[J];Journal of Seismological Research;2012-02
4 WU Xin-jie,FU Rong-rong,HU Sheng,XU Chao(College of Physics,Liaoning University,Shenyang 110036,China);Applications of Empirical Mode Decomposition and Spatial Filter to Velocity Measurement of Two-Phase Flow[J];Industrial Measurement;2011-06
5 WANG Lei,LIU Shanghe,WEI Ming,HU Xiaofeng(Research Institute of Electrostatic and Electromagnetive Protection,Mechanical Engineering College, Shijiazhuang 050003,China);Threshold Denoising Method of Signal Radiated from Corona Discharge Based on Empirical Mode Decomposition[J];High Voltage Engineering;2012-09
6 LI Yong-long,SHAO Ren-ping,XUE Teng (School of Mechanical Engineering,Northwestern Polytechnical University,Xi'an 710072,China);Gear fault diagnosis based on wavelet and neural network[J];Journal of Aerospace Power;2010-01
7 SUI Dan,GAO Guo-wei (Anyang Normal University,Anyang Henan 455000,China);Image Denoising Using Total Least Square Based on Multiresolution[J];Computer Simulation;2010-07
8 ZHANG Chao1,2,YANG Li-dong1,LI jian-jun1(1.School of Information Engineering University Of Science and Technology Of The Inner Mongol,Neimenggu Baotou 014010,China; 2.School of Electronic-Mechanical Engineering Xidian University,Xi'an 710071,China);The Performamce Contrast between Local Mean Decomposition and Empirical Mode Decomposition[J];Machine Design & Research;2012-03
9 Chen Yonghui1 Jiang Xu2,Li Haihong1 Zhang Xueliang1(1 Taiyuan University of Science and Technology,Taiyuan 030024,China)(2 MMI Proving Ground Construction Machinery and Refit Military Vehicles,Beijing 102100,China);Gear Fault Diagnosis base on Side-frequency Analysis[J];Journal of Mechanical Transmission;2010-06
10 Zhang Qingfeng Tang Liwei Zheng Haiqi Yang Tongqiang(Department of Guns Engineering,Ordnance Engineering College,Shijiazhuang 050003,China);Nonlinear Dynamics Fault Model Analysis on Gear Tooth Crack[J];Journal of Mechanical Transmission;2010-11
【Co-references】
Chinese Journal Full-text Database 10 Hits
1 Liu Xinbao (Department of Management Engineering);STUDY ON THE ACCURACY OF INDEX NUMBER SMOOTHING METHOD[J];;1994-03
2 ZHAO Mei,ZHANG San-tong,ZHU Gang(School of Electronics and Information Engineering,Beijing Jiaotong University,Beijing 100044,China);Auxiliary Particle Filter and Simulation Examples[J];Journal of Beijing Jiaotong University;2006-02
3 WANG Na,ZHENG Dezhong,LIU Yonghong Hebei Key Laboratory of Measurement Technology and Instrumentation,YanShan University Qinhuangdao Hebei 066004,China;New Method for Speech Enhancement Based on Dual-Tree Complex Wavelet Packet Transform[J];Chinese Journal of Sensors and Actuators;2009-07
4 CAI Dongjian,YUE Jianping,ZHANG Yongchao;Application Research on Improved Wavelet Threshold Denoising in CORS Data Processing[J];Bulletin of Surveying and Mapping;2012-04
5 DAI Wu-jiao~1,DING Xiao-li~2,ZHU Jian-jun~1,CHEN Yong-qi~(1,2),LI Zhi-Wei~(1,2)(1.Department of Survey Engineering and Geomatics,Central South University,Changsha 410083,China;2.Department of Land Surveying and Geo-informatics,Hong Kong Polytechnic University,Hong Kong,China);EMD Filter Method and Its Application in GPS Multipath[J];Acta Geodaetica et Cartographica Sinica;2006-04
6 WU Fu-mei1,YANG Yuan-xi2(1.Institute of Surveying and Mapping,Information Engineering University,Zhengzhou 450052,China;2.Xi'an Research Institute of Surveying and Mapping,Xi'an 710054,China);GPS/INS Integrated Navigation by Adaptive Filtering Based on Wavelet Threshold De-noising[J];Acta Geodaetica et Cartographica Sinica;2007-02
