Full-Text Search:
Home|Journal Papers|About CNKI|User Service|FAQ|Contact Us|中文
《Electric Power Automation Equipment》 2012-11
Add to Favorite Get Latest Update

Identification of interior fault position based on SVM and D-S evidence theory for electric transformer

SIMA Liping,SHU Naiqiu,LI Zipin,HUANG Yong,LUO Xiaoqing(School of Electrical Engineering,Wuhan University,Wuhan 430072,China)  
Since it is difficult to determine the BPA(Basic Probability Assignment) in the transformer information fusion diagnosis method,an identification model based on the multi-SVM(Support Vector Machine) and D-S evidence theory is proposed for the interior fault position of electric transformer.The BPA is objectively realized based on the "one-versus-one" multi-class SVM posterior probability estimation;the complementary information of DGA(Dissolved Gas Analysis) data and routine electrical test data is fully utilized to detect the possible interior fault positions of electric transformer.Practical examples show that,the proposed model identifies the fault positions effectively and is better than the mono-SVM in both accuracy and generalization.
【Fund】: 国家自然科学基金资助项目(51207113)~~
【CateGory Index】: TM41
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 WEI Xing, SHU Nai-qiu , CUI Peng-cheng , WU Bo (Wuhan University, Wuhan 430072 , China) (Zhejiang Electric Transmission & Transformation Engineering Corporation, Hangzhou 310016, China);Power Transformer Fault Integrated Diagnosis Based on Improved PSO-BP Neural Networks and D-S Evidential Reasoning[J];Automation of Electric Power Systems;2006-07
2 XU Qing - shan1,TANG Guo - qing1,CHENG Xun2,Tobias Mirbach3(1.Dept.of Electrical Engineering,Southeast University,Nanjing 210096,China;2.Shanghai Electrical Power Co.,Ltd.,Minghang Power Plant,Shanghai 200245,China;3.Dept.of Electric Engineering,RWTH,Aachen 52064,Germany);Power system fault diagnosis based on improved D-S evidence decision rule[J];Electric Power Automation Equipment;2005-08
3 WEI Xing,SHU Nai-qiu,ZHANG Lin,CUI Peng-cheng (Department of Electrical Engineering,Wuhan University,Wuhan 430072,China);Power transformer fault diagnosis based on improved PSO - BP hybrid algorithm[J];Electric Power Automation Equipment;2006-05
4 CAO Yijia1,2,LIU Yi1,GAO Zhenxing1,GUO Chuangxin1,PENG Mingwei3(1.College of Electrical Engineering,Zhejiang University,Hangzhou 310027,China;2.College of Electrical and Information Engineering,Hunan University,Changsha 410082,China;3.Zhejiang Electric Power Design Institute,Hangzhou 310048,China);Model and method of large scale grid fault diagnosis based on multi-agent system and information fusion technology[J];Electric Power Automation Equipment;2010-07
5 Peng Ningyun, Wen Xishan, Shu Xiang (Electrical Engineering Institute of Whuhan University, Wuhan 430072, China);APPLICATION OF FUZZY NEURAL NETWORK TO TRANSFORMER FAULT DIAGNOSIS[J];High Voltage Engineering;2004-05
6 LIANG Liu-ming1,CHEN Wei-gen1,YUE Yan-feng2,WEI Chao1,YANG Jian-feng1(1.State Key Laboratory of Power Transmission Equipment & System Security and New Technology,Chongqing University,Chongqing 400044,China;2.Luoyang Power Supply Company,Luoyang 471000,China);Study on Power Transformers Fault Diagnosis Based on Wavelet Neural Network and D-S Evidence Theory[J];High Voltage Engineering;2008-12
7 ZHANG Xiang1,2,XIAO Xiaoling3,XU Guangyou1(1.Department of Computer Science and Technology,Tsinghua University,Beijing 100084,China; 2.Department of Geophysics and Oil Resources,Yangtze University,Jingzhou 434023,China;3.School of Computer Science and Technology,Wuhan University of Technology,Wuhan 430063,China);Weighted posterior probability output for support vector machines[J];Journal of Tsinghua University(Science and Technology);2007-10
