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《Journal of Southeast Univwrsity(Natural Science Edition)》 2001-06
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Neural Network Data Fusion Algorithm of Circuit Fault Diagnosis

Zhu Daqi 1,2 Yu Shenglin 1 ( 1Department of Testing and Measurement Engineering, Nanjing University of Aeronautics and Astronautics, Nanjing 210016, China) ( 2Industrial Automation Department, Anhui University of Science And Technology,  
In order to solve uncertain problem of circuit fault diagnosis, a fuzzy neural network fault classifier is designed based on BP neural network and fuzzy logical theory, and it is used in fault diagnosis. By measuring the temperature and voltage of circuit components, the membership function of two sensors to circuit component is obtained and the data fusion is made by using fuzzy BP neural network classifier. Thus the fusion fault membership function of all circuit components and the fault component can be found. By comparing the diagnosis results based on separate original data and fused date, it is shown that the latter is more accurate than the former in circuit fault recognition.
【Fund】: 国家自然科学基金 ( 5 96 770 2 1);; 安徽省教委自然科学基金 ( 2 0 0 0JI174)
【CateGory Index】: TP183
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【References】
Chinese Journal Full-text Database 10 Hits
1 AN Zhi-yong,LI Ying-hong,SU Chang-bing(Engineering Institute,Air Force Engineering University,Xi'an 710038,China);Summarization on techniques of fault diagnosis on avionic equipment[J];Electronics Optics & Control;2006-03
2 WANG Cheng1,SUN Xiu-bin2,CHEN Guang-ju3,XIE Yong-le3(1.ZhongXing Telecommunication Equipment Corporation,Shenzhen 518057,China;2.Department of Electronic Engineering,Chengdu University of Information Technology,Chengdu 610225,China;3.CAT Lab,School of Automation Engineering of UESTC,Chengdu 610054,China.);Fault diagnosis in analog circuits based on neural network information fusion technique[J];Journal of Circuits and Systems;2007-05
3 YU Xia-qiao, YU Li-jie (Zhejiang Forestry University Modern Education Technology Center, Lin'an 311300, China);The Researching of the WSNS Data Fusion in Intelligent Agriculture Temperature Control[J];Computer Knowledge and Technology;2009-12
4 Gan Chuanfu 1,2 (1 Nanjing Electronics Technology Research Institute, Nanjing, 210013, China) (2 Air Force Radar Academy, Wuhan, 430010, China);An Improved Method of Electronic System Diagnosis Based on Multi-sensor Fusion[J];Journal of Electronic Measurement and Instrument;2005-01
5 AN Kun1,MENG Jiang2,WANG Chen-xi3(1.School of Information and Communication Engineering,North University of China,Taiyuan 030051,China;2.School of Mechanical Engineering and Automatization,North University of China,Taiyuan 030051,China;3.Taiyuan Xinyuan High-tech Center,North University of China,Taiyuan 030051,China);Research on Neural Network Model of Fault Diagnosis for Analog Circuits[J];Journal of North University of China(Natural Science Edition);2010-03
6 ZHU Da -qi 1 ,YU Sheng -lin 2 (1.School of Electrical Engineering&Information,Anhui University of Technology,Ma ' anshan 243002,China;2.Department of Measurement Engineering,Nanjing University of Aeronautics a nd Astronautics,Nanjing 210016,C;Survey of knowledge-based fault dia gnosis methods[J];;2002-03
