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《Electric Drive Automation》 2009-06
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Fault diagnosis for locomotive bearings based on least squares support vector machine

LEI Ye,JIANG Zi-yun (School of Automation and Electrical Engineering,Lanzhou Jiaotong University,Lanzhou 730070,China)  
For the problems of neural network for fault diagnosis,a method of fault diagnosis for locomotive bearing based on least squares support vector machine is proposed.The multi-class fault classifier is built based on least squares support vector machine.The inputing feature vectors are classed by the classifier and the function of classifier is completed.The simulation result not noly shows that the generalized ability of least squares support vector is better than neural network in the case of small samples but also presents obvious advantages for fault diagnosis in recognition accuracy and anti-disturbance ability.
【CateGory Index】: U269.32
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【References】
Chinese Journal Full-text Database 3 Hits
1 ZHANG Yu,CHEN Guang-li (Automation Engineering R&M Center,Guangdong Academy of Sciences,Guangdong 510070,China);Machine Vision Recognition Based on Least Square Support Vector Machine[J];Measurement & Control Technology;2011-07
2 Liu Jun'e1 Zeng Fanlei2 Lin Dachao3 Guo Zhanglin3 Liu Bingwu1(1.School of Information,Beijing Wuzi University;2.School of Economics and Management, Hebei Engineering University;3.Architectural Engineering Institute,North China Institute of Science and Technology);Application of Pattern Recognition Algorithm in Slope Stability Analysis Based on LS-SVM Model[J];Metal Mine;2011-11
3 ZHANG Yu(Automation Engineering R&M Center,Guangdong Academy of Sciences,Guangzhou 510070,China);Security detection for networked manufacture system based on least square support vector machine optimized by particle swarm optimization[J];Modern Manufacturing Engineering;2011-04
【Citations】
Chinese Journal Full-text Database 10 Hits
1 SU Yu, ZHAO Hai,SU Weiji,WANG Gang(School of Information Science and Engineering, Northeastern University, Shenyang 110004);Information Fusion Fault Diagnosis System Based on Fuzzy Neural Network[J];Computer Engineering;2004-17
2 YAN Wei-wu, SHAO Hui-he (Department of Automation, Shanghai Jiaotong University, Shanghai 200030, China);Application of support vector machines and least squares support vector machines to heart disease diagnoses[J];Control and Decision;2003-03
3 XU Jian-hua~1, ZHANG Xue-gong~2, LI Yan-da~2 (1.School of Mathematical and Computer Science, Nanjing Normal University, Nanjing 210097, China; 2.Department of Automation, Tsinghua University, Beijing 100084, China.);Advances in support vector machines[J];Control and Decision;2004-05
4 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
5 DING Fu-yan,et al.(male,born in 1963,assistant researcher,Locomotive and Car Restarch Institute of China Academy of Railway Sciences,Beijing 100081,China);The Trouble Diagnostics Technology for Railway Car Bearings on the Basis of Nerve Network[J];Rolling Stock;2006-12
6 FU jun 1,HU Xiao-yi 2,CHEN Liang 1 et al (1.Transportation Institute, Wuhan Technology university, Wuhan 430063; 2.Locomotive and car Rescarch Instiftute, China Academy of Railway Sciences, Beijing 100081);Application of BP Neural Network to Locomotive Bearing Fault Diagnocis[J];Railway Locomotive & CAR;2002-02
7 DING Fu-yan~(1,2),DU Yong-ping~1(1 Beijing Jiaotong University,Beijing 100044,China;2 Locomotive and Car Research Institute,China Academy of Railway Sciences,Beijing 100081,China);Development of Fault Diagnosis Technology for Locomotive and Car[J];Railway Locomotive & CAR;2004-04
8 ZHANG Xu-jin\+1, TAN Jian-bo\+1, HAN Jiang-hong\+2(1. East China Research Institute of Electrical Engineering, Hefei 230031, China; 2. Hefei University of Technology, Hefei 230009, China);A Method of Fault Diagnosis Based on BP Neural Network[J];Systems Engineering-theory & Practice;2002-06