8 WU Bo~1 ZHANG Liangpei~1 LI Pingxiang~1(1 State Key Laboratory for Information Engineering in Surveying,Mapping and Remote Sensing,Wuhan University,129 Luoyu Road,Wuhan 430079,China );Unmixing of Hyperspectral Imagery Based on Probabilistic Outputs of Support Vector Machines[J];Geomatics and Information Science of Wuhan University;2006-01
9 Jiang Wanlu1,Wu Shengqiang1,2 (1 College of Mechanical Engineering,Yanshan University,Qinhuangdao 066004,China;2 Xingtai Vocational and Technical College,Xingtai 054035,China);Multi-data fusion fault diagnosis method based on SVM and evidence theory[J];Chinese Journal of Scientific Instrument;2010-08
10 YANG Li, SHANG Yong, ZHOU Yue feng, YAN Zhang (Xi'an Jiaotong University, Xi'an 710049, China);PROBABILITY REASONING AND FUZZY TECHNIQUE APPLIED FOR IDENTIFYING POWER TRANSFORMER MALFUNCTION[J];Proceedings of the Csee;2000-07
Chinese Journal Full-text Database 10 Hits
1 WANG Wei1,LI Qing-quan1,WANG Xiang-dong2(1.Shandong University,Jinan 250061,China;2.Jinan Product Quality Supervison Testing Institute,Jinan 250022,China);Fault Diagnosis Simulation of BPANN Oil-Immersed Power Transformer Based on MATLAB[J];Transformer;2007-09
2 ZHANG Zhe,ZHU Yong-li,WU Zhong-li,HAN Kai(North China Electric Power University,Baoding 071003,China);Fault Diagnosis of Transformer Dissolved Gas Analysis Based on SVM Multiple Classification[J];Transformer;2010-03
3 CHEN Xin-gang,TIAN Xiao-xiao,ZHANG Chao-feng,ZHAO Yang-yang(Chongqing University of Technology,Chongqing 400050,China);Transformer Fault Diagnosis Method of Combining DS Evidence Information Fusion[J];Transformer;2010-08
4 QIU Chao-yang1,WANG Jing-lin1,CHEN Wei-gen2(1.Yunnan Electric Power Test & Research Institute(Group) Co.,Ltd.,Kunming 650051,China; 2.Chongqing University,Chongqing 400044,China);Diagnosis of Power Transformer Fault Based on Multi-AI Theory[J];Transformer;2010-12
5 CHENG Chang-kui,CHEN Jiao,LAN Yang,FENG Yi-qiang,LI Zhi-hui(Chengdu Electrical Power Bureau, Chengdu 610041, China);Improved Wavelet Denoising Method in UHF PD Signals in Transformer[J];Transformer;2012-03
6 LI Hui1,2,WANG Yunpeng1,LI Yan2,WANG Xingfang1,2 1.Guangzhou Institute of Geochemistry,Chinese Academy of Sciences,Guangzhou 510640,China;2.Computer School,South China Normal University,Guangzhou 510630,China;Unmixing of Remote Sensing Images Based on Support Vector Machines and Pairwise Coupling[J];Acta Geodaetica et Cartographica Sinica;2009-04
7 YANG Dan(Department of Information Technology,Shijiazhuang People′s Armed Police Command College,Shijiazhuang HeBei 050061);APPLICATION OF INTELLECTUAL FAULT DIAGNOSIS[J];Journal of Chaohu College;2011-03
8 WANG Nan, LU Fang-cheng, LI He-ming(North China Electric Power University, Baoding 071003, China);Application of rough set to build transformer fault diagnosis model based on multivariate decision tree[J];Advanced Technology of Electrical Engineering and Energy;2004-01
9 Wang Nan Lü Fangcheng Liu Yunpeng Li Heming (North China Electric Power University Baoding 071003 China);Study on Application of Petri Nets Model of Transformer Fault Diagnosis Based on Decision Table Reduction[J];Transactions of China Electrotechnical Society;2003-06
10 Wu Lizeng Zhu Yongli Yuan Jinsha (North China Electric Power University Baoding 071003 China);Novel Method for Transformer Faults Integrated Diagnosis Based on Bayesian Network Classifier[J];Transactions of China Electrotechnical Society;2005-04
China Proceedings of conference Full-text Database 7 Hits
1 HU Ze-jiang ,ZHANG Hai-tao;The Fault Diagnosis of Transformer Using Association Function of Extenics and Attribute Predigesting of Rough Set Theory[A];[C];2011
