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《Transactions of China Electrotechnical Society》 2006-05
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Classification of Induction Machine Rotor Faults Based on Least Square Support Vector Machine

Fang Ruiming1 Ma Hongzhong2 (1. Huaqiao University Quanzhou 362021 China 2. Hohai University Nanjing 210098 China)  
A multi-class classification model for induction machine rotor fault diagnosis based on LSSVM(Least Square Support Vector Machine)is proposed. At first, the signals of the sample stator current are analyzed with FFT, and the normalized spectral characteristics are used as the inputs of SVMs, then the multi-class LSSVM classifiers are constructed according to the one-against-one strategy, finally, the four rotor fault types of induction machine are identified by the trained classifiers. The influences of some factors such as the error penalty, kernel function, and the coupling schemes of sub classifiers, on the accuracy, are also discussed. It is pointed out that the model can be improved by adopting RBF kernel function and mixture matrix coupling scheme. The experimental results show that the proposed approach has good accuracy and generalization performances.
【Fund】: 国家自然科学基金(50477010);; 福建省青年科技人才创新基金(2004J032)资助项目。
【CateGory Index】: TM343
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【References】
Chinese Journal Full-text Database 6 Hits
1 ;The Fault Detection and Diagnosis Methods for Rotor Fault of Induction Motors[J];Power System Engineering;2009-02
2 Chen Weiwen and Fang Ruiming;The Diagnosis Methods for Rotor Fault of Induction Motors[J];Explosion-Proof Electric Machine;2006-06
3 ZHANG Lie-ping, NIU Qin-zhou (Guilin Technology University ,Guilin 541004,China);Rotor Fault Diagnosis of Induction Motor Based on Comprehensive Correlation Degree Analysis[J];Coal Mine Machinery;2009-08
4 Chen Wei1,Li Qian1,Tang Wei2(1.College of Electrical and Information Engineering,Shanxi University of Science and Technology,Xi'an 710021,China;2.College of Papermaking Engineering,Shanxi University of Science and Technology,Xi'an 710021,China);Research of Soft Measurement for Baume Degrees of Black Liquor with an Advanced Algorithm[J];Computer Measurement & Control;2009-08
5 Fang Ruiming 1 ,Zheng Lixin1,Ma Hongzhong2,Huang Donghai1 (1 Huaqiao University, Quanzhou 362021,China; 2 Hohai University, Nanjing 210098,China);Fault diagnosis for rotor of induction machine based on MCSA and SVM[J];Chinese Journal of Scientific Instrument;2007-02
6 SONG Yan-bing,FANG Rui-ming,LU Xiao-fen,LIU Jie(College of Information Science & Engineering,Huaqiao University,Quanzhou 362021,China);Fault Diagnosis for Rotor of Variable Frequency Motor Based on Advanced MCSA[J];Electric Machines & Control Application;2009-03
【Citations】
Chinese Journal Full-text Database 7 Hits
1 Niu Faliang Huang Jin(Zhejiang University Hangzhou 310027 China);Rotor Fault Detection for Induction Motors Based on Complex Analytical Wavelet Transform of Electromagnetic Torque[J];Transactions of China Electrotechnical Society;2005-07
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 JIANG Dongxiang, NI Weidou Department of Thermal Engineering, Tsinghua University, Beijing 100084, China;Hybrid intelligent diagnostic method for large steam turbine generator sets[J];JOURNAL OF TSINGHUA UNIVERSITY(SCIENCE AND TECHNOLOGY);1999-03
4 HOU Xin-guo 1, XIA Li 1, WU Zheng-guo 1, ZHAO Yong-ling 2 (1.Department of Electrical Engineering, Naval University of Engineering,Wuhan, 430033,China; 2.Unit No.92854 Ordnance Repairman Shop, Zhanjiang, 524005,China);Fault Diagnosis Method for Induction Motor Based on Wavelet Transformation and Neural Network[J];Journal of Data Acquisition & Processing;2004-01
5 DONG Ming, MENG Yuan-yuan, XU Chang-xiang, YAN Zhang (Xian Jiaotong University, Xian 710049, China);FAULT DIAGNOSIS MODEL FOR POWER TRANSFORMER BASED ON SUPPORT VECTOR MACHINE AND DISSOLVED GAS ANALYSIS[J];Proceedings of the Csee;2003-07