9 Liang Yu,etc.;Neural network in fault diagnosis based on data fusion[J];Automation and Instrumentation;2004-03
10 CHEN Ru-qing(School of Information Engineering,Jiaxing University,Jiaxing 314001,Zhejiang Province,China);COMPARISON BETWEEN TWO FAULT DIAGNOSIS METHODS BASED ON NEURAL NETWORK[J];Proceedings of the Csee;2005-16
【Co-citations】
Chinese Journal Full-text Database 10 Hits
1 WANG Dong-xia1,ZHANG Nan2,LU Xiao-li(1.Department of Computer Science,Jiyuan Vocational and Technical College,Jiyuan 454650,China;2.Department of Mathematics,Northwest University,Xi'an 710127,China;3.School of Public Management,Northwest University,Xi'an 710127,China);Parameters selection of SVM based on breeding algorithm[J];Journal of Anhui University(Natural Sciences);2009-04
2 TAO Xiu-feng~1,TANG Shi-zhong~1,ZHOU Ming-zheng~2 (1.Dept.of Elec., Anhui University of Technology and Science, Wuhu 241000, China; 2.Dept. of Comp. Sci. & Engn., Anhui University of Technology and Science ,Wuhu 241000,China);A model and application of soft-sensor based on support vector machine[J];Journal of Anhui University of Technology and Science;2004-02
3 CHENG Wei et al(Key Lab.of Intelligent Computing & Signal Processing,Anhui University,Hefei,Anhui 230039);Application of Support Vector Machine in Forecast of Grain Yield[J];Journal of Anhui Agricultural Sciences;2009-08
4 WU Su-hua (Jiangsu University,Zhenjiang,Jiangsu 212003);Study and Analysis on Detection of Soil Water Content Based on Least Squares Support Vector Machine[J];Journal of Anhui Agricultural Sciences;2009-09
5 CHEN Nian et al(Department of Computer Science,Chizhou College,Chizhou,Anhui 247000);Identification of Tea Quality Based on Chemical Composition Detection and SVM Classification[J];Journal of Anhui Agricultural Sciences;2010-15
6 Huang Yuanshun(Maanshan Iron & Steel Co.Ltd.);Automatic Early Warning Technology for Straightener[J];Anhui Metallurgy;2012-01
7 FENG Xue-jun (School of Computer and Information Science,Anqing Teachers college,Anqing 246133,China);Research and Application of LS-SVM[J];Journal of Anqing Teachers College(Natural Science Edition);2009-01
8 LIN Chun-li1,2,QI Xin3,WANG Ke-cheng3(1.College of Automation,Harbin Engineering University,Harbin 150001,China;2.School of Higher Vocational Education,University of Science and Technology Liaoning,Anshan 114051,China;3.School of Electric and Information Engineering,University of Science and Technology Liaoning,Anshan 114051,China);Application of SVM-KNN classifier on abnormal behavior detection[J];Journal of University of Science and Technology Liaoning;2010-05
9 Yang Bo1,Zheng Yingren1,Tang Xiaosong1,Li Anhong2(1.Department of Civil Engineering,Chongqing Geological Hazard Prevention and Treatment Center,Chongqing 400041,China;2.China Railway Eryuan Engineering Group Co.Ltd,Chengdn 610031,China);Application of Artificial Intelligence in the Design of Full-length Anti-slide Pile[J];Chinese Journal of Underground Space and Engineering;2010-02
10 Tang Xiaosong1,ZhengYingren1,Duan Yongsheng2,Li Anhong3 (1.Department of Civil Engineering,Logistical Engineering University,Chongqing 400041,China;2.Chongqing ExpresswayConstruction Group Company Ltd,Yudong Branch,Chongqing 401147,China;3.China Railway Eryuan EngineeringGroup Co.Ltd,Chengdu 610081,China);Application of Artificial Intelligence in the Design of Embedded Anti-slide Piles[J];Chinese Journal of Underground Space and Engineering;2010-02
China Proceedings of conference Full-text Database 10 Hits
1 Song Haiying ,Gui Weihua ,Yang Chunhua School of Information Science and Engineering,Central South University,Changsha,410083,P.R.China;Reduced Least Squares Support Vector Based on Kernel Partial Least Squares and Its Application Research[A];[C];2007
2 Song Haiying,Gui Weihua,Yang Chunhua School of Information Science and Engineering,Central South University,Changsha,410083,P.R.China;Identification of Hammerstein-Wiener Model with Least Squares Support Vector Machine[A];[C];2007
