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《Power System Protection and Control》 2010-17
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with adjacent incremental algorithm of transformer fault diagnosis

LIU Tong-jie1,2,LIU Zhi-gang1,HAN Zhi-wei1 (1. School of Electrical Engineering,Southwest Jiaotong University,Chengdu 610031,China; 2. Leshan Electricity Power Bureau,Leshan 614000,China)  
A new method of transformer fault diagnosis based on adaptive fuzzy support vector machine with adjacent incremental algorithm is proposed. Based on the concept of feature extraction in pattern recognition,a hierarchical structure is employed to extract the input features closely related to the model of classification,and it has effectively suppressed the interference of redundant information; the adaptive parameter optimization algorithm has both increased the flexibility of parameter selection for FSVM and enhanced the convergence speed. Besides,the adjacent incremental algorithm has both improved the precision of the diagnosis model and increased the learning abilities to new samples. Compared with the diagnosis model of multi-SVM and multi-FSVM,this method has a strong convergence and excellent diagnosis result.
【Fund】: 2008教育部新世纪优秀人才支持项目(NECT-08-0825);; 教育部霍英东青年教师基金(101060);; 四川省杰出青年基金(07ZQ026-012)
【CateGory Index】: TM407
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【Citations】
Chinese Journal Full-text Database 10 Hits
1 Wang Yongqiang Lü Fangcheng Li Heming (North China Electric Power University Baoding 071003 China);Fault Diagnosis for Power Transformer Based on BN and DGA[J];Transactions of China Electrotechnical Society;2004-12
2 SONG Bin, YU Ping, LUO Yun-bai, WEN Xi-shan (Wuhan University, Wuhan 430072, China);Fault Diagnosis for Power Transformer Based on Grey Relation Entropy[J];Automation of Electric Power Systems;2005-18
3 LIANG Xiao-bing , WANG Yao-long , HUANG Ping , HAN Kun-lun ( Guangxi University, Nanning 530004, China) ( Xi'an Jiaotong University, Xi'an 710049, China);Synthetic Multi-expert in Transformer Fault Diagnosis Based on DGA[J];Automation of Electric Power Systems;2005-18
4 ZHANG Rui, GUO Ruijun, LI Hua, YAN Zhang (School of Electrical Engineering, Xi’an Jiaotong University, Xi’an 710049, China);Feature Selection of DGA Data Based on Transformer Fault Classification[J];High Voltage Engineering;2005-04
5 LI Jian, SUN Cai-xin, CHEN Wei-gen, ZHOU Quan, DU Lin (Key Laboratory of High Voltage Engineering and Electrical New Technology, Ministry of Education, Chongqing University, Chongqing 400044, China);A METHOD OF SYNTHESIS BASED ON THE GREY CLUSTER AND FUZZY CLUSTER ABOUT INTERNAL FAULT DIAGNOSIS OF TRANSFORMER[J];Proceedings of the Csee;2003-02
6 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
7 DONG Ming1,YAN Zhang1,YANG Li2,M.D.Judd3(1.School of Electrical Engineering,Xi'an Jiaotong University,Xi'an 710049,Shaanxi Province,China;2.High Voltage Insulation Diagnostics Group,Glasgow Caledonian University,Glasgow,Scotland,UK;3.Institute for Energy and Environment,University of Strathclyde,Glasgow,Scotland,UK);An Evidential Reasoning Approach to Transformer Fault Diagnosis[J];Proceedings of the CSEE;2006-01
8 ZHANG Quan-ming,LIU Hui-jin (School of Electrical Engineering,Wuhan University,Wuhan 430072,Hubei Province,China);Application of LS-SVM in Classification of Power Quality Disturbances[J];Proceedings of the CSEE;2008-01
9 CHEN Wei-gen,PAN Chong,YUN Yu-xin,WANG You-yuan,SUN Cai-xin (State Key Laboratory of Power Transmission Equipment & System Security and New Technology (Chongqing University),Shapingba District,Chongqing 400044,China);Fault Diagnosis Method of Power Transformers Based on Wavelet Networks and Dissolved Gas Analysis[J];Proceedings of the CSEE;2008-07
10 XIONG Hao1,LI Wei-guo2,CHANG Guang-hui3,GUO Hui-min3 (1. School of Electrical Engineering,Wuhan University,Wuhan 430072,Hubei Province,China; 2. Key Laboratory of Power System Protection and Dynamic Security Monitoring and Control(North China Electrical Power University),Ministry of Education, Changping District,Beijing 102206,China; 3. Henan Province Power Company,Zhengzhou 450052,Henan Province,China);Application of Fuzzy Rough Set Theory to Power Transformer Faults Diagnosis[J];Proceedings of the CSEE;2008-07
【Co-citations】
Chinese Journal Full-text Database 10 Hits
1 ZANG Hong-zhi1,YU Xiao-dong2 (1.Shandong Electric Power Research Institute,Jinan 250002,China;2.Shandong Insititute of Light Industry,Jinan 250343,China);Transformer Fault Diagnosis Based on Rough Set and Support Vector Machine[J];Transformer;2008-08
2 ZHU Zhi-yu, LIU Wei-ting (Dept. of Electronics and Information, Jiangsu University of Science and Technology, Zhenjiang 212003, China);Fault diagnosis of marine diesel engine based on support vector machine[J];Ship Engineering;2006-05
3 LI Jian-po~1 ZHAO Ji-yin~(1,2) ZHENG Rui-rui~1 1.College of Communication Engineering,Jilin University,Changchun 130025,China 2.College of Electromechanical and Information Engineering,Dalian Nationalities University,Dalian 116600,China;Power Transformer Fault Diagnosis Based on Comprehensive Correlation Analysis[J];Journal of Jilin University(Information Science Edition);2008-01
