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An Fault Classifier Based on Neuro-Fuzzy Networks with Extension to Multi-sensor Fault Diagnosis

Liu Yiping; Shen Yi; Liu Zhiyan (P. O. BOX 327. Dept. of Control Engineering. Harbin Institute of Technology Harbin 150001 )  
A new approach of fault diagnosis using neuro-fuzzy network is proposed. The neu- ro-fuzzy network is adopt as fault classifier, and it can abstract each fuzzy reference model which describes the states of control system by adaptively learning from the examples data offline. When faults happened, it obtains current fuazzy model online and then gets the correct result by contrasting to each fuzzy reference model. This approach is not only suitable to diag- nose the fault of control system, but also it is effective for the faults of sensors or actuator. The simulation results can be used to verify the validity of this approach.
【CateGory Index】: TP277
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Chinese Journal Full-text Database 4 Hits
1 WENG Guirong, YE Ping(Coll of Mech Elct Engin,Suzhou University,Suzhou 215021, China);On-line fault diagnosis and signal restoration of sensor based on RBF neural network[J];Journal of Transducer Technology;2003-10
2 ZHAO Jia-li*,GUO Wei,YU Hong-bin(School of Mechanical Engineering,Tianjin University,Tianjin 30 0072,China);Research of Measuring Strategy for Multi-Stations Assembly Process[J];Chinese Journal of Sensors and Actuators;2007-02
3 ;A Research on Fault Detection Diagnosis Technology for Sensor[J];Mechatronics;2001-05
4 ZHU Xu-dong, DAI Wen-zhan, LANG Yan-feng (Department Of Information And Electric, Hangzhou University of Commerce, Hangzhou 310012, China);Fault detection with artifical neural network[J];Mechanical & Electrical Engineering Magazine;2003-05
Chinese Journal Full-text Database 1 Hits
1 Liu Jin; Lu Jingui; Zhou Ji; Chang Bojun (Dept of Astronautics and Mechanics);Study on BP Algorithm Used in Multilayer Neural Networks[J];JOURNAL OF HARBIN INSTITUTE OF TECHNOLOGY;1994-06
Chinese Journal Full-text Database 10 Hits
1 LI Ji rui\+1,\ ZHANG Sheng rui\+2 (1 Liaoning Provincial Highway Management bureau,Shenyang 110005,China;2 Changan University,Xian 710064,China);Application of artificial neural network theory in optimizing indexes[J];Journal of Chongqing Jiaotong Institute;2002-01
2 HAO Ji-sheng (Department of Resource and Environment Engineering, Jiaozuo Institute of Technology, Jiaozuo 454159,China);Application of improverd BP network in prediction of coal and gas outburst[J];Journal of Liaoning Technical University;2004-01
3 Zhang Sen Xu Xiaoli (Department of Mechanical Engineering, Beijing Institute of Machinery, Beijing 100085);A METHOD OF BUILDING MODEL AND PREDICTING BASED ANHN[J];Journal of Beijing Institute of Machinery;1999-03
4 XIAO Wei,ZHOU Dong-hui,SUN Jian-feng,XU Zhi-qiang(Dept.of Electronics,Ocean University Of China,Qingdao,ShanDong 266071,China);Implementation of Optimal Weights Initialization Technology in Robot Learning[J];Acta Electronica Sinica;2005-09
5 TIAN Qing-min1,WANG Yu2(1.Department of Optics and Electronic Engineering,Ordnance Engineering College,Shijiazhuang 050003,China;2.No.96637 Unit of PLA,Beijing 102101,China);Fault diagnosis of electronic equipment based on multi-sensor information fusion[J];Electronics Optics & Control;2008-01