3 Lv Guofang,Song Jinya,Liang Hua,Sun Changyin College of Electrical Engineering,Hohai University,Nanjing 210098,P.R.China;Inverse System Control of Nonlinear Systems Using LS-SVM[A];[C];2007
4 Tao Xiaoyan,Xia Jingbo,Zhang Rui The Telecommunication Engineering Institute,Air Force Engineering University,Xi'an 710077,P.R.China;A Novel Proximal Support Vector Machine and Its Application in Radar Target Recognition[A];[C];2007
5 Fan Xiaogang,Li Lei,Chen Xiao Institute of Automatization,Nanjing University of Posts & Telecommunication,Nanjing 210003,P.R.China;A CDMA Signal Receiver Based on LS-SVM[A];[C];2007
6 Gu Xiaojun1,2,Yang Shixi1,Qian Suxiang2 1.College of Mechanical and Energy Engineering,Zhejiang University,Hangzhou,310027,P.R.China2.College of Mechanical Engineering,Jiaxing University,Jiaxing,China,314001,P.R.China;On Rotary Machine's Multi-Class Fault Recognition Based on SVM[A];[C];2007
7 Lv Peng1,Liu Yibing2,Ma Qiang2,Wei Yufan2 1.School of Mathematics and Physics,North China Electric Power University,Beijing 102206,P.R.China2.Department of automatics,North China Electric Power University,Beijing 102206,P.R.China;Gear Intelligent Fault Diagnosis Based on Support Vector Machines[A];[C];2007
8 Jiang Minghui,Yuan Xuchuan School of Management,Harbin Institute of Technology,Harbin 150001,P.R.China;Personal Credit Scoring Model Based on SVM Optimized by GA[A];[C];2007
9 Liu Bin,Jiang Zheng,Fang Kangling Engineering Research Center for Metallurgical Automation and Detecting Technology,Ministry of Education Wuhan University of Science and Technology,Wuhan,Hubei 430081,P.R.China;LS-SVM Based Stable Generalized Predictive Control[A];[C];2008
10 Yan Gang 1,2,Liang Ximing 1,Long Zuqiang 1,Li Xiang 1 1.School of Information Science and Engineering,Central South University,Changsha 410083,P.R.China 2.Hunan Finance Economics College,Changsha 410205,P.R.China;A New One-Step-Ahead Predictive Control Algorithm[A];[C];2008
【Co-references】
Chinese Journal Full-text Database 10 Hits
1 JIN Cheng-xiao,YU Ting-ting (Center for Quantitative Economics Research,Jilin University,Changchun 130012,China);Research on Monitoring and Early Warning of Our Manufacturing Industrial Security Based on BP Neural Network[J];Journal of Beijing University of Technology(Social Sciences Edition);2010-01
2 YAN Ren-wu,CAI Jin-ding(School of Electrical Engineering and Automation,Fuzhou University,Fuzhou 350108,China);FCM-HMM-SVM based mixed diagnostic model and its application in the power electronic circuit[J];Journal of Electric Power Science and Technology;2010-02
3 GAO Dian-bo,LIU Hong-guang,LU Sen-lin (School of Automobile and Traffic Engineering,Jiangsu University,Zhenjiang 212013,China);Bearing Fault Diagnosis Based on BP Neural Network and Vibration Measurement[J];Journal of Changsha Communications University;2006-02
4 Xu Dehong; Chang Zhaoji; Fan Yunqi(Zhejiang University);A New Fault Diagnosis Method for Power Electronic Circuits──Walsh Transform Method[J];Transactions of China Electrotechnical Society;1993-01
5 Ma Weiming Hu An Wang Lingrong ( Naval Academy of Engineering);Twelve-Phase Rectifier Fault Diagnosis Based on Voltage Waveform Analysis[J];TRANSACTIONS OF CHINA ELECTROTECHNICAL SOCIETY;1997-06
6 Wen Xiaoling (Huazhong University of Science and Technology);A Scheme for Fault Diagnosis of Power Electronic Circuits[J];Electrotechnical Journal;2003-07
7 SUN Feng-tao, ZHANG Cheng-hui, CUI Na-xin, DU Chun-shui (School of Control Science and Engineering, Shandong University, Jinan 250061, China);Advances and prospect of fault diagnosis technology in frequency converter[J];Electric Machines and Control;2005-03
8 ;Converter of Double-fed Induction Wind Generator[J];Power Electronics;2008-06
9 WANG Xu-hua 1,2,CHEN Shou-yu1(1.College of Architectural Engineering,Dalian University,Dalian 116622,China;2.Civil and Hydraulic College,Dalian University of Technology,Dalian 116622,China);Multi-layer fuzzy pattern recognition model and its application in slope stability assessment[J];Journal of Liaoning Technical University;2006-06