7 ZHAO Shi-rong,HUANG Xiang-hua(College of Energy and Power Engineering,Nanjing University of Aeronautics and Astronautics,Nanjing 210016,China);Fault diagnosis for aeroengine gas path components based on neural network multisensor data fusion[J];Journal of Aerospace Power;2008-01
8 ZHOU Shao-lei~1,ZHANG Wen-guang~1,ZHANG Chen-liang~2(1.Department of Control Engineering,Naval Aeronautical Engineering Institute,Yantai 264001,China;2.Department of Electronic Engineering,Naval Aeronautical Engineering Institute,Yantai 264001,China);Fault Diagnosis of Circuit Board Based on BP Network Information Fusion Technology[J];Metrology & Measurement Technology;2006-03
9 LU Xue-mei,SHANG Qun-li(College of Automation,Hangzhou Dianzi University,Hangzhou 310018,China);Review of fault diagnosis methods for dynamic control system[J];Mechanical & Electrical Engineering Magazine;2008-06
10 ZHU Da-qi (School of Communication and Control Engineering, Southern Yangtze University, Wuxi 214036,China);The Research Progress and Prospects of Artificial Neural Networks[J];Journal of Southern Yangtze University;2004-01
China Proceedings of conference Full-text Database 1 Hits
1 Song Guoming~(1,2) Wang Houjun~1 Jiang Shuyan~1 Liu Hong~1 (1 School of Automation Engineering,University of Electronic Science and Technology of China,Chengdu 610054,China;2 Computer Engineering Department,Chengdu Electromechanical College,Chengdu 610031,China);Application of intelligent fusion fault diagnosis approaches based on neural network in analog circuits[A];[C];2007
【Citations】
Chinese Journal Full-text Database 3 Hits
1 WANG Hao, ZHUANG Zhao-wen (ATR Lab NUDT, Changsha 410073 China);Determination of Membership Function in Fuzzy Reliability Analysis[J];Electronic Product Reliability and Environmental Testing;2000-04
2 ZHU Da\|qi, LIU Wen\|bo, CHEN Xiao\|ping, YU Sheng\|lin (Dept. of Measurement and Testing Engineering, Nanjing Univ. of Aeronautics and Astronautics, Nanjing\ 210016, China);SYSTEM OF PHOTOVOLTAIC RADAR ELECTRONIC COMPONENT PROPERTY TESTING AND FAULT DIAGNOSIS BASED ON VIRTUAL INSTRUMENTS TECHNOLOGY[J];Acta Aeronautica Et Astronautica Sinica;2001-05
3 Luo Zhizeng (Robottes Laboratory,Hangzhou Institute of Electronic Engineering,Hangzhou 310037) Jiang Jingping (Department of Electrical Machinery,Zhejiang University.,Hangzhou 310027);A Target Recognition and Classification Method Based on Fuzzy Data Fusion[J];CHINESE JOURNAL OF SCIENTIFIC INSTRUMENT;1999-04
【Co-citations】
Chinese Journal Full-text Database 10 Hits
1 MA Rong-yong~1, HUANG Hai-yan~2, LIAO Xin-tian~3(1 College of Civil and Architectural Engineering, Guangxi University, Nanning 530004, China; 2 Guangxi Institute of Electric Power Industry Investigation, Design and Research, Nanning 530023, China; 3 Water Conservancy Bureau of Guangxi Baise City, Baise 530013, Guangxi, China);Analysis of overflow fuzzy risk on earth dam[J];Journal of Safety and Environment;2004-05
2 YANG Guang1,2, WU Xiao-ping1 (1. Department of Watercraft Engineering, Zhenjiang Watercraft College, Zhenjiang 212003;2. Department of Information Security, Naval University of Engineering, Wuhan 430033);Research on synthesized fault diagnosis method of marine power plant based on fuzzy information fusion[J];Ship Engineering;2007-06
3 LUO Zhizeng\ \ YE Ming (Hangzhou Institute of Electronic Engineering, Hangzhou, 310037\ P.R.China);Multisensor Data Fusion Based on Bayes and It′s Application[J];Journal of Transcluction Technology;2001-03
