Full-Text Search:
Home|Journal Papers|About CNKI|User Service|FAQ|Contact Us|中文
《Journal of Vibration and Shock》 2011-02
Add to Favorite Get Latest Update

Roller bearing fault detection using improved envelope spectrum analysis based on EMD and spectrum kurtosis

CAI Yan-ping,LI Ai-hua,SHI Lin-suo,BAI Xiang-feng,SHEN Jin-wei(Department No.5,the Second Artillery Engineering College,Xi'an 710025,China)  
According to modulation characteristics of roller bearing fault vibration signals and limitation of traditional envelope analysis,a roller bearing fault diagnosis method using improved envelope analysis based on empirical mode decomposition(EMD) and spectrum kurtosis(SK) was proposed here.Firstly,roller bearing fault vibration signals were decomposed into a finite number of intrinsic mode functions(IMFs).Secondly,FFT transformation was used to make each IMF into a spectral signal and calculate their absolute values,then spectrum kurtosis values were calculated using each IMF spectral absolute value square envelope.Finally,using the filtering function of the spectrum kurtosis,the best frequency band for demodulation was automatically chosen with the criterion of IMFs spectrum kurtosis.The proposed method was applied to simulated signals and actual signals,the analysis results demonstrated the effectiveness of the proposed method.
【Fund】: 博士后科学基金项目(20070411116);; 学院创新性基础研究基金项目(XY2009JJB33)
【CateGory Index】: TH133.33;TH165.3
Download(CAJ format) Download(PDF format)
CAJViewer7.0 supports all the CNKI file formats; AdobeReader only supports the PDF format.
Chinese Journal Full-text Database 10 Hits
1 Chen Guo(College of Civil Aviation,Nanjing University of Aeronautics and Astronautics,Nanjing 210016,China);Feature Extraction and Intelligent Diagnosis for Ball Bearing Early Faults[J];Acta Aeronautica Et Astronautica Sinica;2009-02
2 YANG Yu1, YU Dejie1, CHENG Junsheng1, DING Ge2 (1.College of Mechanical and Automotive Engineering, Hunan Univ, Changsha410082, China; 2.Changsha Zoomlion Heavy Industry Science & Technology Development Co. Ltd, Changsha410013, China);Application of Emprical Mode Decomposition (EMD) in Roller Bearing Fault Diagnosis[J];Journal of Hunan University (Natural Science);2003-05
3 CHENG Jun-sheng, YU De-jie, YANG Yu(College of Mechanical and Automotive Engineering, Hunan University, Changsha 410082,China);A Fault Diagnosis Approach for Roller Bearing Based on SVM and EMD Envelope Spectrum[J];Systems Engineering-theory & Practice;2005-09
4 Ding Kang (Department of Mechatronic Engineering,Shantou University,Guangdong 515063) Zhu Xiaoyong Chen Yahua (Faculty of Mechanical Engineering,Chongqing University,Chongqing 400044);THE VIBRATION CHARACTERISTICS OF TYPICAL GEARBOX FAULTS AND ITS DIAGNOSIS PLAN[J];Journal of Vibration and Shock;2001-03
5 Ding Kang1,2(1. School of Mechanical Engineering, Xi'an Jiaotong University, Xi'an 710049; 2. College of Traffic and Communication, South China University of Technology, Guangzhou 510640Kong Zhengguo33. Department of Mechatronic, Shantou University Shantou 515063);MODULATION PRINCIPLE OF AMPLITUDE & FREQUENCY MODULATED SIGNAL AND ITS DEMODULATION PROCEDURE[J];Journal of Vibration and Shock;2005-06
6 He Lingsong Li Weihua (School of Mechanical Engineering, Huazhong University of Science and Technology Wuhan,430074);Morlet Wavelet and Its Application in Enveloping[J];Journal of Vibration Engineering;2002-01
7 Zhang Fan Ding Kang (Department of Mechatronic Engineering, Shantou University Shantou,515063);Research on the Three Algorithms and Limitations of Generalized Detection-Filtering Demodulation Analysis[J];Journal of Vibration Engineering;2002-02
8 SHEN Guo-ji, TAO Li-min, CHEN Zhong-sheng (College of Mechantronic Engineering and Automation, National University of Defe nse Technology, Changsha 410073, China);Theoretical research on empirical mode decomposition of multi-frequency signal and its application[J];Journal of Vibration Engineering;2005-01