6 ZHU Wei ZHANG Zhi-liang DONG Xiang-huai SHU Shi-xiang (Shanghai Jiaotong University,Shanghai 200030,China);Application of Neural Network to the Intelligentization in Sheet Dccp Drawing[J];Materials for Mechanical Engineering;2006-04
7 HAN Wu-peng, CHEN Wen-kai, LIU Zheng-yao (College of Electronic Information & Control Engineering, Beijing Polytechnic University, Beijing 100022, China);Application of Fuzzy Wavelet Algorithm to Defect Identification of Textile[J];Journal of Beijing Polytechnic University;2002-01
8 ZHU Wei GONG Hongying ZHANG Zhiliang LOU Zhenliang LIU Hui ZHOU Shikan (Plasticity Technology Department Shanghai Jiaotong University,Shanghai 200030);Application of Two Neural Network Models in Materials Research[J];Materials Review;2003-11
9 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
10 Jia Zhiyong ②Jia Zhiqiang ①Qiu Shijun ①Fu Zhuoyong (①Dept. of scientific Instrument, Xiamen Univ., Xiamen 361005) (②Hualian Electronics Co., Ltd., Xiamen 361006);A New Model of the Expert System ——Macro Expert System[J];JOURNAL OF CHENGDU UNIVERSITY (NATURAL SCIENCE);1999-03
China Proceedings of conference Full-text Database 1 Hits
1 WAN Pei-lin HE Li ZHANG Zhi-yuan (School of Electronic Information and Automation, Chongqing Institute of Technology, Chongqing 40050P.R China),;A Research On Fuzzy Neural Network Control System[A];[C];2003
Chinese Journal Full-text Database 10 Hits
1 SHANG Yu-pei ,SHI Lin-suo ,ZHANG Zhen-ren (Dept. of Mech. and Elec. Engi.,Second Artillery Engineering College , Xi'an 710025,China);Application of least square method in temperature measurement with high accuracy[J];JOURNAL OF TRANSDUCER TECHNOLOGY;2000-01
2 Cheng Dao lai(Shanghai,Shanghai Power Equipment Research Institute),Wu Qian,Lu Ting yan,Chen Dong;. The Present Status and Development Direction of Domestic Fault Diagnostic System in Power Plant[J];Power Engineering;1999-01
3 ZHU Yan-bin(Wuxi Commodity Inspection Bureau,Wuxi 214001,China);Recent advances and market opportunities of transducer technology[J];JOURNAL OF TRANSDUCER TECHNOLOGY;2000-03
4 Lu Baiquan Li Tianduo ( Qinghua University);An Approach of Fault Detection Based on Wavelet Network[J];TRANSACTIONS OF CHINA ELECTROTECHNICAL SOCIETY;1997-04
5 ZHANG Shuosheng, YU Datai (Robotics Research Institute, UST Beijing, Beijing 100083,China);Optimal Configurator of Wheeled Mobile Manipulator[J];Journal of University of Science and Technology Beijing;2000-06
6 Chen Yuan;A Hierarchical System-level Diagnostic Algorithm[J];JOURNAL OF CHONGQING INSTITUTE OF TECHNOLOGY MANAGEMENT;1999-04
7 Chen Zhenlin ① Xu Ye ② ①(Naval Aeronautical Engineering Academy, Yantai 264001) ②(Military Representative Room of Xijiang Shipbuilding Factory,Liuzhou 545001);The High Accuracy Temperature Measurement Based on Multiple Linear Regression Analysis[J];JOURNAL OF ELECTRONIC MEASUREMENT AND INSTROMENT;2000-03
8 Lian Xiaoqin; Wang Xinyi; Zhu Ziaoyan(College of Mechanical Engineering, Beijing Institute of Technology, Beijing 100081);A Study on the Fuzzy Reasoning Algorithm for Fault Diagnosis Systems[J];JOURNAL OF BEIJING INSTITUTE OF TECHNOLOGY;1996-01
9 Zhang Chen Han Yueqiu Tao Ran (Department of Electronics Engineering, Beijing Institute of Technology, Beijing100081)Niu Yongsheng (Department of Optical Engineering, Beijing Institute of Technology, Beijing100081);Detecting Single Sensor's Fault Based on Time Series Predictor Using Neural Network[J];JOURNAL OF BEIJING INSTITUTE OF TECHNOLOGY;1999-02