4 LI Chun-guang, LIU Guo-dong(Communication & Control Engineering College of Southern Yangtze Univ. Wuxi Jiangsu 214036, China);A Multisensor Data Fusion Method of Mobile Robots Based on D-S Evidential Theory and Its Application[J];Journal of Transcluction Technology;2003-04
5 ZHANG Chi-ping~1, WANG Xiao-ming~1, CUI Hu-tao~2(1.Dept of Mathematics,Harbin Institute of Technology,Harbin 150001,China;2.Sch of Astronautics,Harbin Institute of Technology,Harbin 150001,China);Application of D-S evidential theory in track-to-track correlation problem[J];Journal of Transducer Technology;2005-08
6 LI Duan,YU Fa-shan(Department of Electrical Engineering,Henan Polytechnic University,Jiaozuo 454000,China);Study on electronic circuit fault diagnosis based on D-S evidential theory[J];Transducer and Microsystem Technologies;2006-09
7 Zang Jun,Ma Shanwei,Liu Yun(Shanghai Marine Diesel Engine Research Institute,Shanghai 200011);Development of Fault Diagnosis Expert System of Marine Diesel Engine[J];Diesel Engine;2011-03
8 PENG Hui-hui,WANG Gang and MA Zhen-yue//Faculty of Infrastructure Engineering, Dalian University of Technology;Research on calculation method of fuzzy-random risk for instability of gravity dam foundation[J];Dam & Safety;2011-04
9 Hua Bin, Zhou Jianzhong (Huazhong University of Science and Technology, Wuhan 430074, China);THE DATA FUSION ALGORITHM FOR HYDROPOWER GENERATOR UNIT FAULT DIAGNOSIS[J];Dam Observation and Geotechnical Tests;2004-01
10 LI Shunting,CAO Linning,SHEN Zuyi (HoHai University, Nanjing 210098, China) (Guodian Nanjing Automation Co Ltd, Nanjing 210003, China);Diagnosis Method Based on Maximum Fault Information for Hydro-turbine Governors[J];Hydropower Automation and Dam Monitoring;2006-03
【Co-references】
Chinese Journal Full-text Database 10 Hits
1 ZHOU Ning1,FU He-lin2,YUAN Yong1 (1.Department of Geotechnical Engineering,Tongji University,Shanghai 200092,China;2.Central South University,Changsha 410075,China);Evaluation Approach of Slope Stability Based on Fuzzy Neural Network[J];Chinese Journal of Underground Space and Engineering;2009-S2
2 Zhang Shuhua,Zhou Lijun(Department of Geography and Tourist Management,Suihua College,Suihua 152061, China);Analysis on Economical Development Level of Counties Based on ANN in Heilongjiang Province[J];Environmental Science and Management;2008-03
3 ZHANG Rui, YANG Xuan-fang (School of Electric & Information Engineering, Navy University of Engineering, Wuhan 430033, China);Research of Analog Circuit Fault Diagnosis Based on Modified BP Neural Network[J];Ordnance Industry Automation;2009-09
4 TU Cheng-yuan, ZENG Yan-jun ( College of Life Science and Bioengineering, Beijing University of Technology, Beijing 100022, China );Nonlinear Science and Its Applications in Medical Science[J];Journal of Beijing Polytechnic University;2003-03
5 ZHANG Ming-ju,SI Feng-jun,YE Xin-feng,XIE Xiao-chun(The Key Laboratory of Urban Security and Disaster Engineering Ministry of Education,Beijing University of Technology,Beijing 100124,China);Internal Force and Deformation Monitoring Analysis on Mixed-supporting System for Supporting Structure of Some Deep Foundation Pit[J];Journal of Beijing University of Technology;2010-11
6 JU Wan qun,HAN Qiu shi (Department of Mechanical Engineering, Beijing Institute of Machinery, Beijing 100085,China);The application of neural network and the rule base in the expert system of the large scale rotary machines[J];Journal of Beijing Institute of Machinery;2001-01
