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《Electric Switchgear》 2012-05
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Simulation Research on Modified DE and Generalized Neural Network in Traustormer's Fault Diagnosis

YANG You-chan,HUANG Zhe,ZHOU Hui-long(College of Electrical Engineering,Guangxi University,Nanning 540004,China)  
Differential evolution algorithm exists in premature convergence easily to fall into the local optimal value shortage,the new methods of the transformer's fault diagnosis of generalized neural network combined medified DE algorithm and fuzzy clustering.The method adopts adaptive adjusting tactics to improve the differential evoluting parameters,thus optimizing fuzzy clustering objective function according to five characteristic gas content in transformer oil,meanuhile the generalized neural network can also give play to its fast training speed and fine appoximating effect,obtaining fault form.Seeing from the results of simulation experiment,take the mixed algorithm tomake the transformer's fault diagnosis,its accuracy and fast convergence speed have good imprrvement.Comparing withthe modified DE and FCM neural networks,its appoximating effect is also the best and beneficial to more diagnostic fault.Comparison by the sample result,the model is easy to be achieved and is of strong practicability and qenerulization
【CateGory Index】: TM407
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Chinese Journal Full-text Database 7 Hits
1 CAI Jin-ding, WANG Shao-fang (Fuzhou University, Fuzhou 350002, China);An improved three-ratio fault diagnosis based on rough set theory for power transformer[J];Advanced Technology of Electrical Engineering and Energy;2004-04
2 ;Fault Diagnosis of Power Transformer Based on Case Based Reasoning Integrated with Neural Network[J];HIGH VOLTAGE ENGINEERING;2000-04
3 Feng Qi Zhou Deyun(Institute of Electronic Communication,North-Western Polytechnic University,Xi'an 710072);Time Optimal Path Planning Based on Differential Evolution Algorithm[J];Computer Engineering and Applications;2005-12
4 LIU Xiu-qing,YU Ren-de,FAN Dong-kai(School of Transport and Vehicle Engineering,Shandong University of Technology,Zibo 255049,China);Traffic accident prediction based on GRNN[J];Journal of Shandong University of Technology(Natural Science Edition);2007-02
5 Xu Wen; Wang Dazhong; Zhou Zecun; Chen Heng(Dept. of E. E.,Southeast University Nanjing 210096 China);Application of Artificial Neural Network Combined by Genetic Algorithm in Fault Diagnosis of Power Transformer[J];Proceedings of the Csee;1997-02
6 SHU Hong chun 1, SUN Xiang fei 1, SI Da jun 2 (1.Kunming University of Science and Technology,Kunming 650051,China; 2.Harbin Institute of Technology, Harbin 150001,China);A RS APPROACH TO FOUNDING AND MAINTAINING ES KNOWLEDGE BASE FOR FAULT DIAGNOSIS OF POWER TRANSFORMER[J];Proceedings of the Csee;2002-02
7 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
Chinese Journal Full-text Database 10 Hits
1 CHEN Xin-gang, LI Tai-fu(Chongqing Institute of Technology, Chongqing 400050, China);Research on Expert System of Transformer Insulation Fault Diagnosis Based on DGA Characteristic Parameters[J];Transformer;2005-01
2 ZHENG Wei1,TONG Huai1,QIAN Guo-chao2,LIU Shuang-jie1 ZHANG Yan1(1.Guangdong University of Technology,Guangzhou 510006,China;2.Yunnan Electric Power Test & Research Institute,Kunming 650051,China);Power Transformer Fault Diagnosis Based on DGA and AGAWNN[J];Transformer;2009-04
3 HE Li1,FANG Bei-xiang2,CHEN Zhong1(1.Changsha University of Scienec & Technology,Changsha 410076,China;2.Yueyang Tieshan Supply Water Project Management Bureau,Yueyang 414000 China);Transformer Fault Classification Method Based on ART2 Network[J];Transformer;2009-12
4 LI Shuang1,WANG Lang-zhu1,ZHANG Wei2,ZHANG Zhuo3(1.Chongqing Electric Power College,Chongqing 400053,China;2.Chongqing Grid Maintenance Branch Company,Chongqing 400015,China;3.Chongqing Nan'an Power Supply Bureau,Chongqing 400060,China);Fault Diagnosis Method of Transformer Based on Improved BP Neural Network of DGA[J];Transformer;2010-12
5 XU Xiao-hui1,SU Mei-juan2,DENG Wei2(1.Shangrao Normal College,Shangrao Jiangxi 334001,China;2.College of Computer Science and Technology Soochow University,Suzhou Jiangsu 215006,China);Research on RBF Network Leaning Method Based on Differential Immunity[J];Journal of Jiangxi Normal University(Natural Sciences Edition);2008-01