6 LIU Zhen-xing1,2, YIN Xiang-gen1, ZHANG Zhe1, LIU Hui-kang2 (1. Huangzhong University of science and Technology, Wuhan 430074,China; 2. Wuhan University of science and Technology, Wuhan 430081, China);ON-LINE ROTOR FAULT DIAGNOSIS WAY BASED ON SPECTRUM ANALYSIS OF INSTANTANEOUS POWER IN SQUIRREL CAGE INDUCTION MOTORS[J];Proceedings of the Csee;2003-10
7 MA Hong-zhong~1, LI Xun-ming~1, FANG Rui-ming~2, HUANG Yun-kai~2,HU Qian-sheng~2(1. Hohai University, Nanjing 210098, China; 2. Southeast University, Nanjing 210096, China);DIAGNOSING ROTOR WINDING FAULT IN ASYNCHRONOUS MOTORS BY USING RESIDUAL VOLTAGES AFTER AC DUMP[J];Proceedings of the Csee;2004-07
【Co-references】
Chinese Journal Full-text Database 10 Hits
1 Cao Zhitong ;Chen Hongping(Zhejiang University 310027 China) E.Ritchie(Institute of Energy Aalborg University Denmark );Rotor Fault Diagnosis of Induction Motors Based of a Dynamic Associative Memory of Chaotic Neural Network[J];TRANSACTIONS OF CHINA ELECTROTECHNICAL SOCIETY;2000-03
2 Ning Yuquan(Huazhong University of Sience and Technology 430074 China);Consider Fault Calculation on Parameters for Induction Motors[J];Transactions of China Electrotechnical Society;2002-04
3 Liu Zhenxing Zhang Zhe Yin Xianggen Wu Jieyu (Huazhong University of Science and Technology 430074 China);A New Approach of On-Line Condition Monitoring and Fault Diagnosis for the Squirrel-Cage Induction Motor[J];Transactions of China Electrotechnical Society;2002-04
4 Ning Yuquan(Huazhong University of Science and Technology 430074 China);Faults Detection and On-line Diagnosis in Squirrel Cage Induction Motors with Broken Bars and End Ring Connectors[J];Transactions of China Electrotechnical Society;2003-01
5 Wei Yunbing Huang Jin Niu Faliang (Zhejiang University 310027 Chian) Ren Bingzhi (Hengdian Group DMEGC Corporation 322118 China);Rotor Fault Feature Extraction of Squirrel-cage Induction Motors Based on Wavelet Ridge[J];Transactions of China Electrotechnical Society;2003-04
6 DENG Hong-gui , LUO An , CAO Jian , CAO Xiang ( Central South University, Changsha 410083, China) ( Hunan University, Changsha 410082, China);Application of Three-level Dependent Degree for Transformer Fault Diagnosis[J];Automation of Electric Power Systems;2005-18
7 JIANG Jian-dong,CAI Ze-xiang(South China University of Technology,Guangzhou 510640,China);Detection of induction motor rotor cage fault based on Park transformation[J];Electric Power Automation Equipment;2004-05
8 Yang Fugang1 Sun Tongjing1 Song Songlin2(1.School of Control Science and Engineering,Shandong University,Ji'nan 250061,China;2.Shandong Xinhua Medical Instrument Co.,Ltd.,Zi'bo 255000,China);Artificial Immune Algorithm Based Particle Detection Method for Liquid in Pharmaceutical Container[J];Journal of Electronic Measurement and Instrument;2008-01
9 XIONG Hui; SHEN Zhen-kang; WEI Ji-bo; LI Ji-cheng(Institute of Electronic Science and Engineering, Mational University of Defense Technology ,Changsha 410073,China);Moving Infrared Low SNR Target Detection algorithm[J];ACTA ELECTRONICA SINICA;1999-12
10 PENG Jia-xiong; ZHOU Wen-lin(Institute of Pattern Recongition and Artificial Intelligence,Huazhong Univesity of science and Technology,Wuhan 430074, China );Infrared Background Suppression for Segmenting and Detecting Small Target[J];ACTA ELECTRONICA SINICA;1999-12
China Proceedings of conference Full-text Database 1 Hits
1 YANG Fu-gang1,SUN Tong-jing1,SONG Song-lin2(1.School of Control Science and Engineering,Shandong University,Ji'nan 250061,China;2.Shandong Xinhua Medical Instrument Co.,Ltd,Zi'bo 255000,China);Application of artificial immune algorithm in foreign particles detection in glass bottles liquids[A];[C];2007
【Secondary References】
Chinese Journal Full-text Database 6 Hits
1 HAN Tian,YIN Zhong-jun,YANG Shao-wei(School of Mechanical Engineering,University of Scienceand Technology Beijing,Beijing 100083,China);Discussion of Diagnostic Methods for Broken Rotor Bar of Induction Motor[J];Proceedings of the Chinese Society of Universities for Electric Power System and its Automation;2009-01