10 ZHENG Lianqing,ZOU Tao,LOU Hongli(College of Electrical Engineering,Chongqing University,Chongqing 400044,China);Fault Diagnosis of Power Electronic Circuits Based on Wavelet Transform and Neural Network[J];High Voltage Engineering;2006-03
【Secondary References】
Chinese Journal Full-text Database 4 Hits
1 XIAO Ling;WU Jianxing;Hubei Key Laboratory for Efficient Utilization and Agglomeration of Metallurgic Mineral Resources,Wuhan Science and Technology University;;Micro-seismic Hypocenter Disaster Prediction Based on Support Vector Machine[J];Industrial Safety and Environmental Protection;2013-10
2 LI Cong1,GAO Hai-yan2,YUAN Chao1(1.College of Science,Hennan Agricultural University,Zhengzhou Henan 450002,China; 2.College of Mathmatics and Information Science,North China University of Water Resources and Electric Power,Zhengzhou Henan 450011,China);Research on Apple Grading Method Based on Computer Vision[J];Computer Simulation;2012-09
3 LUO Jianhua1,ZOU Yu1,2,WANG Yuanli1,ZHOU Zeyun1(1.Department of Scientific Research,Academy of Armored Force Engineering,Beijing 100072,China; 2.Regiment of Training,Shijiazhuang Machanic Infantry College,Shijiazhuang Hebei 050085,China);Research on Equipment Allocation Supporting Requirement Forecast Methods in War[J];Journal of Academy of Equipment;2012-06
4 WU Yu-feng;ZHU Wen-yao;WANG Ming-jun;Institute of Technology,Lishui University;;Fault Pattern Recognition of Rolling Bearing Based on Wavelet Packet and Improved Multi-Classification Ls-Svm[J];Journal of Southwest China Normal University(Natural Science Edition);2014-01
【Secondary Citations】
Chinese Journal Full-text Database 10 Hits
1 TIAN Hong ping,ZHANG Jia dong (College of Mechanical and Electrical Engineering, Northern Jiaotong University, Beijing 100044,China);Research of Fault Diagnosis System on Locomotive Circuit[J];JOURNAL OF NORTHERN JIAOTONG UNIVERSITY;2000-04
2 Song Dengxuan; Du Yongping;Zeng Zhaoxiang;Wang Qingwen(Department of Mechanical Engineering,Northern Jiaotong University, Beijing 10004);The Research of Ferrography Condition Monotoring for Dong-Feng Type Locomotive Diesel Engine[J];JOURNAL OF NORTHERN JIAOTONG UNIVERSITY;1994-01
3 Wang Wenqing; Wan Yaoqing(College of Vehicular Engineering,Beijing ,Beijing Institute of Technololge,Beijing 100081);A Knowledge Base for the Oil Analysis Fault Diagnosis Expert System (OAFDES)[J];JOURNAL OF BEIJING INSTITUTE OF TECHNOLOGY;1996-01
4 B.M.CABBOB (Russia);The“Eagle”New Generation High Speed EMUs in Russia(To Be Continued)[J];Foregin Roling Stock;2001-03
5 TANG Xian kang, LI Jun liang (Zhuzhou Electric Locomotive Research Institute, Zhuzhou, Hunan 412001, China);Development of comprehensive supervisor for locomotive safety information[J];ELECTRIC DRIVE FOR LOCOMOTIVE;2000-04
6 (Zhuzhou Electric Locomotive Research Institute (Zhuzhou 412001)) Zhou Guifa;Microcomputer control & component diagnostic system for SS8 locomotive[J];ELECTRIC DRIVE FOR LOCOMOTIVE;1995-04
7 Shen Chengwu Tang Xiaobing Li Jianwen (Department of Civil Engineering,WTU);Inverse Problem of Crack Identification of Frame Structure by Neural Network Method[J];JOURNAL OF WUHAN TRANSPORTATION UNIVERSITY;1998-06
8 Yan Xinmin; Ma Jiancang; Luo Lei(Northwestern Polytechnical University, Xi'an 710072);Application of BP Neural Networks in Fault Diagnosis of Rolling Element Bearings[J];MECHANICAL SCIENCE AND TECHNOLOGY;1996-03
9 Wang Taiyong Li Shuming Guo Hongqi Zhang Fengchun Li Wei ZengZiping (Tianjin University);RESEARCH ON NEURAL NETWORK MULTIPARAMETER DIAGNOSTIC METHOD AND ITS APPLICATION[J];CHINESE JOURNAL OF MECHANICAL ENGINEERING;1998-01
10 WANG Yao nan, LI Shu tao (College of Electrical and Information Engineering, Hunan University, Changsha 410082, China);Multisensor Information Fusion and Its Application:A Survey[J];Control and Decision;2001-05
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