7 WEI Chun ling ZHANG Hong yue (Beijing University of Aeronautics and Astronautics, Dept. of Automatic Control);Parity Vector Compensation for Multi-Sensor Fault Detection[J];Journal of Beijing University of Aeronautics and Astronautics;2001-06
8 ZHU Xin yu SHEN Song hua (Beijing University of Aeronautics and Astronautics, Dept. of Automatic Control);Fault Diagnosis Expert System for Aircraft Electric Power System[J];Journal of Beijing University of Aeronautics and Astronautics;2001-06
9 Wan Jiuqing Li Xingshan (School of Automation Science and Electrical Engineering, Beijing University of Aeronautics and Astronautics, Beijing 100083, China);Analog circuits fault diagnosis based on serial support vector multi-classifier[J];Journal of Beijing University of Aeronautics and Astronautics;2003-09
10 Yuan Haiwen Lü Hong Yuan Haibin (School of Automation Science and Electrical Engineering, Beijing University of Aeronautics and Astronautics, Beijing 100083, China);Fault diagnosis of control electric component based on RBF neural network[J];Journal of Beijing University of Aeronautics and Astronautics;2006-05
【Secondary References】
Chinese Journal Full-text Database 10 Hits
1 ZHOU Xiao, YANG Cheng-de, SHU De-qiang, ZHANG Jing-yi (Fire Control Staff Room, Wuhan Ordnance Petty-officer’s School, Wuhan 430075, China);Intelligent Fault Diagnosis Techniques for Complex Electronic Equipments[J];Ordnance Industry Automation;2006-05
2 HUANG Hua, LI Ai-hua, FU Qi-ming (No. 502 Staff Room, The Second Artillery Engineering College, Xi’an 710025, China);Fault Diagnosis System of Testing Equipment for a Certain System Based on PC104[J];Ordnance Industry Automation;2008-09
3 YU Yun-zhi, JIANG Lu, WANG Si-kan (Dept. of Scientific Research, Navy Submarine Academy, Qingdao 266071, China);A New Method of Fault Diagnosis for Analog Circuit Based on Crossing Experimentation[J];Ordnance Industry Automation;2009-09
4 ZHANG Jing(Military Representative Bureau Office Resided in No.152 Factory,Chongqing Representative Bureau,Chongqing 401120,China);A Certain Type of Self-Propelled Gun Integrated Electrical System Fault Diagnosis Expert System[J];Ordnance Industry Automation;2010-03
5 ZUO Lei,HOU Li-gang,GAO Da-ming,PENG Xiao-hong,WU Wu-chen(Beijing University of Technology,VLSI & System Lab,Beijing 100022,China);Fault Diagnosis of Analog Circuit Based on PSO-WNN[J];Journal of Beijing University of Technology;2010-03
6 DAI Li-xiong, MENG Xian-yao (College of Information Science and Technology, Dalian Maritime University, Dalian 116026, China);New method of fuzzy fault diagnosis of marine diesel engine[J];Ship Engineering;2009-01
7 Jiang Lei Chen Yang Qin Yin Cai Wengchao Zhang Xing Sun Hui;Research and development of gas turbine fault diagnosis system based on knowledge[J];Ship & Boat;2009-02
8 SHE Yunfeng,HUANG Jinquan,LU Feng (College of Energy and Power Engineering,Nanjing University of Aeronautics and Astronautics,Nanjing 210016);Performance Estimation of Gas Path of Turbo-shaft Engine Based on Kalman Filter[J];Journal of Changchun University of Science and Technology(Natural Science Edition);2010-03
9 WANG Hong-li,HOU Qing-jian(The Second Artillery Engineering Institute,Xi'an 710025,China);Present situation and prospects of fault diagnosis methods[J];Transducer and Microsystem Technologies;2008-05