2 Su Hongsheng (Information and Electrical Engineering Institute, Lanzhou Jiaotong University, Lanzhou 730070, China);Multi-area parallel neural classifiers for substation fault diagnosis based on rough set theory[A];[C];2005
3 Xiaohong Wang~(1,2) 1.Key Laboratory of Numerical Control of Jiangxi Province,Jiujiang University,Jiujiang 332005,China 2.School of Electronic and Information Engineering;Dalian University of Technology,Dalian,116024,China;An Improved Weighted Posterior Probability Reconstruction Strategy for Multi-class Support Vector Machine[A];[C];2009
4 Su Hongsheng School of Information and Electrical Engineering, Lanzhou Jiaotong University, Lanzhou 730070;A Decision Model for Transformer Fault Diagnosis and Maintenance Based on Rough Set and Fuzzy Set and Bayesian Optimal Classifier[A];[C];2006
5 Zhu Lin Duan Xianzhong Fan Rongqi Su Sheng Electric Power Security and High Efficiency Lab,Huazhong University of Science and Technology,Wuhan 430074,Hubei Province,China;Application of data fusion for relaying protection anti-misoperation in digital substations[A];[C];2008
6 CHENG Qi-ming, TANG Wen (College of Power and Automation, Shanghai University of Electric Power, Yangpu District, Shanghai 200090, China);The Comparison Research on Three Kinds of Fault Diagnosis of Power Transformer[A];[C];2006
7 Su Hongsheng (Information and Electrical Engineering Institute, Lanzhou Jiaotong University, Lanzhou 730070, China);Multi-area parallel neural classifiers for substation fault diagnosis based on rough set theory[A];[C];2005
Chinese Journal Full-text Database 10 Hits
1 Fan Xiaoping1, Wang Wei 1, Tai Nengling 1, Wang Peng 2, Ni Mingjie 2(1. Department of Electrical Power Engineering, Shanghai Jiaotong University, Shanghai, 200240,China;2. Marine Design and Research Institute of China, Shanghai 200011, Chian);Application of Current Differential Protection to Ship Power Grids[J];Marine Electric & Electronic Engineering;2012-02
2 HAN Zheng-qing, GAO Shi-bin, LI Qun-zhan (Southwest Jiaotong University, Chengdu 610031, China);Transformer Protection Scheme Based on the Sine Curve Fitting of Differential Current[J];Automation of Electric Power Systems;2005-12
3 ZHANG Baohui1,ZHOU Liangcai1,WANG Chenggen1,BO Zhiqian2(1.Xi'an Jiaotong University,Xi'an 710049,China;2.AREVA T&D Automation,Stafford,ST17 4LX,UK);Wide Area Backup Protection Algorithm with Fault-tolerance Performance[J];Automation of Electric Power Systems;2010-05
4 GONG Guangjun,YANG Jun,PENG Xiaotao,ZHANG Wenjia,SUN Yuanzhang (Wuhan University,Wuhan 430072,China);Effects of Superconductor Magnetic Energy Storage Device on Pilot Current Differential Protection[J];Automation of Electric Power Systems;2011-07
5 WANG Hua,ZHANG Zhe,YIN Xianggen,HE Zhiqin,JIANG Rongzhou,CHEN Guoyan (Key Lab of Electric Power Security and High Efficiency of Hubei Province,Huazhong University of Science and Technology,Wuhan 430074,China);A Wide Area Back-up Protection Algorithm Based on Fault Voltage Distribution[J];Automation of Electric Power Systems;2011-07
6 He Zhiqin Zhang Zhe Yin Xianggen Wang Hua(State Key Laboratory of Alwancel Electromagnetic Engineering and Technology Huazhong University of Science and Technology Wuhan 430074 China);A Novel Wide Area Backup Protection Algorithm Based on Fault Voltage Comparison[J];Transactions of China Electrotechnical Society;2012-07
7 Zu Wenchao1,Li Hongjun2,Yuan Jinsha1,Zhang Weihua1(1.School of Electrical and Electronic Engineering,North China Electric Power University,Baoding 071003,China; 2.Datang Qitaihe Power Generation Co.Ltd.,Qitaihe 154600,China);Application of Transformer Fault Diagnosis Based on the Error-Correcting Codes Capability of SVM[J];Electric Power Science and Engineering;2012-11