2 Liu Jie,Chen Weiwen,Fang Ruiming,and Dai Yinyin;Detecting of Induction Electric Machine Rotor Faults Based on Wavelet Packet Analysis[J];Explosion-Proof Electric Machine;2008-03
3 ZHANG Lie-ping, NIU Qin-zhou (Guilin Technology University ,Guilin 541004,China);Rotor Fault Diagnosis of Induction Motor Based on Comprehensive Correlation Degree Analysis[J];Coal Mine Machinery;2009-08
4 XIAO Jinzhuang,WANG Hongrui(College of Electric and Information Engineering,Hebei University,Baoding Hebei 071002,China);Diagnosis Method for Connection-related Faults in Numerical Control System Based on SVM[J];Machine Tool & Hydraulics;2009-11
5 YANG Cun-xiang1,2,LOU Yi2,LUO Dan-yu2,YAN Yan-mei2(1.College of Control Science and Engineering,Huazhong University ofScience and Technology,Wuhan 430074,China;2.College of Electrical InformationEngineering,Zhengzhou University of Light Industry,Zhengzhou 450002,China);Rotor Bar Breaking Fault Detection of Squirrel-cage Induction Motors Based on Stator Current[J];Micromotors;2008-09
6 SONG Yan-bing,FANG Rui-ming,LU Xiao-fen,LIU Jie(College of Information Science & Engineering,Huaqiao University,Quanzhou 362021,China);Fault Diagnosis for Rotor of Variable Frequency Motor Based on Advanced MCSA[J];Electric Machines & Control Application;2009-03
【Secondary Citations】
Chinese Journal Full-text Database 10 Hits
1 Jiang Jianguo Wang Qingsheng Yang Bingshou Qiu Arui (Qinghua University);Applying the Adaptive Noise Cancellation to Extract the Features of Squirrel Cage Induction Motor with Rotor Defects[J];Transactions of China Electrotechnical Society;1990-04
2 Qian Zheng Gao Wensheng Shang Yong Yan Zhang(Xian Jiaotong University 710049 China);Synthetic Diagnosis Model Applying Case-Based Reasoning in Dissolved Gas Analysis of Transformer Oil[J];TRANSACTIONS OF CHINA ELECTROTECHNICAL SOCIETY;2000-05
3 Liu Zhenxing Zhang Zhe Yin Xianggen Wu Jieyu (Huazhong University of Science and Technology 430074 China);A New Approach of On-Line Condition Monitoring and Fault Diagnosis for the Squirrel-Cage Induction Motor[J];Transactions of China Electrotechnical Society;2002-04
4 Wei Yunbing Huang Jin Niu Faliang (Zhejiang University 310027 Chian) Ren Bingzhi (Hengdian Group DMEGC Corporation 322118 China);Rotor Fault Feature Extraction of Squirrel-cage Induction Motors Based on Wavelet Ridge[J];Transactions of China Electrotechnical Society;2003-04
5 Ren Zhen, Huang Wenying (South China University of Technology,510641,Guangzhou,China) He Jianjun, Shi Zhiqiang, Yang Hua, Yang Hao (Chongqing University,630044,Chongqing,China);WAVELET ANALYSIS AND APPLICATIONS TO POWER SYSTEMS Part One Introduction[J];AUTOMATION OF ELECTRIC POWER SYSTEMS;1997-01
6 Qing Zheng et al.;Recognition of Overheating and Discharsing Fault of Power Transformer Using Multivariate Statistical Analysis[J];HIGH VOLTAGE ENGINEERING;1999-02
7 ;Selection of Typical Samples in Combinatorial Neural Network[J];HIGH VOLTAGE ENGINEERING;1999-04
8 Jiang Dongxiang, Ni Weidou Department of Thermal Engineering, Tsinghua University;Architecture and cooperation of a distributed intelligent diagnostic system for large scale power plants[J];;1996-07
9 Ni Weidou, Jiang Dongxiang, Yu Wenhu  , Zhang Gaohe  Department of Thermal Engineering, Tsinghua University, Beijing 100084; Shandong Electric Power Research Institute, Jinan 250021;System of performance and vibration remote monitoring and diagnosis for large power plants[J];JOURNAL OF TSINGHUA UNIVERSITY(SCIENCE AND TECHNOLOGY);1997-S1
10 LIU Zheng xing 1,ZHANG Zhe 2,YIN Xiang gen 2 (1 Wuhan University of Science and Technlogy,Wuhan 430081,China; 2 Huazhong Univeristy of Science and Technology,Wuhan 430074,China);A Summary of On-line Condition Monitoring and Fault Diagnostics for 3-phase Induction Motors[J];Journal of Wuhan Yejin University of Science and Technology;2001-03
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