10 CHEN Ya-hua,JIANG Li-ying, GUO Ming, WANG Shu-qingAdvanced Process Control, Zhejiang University, Hangzhou 310027,China);Monitoring batch processes using multiway Fisher discriminnant analysis[J];Journal of Changchun Post and Telecommunication Institute;2004-04
【Secondary References】
Chinese Journal Full-text Database 10 Hits
1 ZENG Qing-mao,DING Zheng-sheng(Department of Basic courses, Xi'an University of Science and Technology, Xi'an 710054, China);Survey of Multi-sensor Information Fusion Techniques[J];Journal of Gannan Teacher's College;2004-06
2 SU Hong, TIAN Pei, CHANG Xiao-quan, SU Xi-feng (School of Control Science and Engineering, North China Electric Power University, Baoding 071003, China; Beijing University of Aeronautics and Astronautics, Beijing 100083, China);Fault diagnosis for boiler drum water level sensor based on RBF network[J];Journal of North China Electric Power University;2005-03
3 WANG Qi-jun~1,CHENG Jiu-long~2(1.Huainan Vocational and Technical College,Huainan 232001,China.2.Shandong University of Science and Technology,Qingdao 266510,China);Research of Fault Diagnosis of Gas Sensor Based on Information Fusion Technology[J];Industry and Mine Automation;2008-02
4 Zhai Weiqing Zhao Zhimin(Pingdingshan University,Pingdingshan 467002);a Research on Fault Detection Diagnosis for Sensor Using RBF Neural Network[J];Science Mosaic;2006-05
5 XIE Hui(Guizhou University,Guiyang 550003,China);Design and Application of the Failure Observer of the Electric Motor Control System[J];Machinery & Electronics;2006-02
6 ZHANG JiaFan~(1,2) HUANG ZhiChu~(2) (1.Department of Mechanical Engineering,Wuhan Polytechnic University, Wuhan 430023,China) (2.School of Mechanical and Electrical Engineering,Wuhan University of Technology,Wuhan 430070,China);DISCRIMINANT APPROACH TO THE MACHINERY OR SENSOR FAULT BASED ON THE K-L DIVERGENCE[J];Journal of Mechanical Strength;2006-05
7 XIE Hui(Insitute of Electrical Engineering,Guizhou University,Guiyang 550003,China);The technology of intelligent failure diagnosis in electeic motor control system[J];Machinery Design & Manufacture;2006-11
8 WEI Xiao-bin,MA Xiao-ping,LI Ya-peng(College of Information and Electrical Engineering,China University of Mining and Technology,Xuzhou 221008,China);Survey of Fault Diagnosis Technology[J];Colliery Mechanical & Electrical Technology;2009-01
9 CHEN Chuan-hu(Xuzhou Normal University,Jiangsu 221011 China);Aanalysis of an approach of on-line detection and prediction of sensor fault[J];Journal of Shanxi University of Technology(Natural Science Edition);2006-01
10 Wang Zhicheng (The 3rd Engineering Company, The 14th China Railway Construction Bureau Group,Yanzhou 272000, China);Failure Diagnosis of Ingredient Cntrolling System for Concrete Mixing Plant[J];Journal of Shijiazhuang Railway Institute;2003-S1
China Proceedings of conference Full-text Database 1 Hits
1 PENG Dao-gang YANG Ping WANG Zhi-ping XU Chun-mei ZENG Jing-jing(1.Department of Information and Control Technology,Shanghai University of Electric Power,Shanghai 200090,China;2.Department of Control Science and Engineering,Tongji University,Shanghai 200090,China);The condition-based diagnosis of thermal facilities based on self-organizing competitive neural network[A];[C];2005
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