7 CHEN Qiang HUANG Shengxiang WANG Wei(School of Geodesy and Geomatics,Wuhan University,129 Luoyu Road,Wuhan 430079,China);AN EVALUATION INDICATOR OF WAVELET DENOISING[J];Journal of Geomatics;2008-05
8 LIU Wei-bing,LI Zhi-nong,JIANG Jing(School of Mechanical Engineering,Zhengzhou University,Zhengzhou 450001,China);Fault Diagnosis Method of Rolling Bearing Based on Local Mean Decomposition[J];Bearing;2009-09
9 Li Gengyin Wang Honglei Zhou Ming(Key Laboratory of Power System Protection and Dynamic Security Monitoring and Control under Ministry of Education North China Electric Power University Beijing 102206 China);Short-Time Power Quality Disturbances Identification Based on Improved Wavelet Energy Entropy and SVM[J];Transactions of China Electrotechnical Society;2009-04
10 Cheng Dao lai(Shanghai,Shanghai Power Equipment Research Institute),Wu Qian,Lu Ting yan,Chen Dong;. The Present Status and Development Direction of Domestic Fault Diagnostic System in Power Plant[J];Power Engineering;1999-01
【Secondary Citations】
Chinese Journal Full-text Database 10 Hits
1 ZHOU Chang-feng,HAN Li-qun(College of Information Engineering,Beijing Technology and Business University,Beijing 100037,China);APPLICATION OF PROBABILISTIC NEURAL NETWORK IN TEXT-INDEPENDENT SPEAKER IDENTIFICATION[J];Journal of Beijing Technology and Business University(Natural Science Edition);2007-01
2 Yin Tao (Chongqing University);Probabilistic Neural Networks Based on Transformer Fault Diagnosis[J];Electrotechnical Application;2006-10
3 Wei Song Li Qi Zhao Rencai;Short time fourier transform-based approach for phonetic signal analysis[J];Electronic Measurement Technology;2006-01
4 QU Tian shu,DAI Yi song,WANG Shu xun (Jilin Univercity,Information Department,Changchun,Jilin 130025,China);Adaptive Wavelet Thresholding Denoising method Based on SURE Estimation[J];Acta Electronica Sinica;2002-02
5 ZHOU Xia, CAI Kunbao (College of Electrical Engineering, Chongqing University, Chongqing 400044,China);STFT Analysis of Pulse Signals[J];Journal of Chongqing University(Natural Science Edition);2003-10
6 ZHU Bing-lian, YANG Lei (College of Communications Engineering, Chongqing University, Chongqing 400030,China);Short-time fourier transform analysis of the phonocardiogram signal[J];Journal of Chongqing University(Natural Science Edition);2004-08
7 CAI Kun-bao1,WU Tai-yang1,DAI Guang-ming2(1.College of Communication Engineering,Chongqing University,Chongqing 400030,China;2.The Second Attached Hospital,The Third Military Medical University,Chongqing 400030,China);Pulse Signal Analysis of Druggers with the Wavelet and Neural Network[J];Journal of Chongqing University(Natural Science Edition);2007-10
8 WANG Zhong-min~(1,2),LE Quan-ming~1,YANG Guang-liang~1,YU Wei-yong~1,ZHANG Pei-chao~1ZHANG Qi-ming~(1,2),ZHOU Lan~(1,2)(1.School of Electronics,Information and Electrical Engineering,Shanghai Jiaotong Univ.,Shanghai 200240,China;2.Dept.of Protection,SMEPC,Shanghai 200122,China);Fault classification for UHV grids by using lifting wavelet and neural network[J];East China Electric Power;2006-02
9 SHAO Ren-ping,SUN Jin-cai,SHEN Yun-wen (2nd Dept.,Northwest Polytechnic University,Xi'an 710072,China);A Gear System Identification Method Based on Higher Order Cumulants[J];Journal of Aerospace Power;2000-04
10 SHAO Ren ping, SHEN Yun wen, SUN Jin cai (Department of Mechanical Engineering, Northwestern Polytechnical University, Xi′an 710072, China);DYNAMIC ANALYSIS OF VARIABLE NATURAL CHARACTERISTIC FOR GEAR DECELERATOR[J];Acta Aeronautica Et Astronautica Sinica;2001-01
©2006 Tsinghua Tongfang Knowledge Network Technology Co., Ltd.(Beijing)(TTKN) All rights reserved