6 HU Dao-fu1,WEN Shan-shan2,HE Yi-ming2(1.Xianning Wenquan power company,Xianning 437100,Hubei Province,China;2.School of Electrical Engineering,Wuhan University,Wuhan 430072,Hubei Province,China);Transformer fault diagnosis based on BP neural network and its application[J];Journal of Electric Power Science and Technology;2008-02
7 ZHANG Jin-jiang1,2,LIANG Yao-sheng3,YIN Yu-juan2,GUO Chuang-xin2 (1.Zhejiang University of Science and Technology,Hangzhou 310023,China;2.Zhejiang University,Hangzhou 310027,China;3.Nanning High Voltage Transmission Company,Nanning 530028,China);Transformers fault diagnosis based on fuzzy theory and support vector machine[J];Journal of Electric Power Science and Technology;2011-02
8 MENG Jie, LV Zheng-bing(School of Mechanical Engineering, Changshu Institute of Technology, Changshu 215500, China);A Forecasting Model for Road Traffic Accident Based on RBF Neural Networks[J];Journal of Changshu Institute of Technology;2012-02
9 ZHU Ji,YU Ying,WANG Chen-wei,RAO Jun(School of Mechatronics Engineering and Automation,Shanghai University,Shanghai 200072,China);Application of Rough Set and Adaptive Genetic Algorithm to Transformer Fault Diagnosis[J];Electrical Measurement & Instrumentation;2012-06
10 GAO Wensheng\ TAN Kexiong (Department of Electrical Engineering, Tsinghua University,100084) YAN Zhang (Department of Electrical Engineering, Xi'an Jiaotong University,710049);FAULT DIAGNOSIS OF INSULATION IN POWER TRANSFORMER BASED ON DISSOLVED GAS ANALYSIS METHOD[J];ADVANCED TECHNOLOGY OF ELECTRICAL ENGINEERING AND ENERGY;2000-01
China Proceedings of conference Full-text Database 8 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 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
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 ZHOU Bin CAI Dan LEI Ming(NARI Technology Limited Company,Nanjing 210003,China);The Application of Artificial Intelligence methods for Power Transformer Fault Diagnosis Based on DGA[A];[C];2006
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
8 Qian Zheng~1 Yan Zhang~2 ~1(School of Automation, Beihang University, Beijing 100083, China) ~2(School of Electrical Engineering, Xi'an Jiaotong University, Xi'an 130025, China);Establishment of Case Based Synthetic Diagnosis Method and Its Application[A];[C];2004
【Secondary Citations】
Chinese Journal Full-text Database 10 Hits
1 LI Wei-ping ZHANG Zhi-hong1 (1 Zhengzhou university 450002,Zhengzhou;2 Anyang institute of technology,Anyang 455000,China);Application of Cluster Method Based on Gravity Theory[J];Journal of Anyang Institute of Technology;2006-04
2 WEI Jin-yan,RU Feng (School of Information Engineering,Chang'an University,Xi'an 710064,China);Forecasting the Traffic Volume by the Model of GRNN and Studing It's Realization[J];Journal of Changsha Communications University;2006-02
3 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
4 WANGYu~(*1),YANGLi~2( 1.School of Manage., Dalian Univ. of Technol., Dalian 116024, China;2.Dept. of Foreign Lang., Dalian Univ. of Technol., Dalian 116024, China );An improved algorithm for fuzzy k-prototypes algorithm[J];Journal of Dalian University of Technology;2003-06
5 Yuan Baokui Guo Jiwei Tang Guoqing (Department of Electrical Engineering Southeast University, Nanjing,210096);METHOD OF PREDICTING THE GAS-IN-OIL CONCENTRATIONS IN TRANSFORMERS BASED ON GREY THEORY[J];Proceedings of The Csu-epsa;2001-03
6 GAO Xin bo 1,PEI Ji hong 1,XIE Wei xin 2 (1 School of Electronic Engineering,Xidian University,Xi'an 710071,China 2 President Office,Shenzhen University,Shenzhen 518060,China);A Study of Weighting Exponent m in a Fuzzy c Means Algorithm[J];ACTA ELECTRONICA SINICA;2000-04
7 LUO Min,WANG Li-na,ZHANG Huan-guo (School of Computer Science and Technology,State Key Laboratory of Software Engineering,Wuhan University,Wuhan,Hubei 430072,China);An Unsupervised Clustering-Based Intrusion Detection Method[J];Acta Electronica Sinica;2003-11
8 Li Jie Gao Xin-bo Jiao Li-cheng (School of Electronic Engineering, Xidian Univ., Xi'an 710071, China);A GA-Based Clustering Algorithm for Large Data Sets with Mixed Numerical and Categorical Values[J];Journal of Electronics and Information Technology;2004-08
9 ;Application of Fuzzy ISODATA Method for Insulation Diagnosis of Power Transformers[J];HIGH VOLTAGE ENGINEERING;1999-01
10 Wang Shaofang et al;Application of Hybrid Algorithm Based on GA-BP in Transformer Diagnosis Using GAS Chromatographic Method[J];High Voltage Engineering;2003-07
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