8 GUO Zigang1,SHUI Shaohong1,XU Tingting2,ZHANG Qixue1,CHEN Jun1,CHEN Jiasheng1(1.NARI-Relays Electric Co.Ltd.,Nanjing 211102,China; 2.Nanjing Power Engineering Design Co.Ltd.,Nanjing 210009,China);Mechanism Analysis on Differential Protection Action Caused by Short-circuit Fault of Current Transformer Secondary Circuit[J];Automation of Electric Power Systems;2013-02
9 XU Jia-zhu,JIANG Fang-cai(College of Electrical and Information Engineering,Hunan University,Changsha 410082,China);Differential protection and setting calculation of new-type converter transformer[J];Advanced Technology of Electrical Engineering and Energy;2013-01
10 CHEN Zhao-hui1,ZHAO Man-yong1,ZHOU Hong-yang1,GONG Jian-ping2,WANG Li2,XU Zhen-yu3,YAO Bin3(1.CSG Power Dispatching & Communication Center,Guangzhou 510623,China;2.Guangzhou Power Supply Bureau,Guangzhou 510620,China;3.Beijing Sifang Automation Co.,Ltd.,Beijing 10085,China);Research and implementation of network protection system based on integrated and wide area information[J];Power System Protection and Control;2009-24
【Secondary Citations】
Chinese Journal Full-text Database 10 Hits
1 ZHOU Hao,LI Shao-hong 203 Staff Room, School of Electronics and Information, Beijing University of Aeronautics and Astronautics, Beijing 100083,China;Combination of Support Vector Machine and Evidence Theory in Information Fusion[J];Chinese Journal of Sensors and Actuators;2008-09
2 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
3 Wu Lizeng Zhu Yongli Yuan Jinsha (North China Electric Power University Baoding 071003 China);Novel Method for Transformer Faults Integrated Diagnosis Based on Bayesian Network Classifier[J];Transactions of China Electrotechnical Society;2005-04
4 Xia Xiangyang (Central-south University);Application of Information Fusion in Synthetic Insulation Fault Diagnose of Power Transformer[J];Electrotechnical Journal;2003-07
5 Sun Jing 1, Qin Shiyin 1, Song Yonghua 2 (1. Beijing University of Aeronautics and Astronautics, Beijing 100083, China) (2. Brunel University, Uxbridge, Middlesex, UB8 3PH, UK);A FAULT DIAGNOSIS METHOD FOR POWER SYSTEMS BASED ON PETRI NETS AND PROBABILITY INFORMATION[J];Automation of Electric Power Systems;2003-13
6 Zhang Jianguang, Zhou Hao , Sheng Ye (1. Zhejiang University, Hangzhou 310027, China) (2.Shaoxing Electric Power Company, Shaoxing 312000, China);APPLICATION OF RPROP ANN BASED FAULT DIAGNOSIS MODEL FOR TRANSFORMER DISSOLVED GAS-IN-OIL ANALYSIS[J];Automation of Electric Power Systems;2004-14
7 Dong Lixin, Xiao Dengming, Li Zhe, Liu Yilu (Shanghai Jiaotong University, Shanghai 200240, China;Virginia University of Technology, USA);INSULATION FAULT DIAGNOSIS FOR POWER TRANSFORMERS BASED ON DISSOLVED GAS ANALYSIS DATA MININIG[J];Automation of Electric Power Systems;2004-15
8 GUOChuang-xin, ZHU Chuan-bai, CAO Yi-jia, WU Xin (Zhejiang University, Hangzhou 310027, China);State of Arts of Fault Diagnosis of Power Systems[J];Automation of Electric Power Systems;2006-08
9 ZHU Chuanbai,GUO Chuangxin,CAO Yijia(Zhejiang University,Hangzhou 310027,China);Hierarchical Fault Diagnosis Model of a Large-scale Power System Based on Dispatch Integrated Information Platform[J];Automation of Electric Power Systems;2009-01
10 GUO Wenxin1,WEN Fushuan2,LIAO Zhiwei1,HE Xiangzhen3, LIANG Junhui3(1.South China University of Technology,Guangzhou 510640,China;2.Zhejiang University,Hangzhou 310027,China;3.Guangdong Electric Power Dispatching & Communication Center,Guangzhou 510600,China);An Analytic Model for Power System Fault Diagnosis with Malfunctions of Protective Relays and Circuit Breakers Taken into Account[J];Automation of Electric Power Systems;2009-24
©2006 Tsinghua Tongfang Knowledge Network Technology Co., Ltd.(Beijing)(TTKN) All rights reserved