10 BEI Shao-yi1,ZHAO Jing-bo2,LIU Hai-mei2(1.School of Automotive Engineering,Jiangsu Teachers University of Technology,Changzhou 213001,China;2.School of Automobile and Traffic Engineering,Jiangsu University,Zhenjiang 212013,China);Review on reconfigurable control technology of automotive chassis integrated control system[J];Transducer and Microsystem Technologies;2010-04
China Proceedings of conference Full-text Database 10 Hits
1 Zhang Duanjin,Zhang Ailing College of Information Engineering,Zhengzhou University,Zhengzhou 450052,P.R.China;Observer-Based Fault Detection for Delta Operator Systems[A];[C];2007
2 Zhang Duanjin,Zhang Luohua,Miao Qi School of Information Engineering,Zhengzhou University,Zhengzhou 450052,P.R.China;Robust Fault-tolerant Control for Delta Operator Systems with Circular Pole Constraints[A];[C];2008
3 WANG Xin 1,MA Qinglin 2 1.School of Electrical Engineering and Automation,Henan Polytechnic University,Jiaozuo 454003,P.R.China2.Liyuan Mine of Zhong Ping Energy Chemical Group,Ruzhou 467532,P.R.China;Novel Calculating Method of Mass Function and Its Application[A];[C];2010
4 XUE Jingli ZHENG Xinqi LIU Runrun (China University Of Geosciences,Beijing 100083,China);Research on Land Use Structure Based on Neural Network Model——Taking Xinjiang As A Case[A];[C];2011
5 Wang Jian-Jang (Nanjing Research Institute of Electronics Technology,Nanjing 210039,Chinaas);Fault diagnosis of radar's circuit board based on fault tree analysis test bench[A];[C];2010
6 ZHU Da-qi, KONG Min. YU Sheng-lin ( Research Centre of Control Science and Engineering. Southern Yangtze University. Wuxi 214215. China. Automation School. Nanjing University of Aeronautics and Astronautics, Nanjing 210016. China.;Fault trees analysis method of electronic equipment of airplane[A];[C];2005
7 WO Yun-lin,HOU Xue-zhi (College of Aeronautical Mechanics and Avionics Engineering, Civil Aviation University of China. Tianjin 300300, China.;Multi-fault Diagnosis of Components for Airplane Based on Symptom-decomposed and Fuzzy Logic[A];[C];2006
8 Chen Xiaolong~1 Wang Jiali~1 Sun Lu~1 Zhang Yan~2 (1 Xidian University Xi'an 710071 China) (2 Shenyang Aircraft Institute Shenyang 110035 China);A Method of Data Fusion for Multi-sensor Based on Bayesian Estimation[A];[C];2009
9 Ma Yong-yi~1 Shen Huai-rong~2 Peng Ying~1 (1.Company of Postgraduate Management,the Academy of Equipment Command & Technology,Beijing,101416) (2.Department of Space Equipment,the Academy of Equipment Command & Technology,Beijing,101416);A Review of Modification Methods of D-S Evidence Theory[A];[C];2010
10 Zhou Hu Lei Jia (Guilin University of Electronic Technology,School of Electronic Engineering,Gui Lin 541004,China);Test signal generation for mixed-signal based on the Signal-delta Modulate[A];[C];2007
【Secondary Citations】
Chinese Journal Full-text Database 4 Hits
1 Wan Jihong;Liu Houming(Dcpt.of Radio Tcchniquc,UEST of Chcngdu 610054);A High Performance Fusion Algorithm of Target Identification[J];JOURNAL OF UNIVERSITY OF ELECTRONIC SCIENCE AND TECHNOLOGY OF CHINA;1995-02
2 Gu Yuhui;Li Ke;Zhu Mingwu. (School of Mechanics,NUST,Nanjing 210094);Designing of a Virtual Signal Analysis Instrument[J];JOURNAL OF ELECTRONIC MEASUREMENT AND INSTROMENT;1999-01
3 Shao Yuan,He Fachang,Luo Zhizeng(Robot Research Center,Hangzhou Institute of Electronic Engineering,Hangzhou 310037);A Survey on Multi-Sensor Information Fusion[J];ACTA ELECTRONICA SINICA;1994-05
4 ;The Technology of System Integration of Virtual Instrument[J];MEASUREMENT & CONTROL TECHNOLOGY;1999-04
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