9 Yu De jie;Cheng Junsheng;Yang Yu Hunan University,Changsha,China;Application of the Hilbert-Huang Transform Method to Roller Bearing Fault Diagnosis[J];China Mechanical Engineering;2003-24
10 LUO Jie-si,YU De-jie,PENG Fu-qiang(State Key Laboratory of Advanced Design and Manufacturing for Vehicle Body,Hunan University,Changsha 410082,China);Application of multiscale morphology demodulationapproach based on EMD in machinery fault diagnosis[J];Journal of Vibration and Shock;2009-11
Chinese Journal Full-text Database 10 Hits
1 ZHANG Jian-yu~1 GAO Li-xin~1 CUI Ling-li~1 WANG Shuang-qi~2 WANG Guo-dong~1 1.Key laboratory of advanced manufacturing technology,Beijing University of Technology,Beijing 100022,China; 2.Tangshan Iron and Steel Corp.Ltd,Tangshan 063000,Hebei,China;Incipient Diagnosis on the Bearing Fault of Rolling Mills Based on Wavelet Denoising Technology[J];Journal of Beijing University of Technology;2006-08
2 CUI Ling-li~1 DING Fang~1 GAO Li-xin~1 ZHANG Jian-yu~1 WANG Ying-wang~2 1.The Key Laboratory of Advanced Manufacturing Technology,College of Mechanical Engineering and Applied Electronics Technology,Beijing University of Technology,Beijing 100022,China; 2.Tangshan Iron and Steel Company,Tangshan 063000,Hebei,China;A Comprehensive Demodulation Analysis of Gear Tooth Crack Early Fault[J];Journal of Beijing University of Technology;2006-08
3 GAO Li-xin, WANG Da-peng, LIU Bao-hua, DING Qing-xin, DING Fang, LI Min (The Key Laboratory of Advanced Manufacturing Technology, College of Mechanical Engineering and Applied Electronics Technology, Beijing University of Technology, Beijing 100022,China;The Mathematical Physics Department, Hebei Institute of Architecture and Civil Engineering, Zhangjiakou 075000, China);Study on Application of Resonance-demodulation Technology in Rolling Bearing Fault Diagnosis[J];Journal of Beijing University of Technology;2007-01
4 GAO Li-xin~1 ZHANG Xue-song~1 ZHOU Feng-xing~2 1.Key Laboratory of Advanced Manufacturing Technology of Beijing,Beijing University of Technology,Beijing 100022,China; 2.School of Information Science and Engineering,Wuhan University of Science and Technology,Wuhan 430081,Hubei China;Key Technology of Fault Diagnosis on the Bar and Wire Rolling Mill Gear Box[J];Journal of Beijing University of Technology;2007-08
5 XU Bao-jie~(1,2),ZHANG Jian-min~1,XU Xiao-li~2,LI Jian-wei~2(1.School of Mechanical and Vehicular Engineering,Beijing Institute of Technology,Beijing 100081,China;2.Measurement and Control of Mechanical and Electrical System Key Lab of Beijing,Beijing Institute of Machinery,Beijing 100085,China);A Study on the Method of Restraining the Ending Effect of Empirical Mode Decomposition (EMD)[J];Transactions of Beijing Institute of Technology;2006-03
6 PAN Yuan-feng(Lianyuan Iron &Steel Group Co.Ltd,Loudi 417009);Research on Pitting Corrosion Detection of Gear in Gearbox[J];Journal of Chongqing University of Science and Technology(Natural Sciences Edition);2008-05
7 SUN Jiedi1,2,WEN Jiangtao3,JIN Shijiu1 (1.State Key Laboratory of Precision Measurement Technology and Instrument,Tianjin University,Tianjin 300072,China;2.College of Information Science and Engineering,Yanshan University,Qinhuangdao 066004,China;3.College of Electrical Engineering,Yanshan University,Qinhuangdao 066004,China);Research on Pipeline Security Monitoring System Based on Seismic Signal[J];Journal of Test and Measurement Technology;2008-03
8 LONG Yuan1,LI Dan2(1.School of Automation & Electrical Engineering,Lanzhou Jiaotong University,Lanzhou 730070,China;2.College of Information Science and Engineering,Central South University,Changsha 410083,China);Fault Diagnostic of Locomotive Bearing Based on Parameters of Time-frequency Field and Hilbert-Huang Transform[J];Bearing;2007-09