4 ZHAO Ji-yin1,LI Jian-po2,ZHENG Rui-rui2(1.College of Electromechanical Information Engineering,Dalian Nationalities University,Dalian 116600,China;2.College of Communication Engineering,Jilin University,Changchun 130022,China);Application of Adaptive Learning Rate Method in Power Transformer Fault Diagnosis[J];Journal of Jilin University(Information Science Edition);2008-04
5 Guo Zuping(Qingdao Ocean Shipping Mariners's College,Qingdao 266071,Shandong,China);Fault Diagnosis for Transformer Based on Fuzzy Entropy[J];Marine Electric & Electronic Engineering;2008-03
6 WU Xing-wei1,2,CHI Dao-cai1(1.Shenyang Agriculture University,Shenyang 110161,China;2.Shenyang Institute of Engineering,Shenyang 110136,China);Dynamic Forecast of Temperature State for Water Feeding Pump Bearings[J];Bearing;2009-02
7 CHEN Ting, CHEN Yitao, LI Zhaohui (Huazhong University of Science and Technology,Wuhan 430074, China);PXI-based On-line Monitoring and Analyzing System for Power Transformers[J];Hydropower Automation and Dam Monitoring;2006-04
8 ZHU Nan-li 1,ZHOU Yun-bin 2,ZHU Xiao-ming 2,HE Zhong-kun1(1.School of Electronic&Information,Ningbo University of Technology,Ningbo 315016,Zhejiang,China.2.Yunnan Electric Power Design Institute,Kunming 650051,China. 3.Department of Information Engineer,Zhejiang Business Technology Institute, Ningbo 315012,Zhejiang,China.);Online fault detection of power transformer using negative selection algorithm[J];Electrical Measurement & Instrumentation;2008-09
9 Wang Yongqiang Lü Fangcheng Li Heming (North China Electric Power University Baoding 071003 China);Fault Diagnosis for Power Transformer Based on BN and DGA[J];Transactions of China Electrotechnical Society;2004-12
10 Fang Ruiming1 Ma Hongzhong2 (1. Huaqiao University Quanzhou 362021 China 2. Hohai University Nanjing 210098 China);Classification of Induction Machine Rotor Faults Based on Least Square Support Vector Machine[J];Transactions of China Electrotechnical Society;2006-05
China Proceedings of conference Full-text Database 3 Hits
1 Zhu Hui Rui Yannian Ma Gang (College of Mechanical and Electric Engineering, Soochow University, Suzhou 215021, China) ( Wuxi Radio and TV University, Wuxi 214000, China);Reliability evaluation for dynamic electrocardiogram based on gray-fuzzy theory[A];[C];2006
2 Gao Shengwei Zhang Xian Yuan Chenhu Zhang Mu Zhang Guanjun Yang Qingxin (Tianjin Polytechnic University Tianjin 300160 China);Present Situation and Prospect of Transformer Oil DGA[A];[C];2009
3 Zhang guorong (China Hua Neng Shan Dong ZiBo XinDian Power plant overhaul department ZiBo 2554001 China );Power Transformer Fault Diagnosis Based on Classification Algorithms of Support Vector Machines[A];[C];2008
【Secondary Citations】
Chinese Journal Full-text Database 10 Hits
1 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
2 Liao Ruijin Yao Chenguo Sun Caixin Gu Leguan(Chongqing University 400044 China);Blackboard Expert System of Multi-expert Cooperating Diagnosis in Transformers'Insulation[J];Transactions of China Electrotechnical Society;2002-01
3 Li Jian Sun Caixin Chen Weigen Chen Guoqing Cui Xuemei (Chongqing University 400044 China);Study on Fault Diagnosis of Insulation of Oil-immersed Transformer Based on Grey Cluster Theory[J];Transactions of China Electrotechnical Society;2002-04
4 Liu Na Gao Wensheng Tan Kexiong (Department of Electrical Engineering Tsinghua University 100084 China);Fault Diagnosis of Power Transformer Using a Combinatorial Neural Network[J];Transactions of China Electrotechnical Society;2003-02
5 Wang Yongqiang Lü Fangcheng Li Heming (North China Electric Power University Baoding 071003 China);Fault Diagnosis for Power Transformer Based on BN and DGA[J];Transactions of China Electrotechnical Society;2004-12
6 Li Donghui Zhou Weiwei (Tianjin University Tianjin 300072 China);Research on Sensor Fault Diagnosis Based on Wavelet Neural Networks[J];Transactions of China Electrotechnical Society;2005-05
7 Zhang Mingliu Sun Caixin(Chongqing University);Study on Fault Diagnosis of Transformer DGA Method with Fuzzy Multi-Criteria Analysis[J];TRANSACTIONS OF CHINA ELECTROTECHNICAL SOCIETY;1998-01
8 Gao Wensheng Gao Ning Yan Zhang(Xi'an Jiaotong University);Application of Adaptive Wavelet Classification Network for Fault Diagnosis in Oil Immersed Power Equipment[J];Transactions of China Electrotechnical Society;1998-06
9 Lin Jun, Zhang Jing. She Zhiting. Tang Zhiwen (Hu'nan University. Changsha 410082, China);NEURAL NETWORK BASED ON-LINE DETECTION OF DISSOLVED GAS IN TRANSFORMER OIL[J];Automation of Electric Power Systems;2001-08
10 Su Pengsheng, Wang Huan (Tsinghua University, Beijing 100084, China);TECHNOLOGY ANALYSIS OF STATE MONITORING AND FAULT DIAGNOSIS IN ELECTRIC POWER SYSTEMS[J];Automation of Electric Power Systems;2003-01
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