9 Cheng Jun-sheng Yu De-jie Yang Yu Deng Qian-wang Chen Yuan(College of Mechanical and Automotive Eng., Hunan Univ., Changsha 410082, China);Research on Gear Fault Diagnosis Based on EMD[J];Journal of Electronics and Information Technology;2004-05
10 Song Muping Ma Zhigang (Department of Information and Electronic Engineering,Zhejiang University,Hangzhou 310027);Optical Signal Processing in Brillouin Optical Time Domain Reflector Based Morlet Wavelet Transform[J];Acta Optica Sinica;2007-05
China Proceedings of conference Full-text Database 5 Hits
1 QIAN Zhenhua SONG Hanwen (Department of Mechanics and Engineering Science, Fudan University, Shanghai 200433);Studies on Empirical Mode Decomposition (EMD)[A];[C];2005
2 HE Tian1, LIU Xian-dong2, LI Qi-han2 (1. School of Jet Propulsion, Beijing University of Aeronautics and Astronautics, Beijing, 100083; 2. Dept. of Automobile Engineering, Beijing University of Aeronautics and Astronautics Beijing, 100083);An new method for extracting the severity features of rubbing fault[A];[C];2007
3 Chen Shanshan~1 li Gangyan~2 He Libo~3 (1 Changzhou Institute of Technology Changzhou 213002 China; 2 An Steel Unversity of Employees Anshan 114004 China; 3.An Steel Technology Center Anshan 111400 China);The Field Application of Gear Diagnosis Technology[A];[C];2008
4 QIN Rong,YANG Zhijian,DING Kang (School of Mechanical & Automotive Engineering.South China University of Technology, Guangzhou 510640,China);Study on misfire fault diagnosis of engine Based on EMD[A];[C];2010
5 Dou Dongyang School of Chemical Engineering and Technology China University of Mining and Technology Xuzhou,P R China Zhao Yingkai School of Automation and Electrical Engineering Nanjing University of Technology Nanjing,P R China;Fault Severity Assessment for Rolling Bearings with Inner Race Fault[A];[C];2010
【Secondary Citations】
Chinese Journal Full-text Database 10 Hits
1 Wang Yanchun Ding Kang Xie Ming Huang Qiang Yi Zhulin;EXPERIMENTAL INVESTIGATION ON VIBRATION AND NOISE BY C6132 LATHE[J];Journal of Chongqing University(Natural Science Edition);1992-05
2 DING Kang 1,JIANG Li qi ( 1Shantou University, Shantou 515063);Investigation on Limitations for Demodulation Analysis in Signal Detection of Mechanical Vibration[J];MECHANICAL SCIENCE AND TECHNOLOGY;2000-05
3 Fu Qinyi Zhang Yicheng Ying Lijun Li Guoshun (Center South University);EXTRACTION OF FAILURE CHARACTER SIGNAL OF ROLLING ELEMENT BEARINGS BY WAVELET[J];Chinese Journal of Mechanical Engineering;2001-02
5 HU Shou song, WANG Yuan (Department of Automatic Control, Nanjing University of Aeronautics and Astronautics, Nanjing 210016,China);Support Vector Machine Based Fault Diagnosis for Nonlinear Dynamics Systems[J];Control and Decision;2001-05
6 ZHANG Xuegong (Dept.of Automation,Tsinghua University,Beijing 100084) (State Key Laboratory of Intelligent Technology and Systems of China);INTRODUCTION TO STATISTICAL LEARNING THEORY AND SUPPORT VECTOR MACHINES[J];;2000-01
7 Bao Ming Zhao Chunsheng (Research Institute of Vibration Engineering);Researches on Gear Fault Diagnostic Techniques[J];Journal of Nanjing University of Aeronautics & Astronautics;1992-05
8 Wang Zhijie & Ding Kang;Experimental Investigation on Vibration Feature Extraction of Automotive Gearbox Faults[J];Automotive Engineering;1994-04
9 Zhang Zhousuo,Li Lingjun,He Zhengjia(School of Mechanical Engineering, Xi′an Jiaotong University, Xi′an 710049, China);Research on Diagnosis Method of Machinery Fault Based on Support Vector Machine[J];Journal of Xi'an Jiaotong University;2002-12
10 Chen Guo (College of Civil Aviation,Nanjing University of Aeronautics and Astronautics,Nanjing 210016,China);Structure self-adaptive neural network model realizing structural risk minimization principle[J];Chinese Journal of Scientific Instrument;2007-10
©2006 Tsinghua Tongfang Knowledge Network Technology Co., Ltd.(Beijing)(TTKN) All rights reserved