Multi-BP expert system for fault diagnosis of power system

被引:73
|
作者
Ma, Deyin [1 ]
Liang, Yanchun [1 ]
Zhao, Xiaoshe [1 ]
Guan, Renchu [1 ]
Shi, Xiaohu [1 ]
机构
[1] Jilin Univ, Minist Educ, Key Lab Symbol Computat & Knowledge Engn, Coll Comp Sci & Technol, Changchun 130023, Peoples R China
基金
中国国家自然科学基金; 中国博士后科学基金;
关键词
Power system; Expert system; Multi-BP networks; CLASSIFICATION;
D O I
10.1016/j.engappai.2012.03.017
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Fault diagnosis and assessment is a crucial and difficult problem for power system. Back propagation neural network expert system (BPES) is an often used method in fault diagnosis. However, with the layer numbers increasing, BPES becomes time consuming and even hard to converge. To solve this problem, we divide the whole networks into many sub-BP groups within a short depth and then propose a novel Multi-BP expert system (MBPES) based method for power system fault diagnosis. We use two real power system data sets to test the effectiveness of MBPES. Experimental results show that MBPES obtains higher accuracy than two commonly used methods. (c) 2012 Elsevier Ltd. All rights reserved.
引用
收藏
页码:937 / 944
页数:8
相关论文
共 50 条
  • [41] A fault diagnosis expert system for distribution substations
    Lee, HJ
    Ahn, BS
    Park, YM
    IEEE TRANSACTIONS ON POWER DELIVERY, 2000, 15 (01) : 92 - 97
  • [42] EXPERT SYSTEM FOR MACHINERY FAULT-DIAGNOSIS
    SMILEY, RG
    SOUND AND VIBRATION, 1984, 18 (09): : 26 - 29
  • [43] A DISTRIBUTED EXPERT SYSTEM FOR FAULT-DIAGNOSIS
    CARDOZO, E
    TALUKDAR, SN
    IEEE TRANSACTIONS ON POWER SYSTEMS, 1988, 3 (02) : 641 - 646
  • [44] A CONNECTIONIST EXPERT SYSTEM FOR FAULT-DIAGNOSIS
    CHEN, JL
    CHEN, CL
    ELECTRIC POWER SYSTEMS RESEARCH, 1992, 24 (02) : 99 - 103
  • [45] Intelligent fault diagnosis expert system for multi-parameter monitor based on fault tree
    Fan L.
    Lang L.
    Xiao J.
    Zhang S.
    Chong Y.
    Lyu S.
    Shengwu Yixue Gongchengxue Zazhi/Journal of Biomedical Engineering, 2022, 39 (03): : 586 - 595
  • [46] Fault diagnosis expert system with probability calculations
    Leung, D
    Romagnoli, J
    ON-LINE FAULT DETECTION AND SUPERVISION IN THE CHEMICAL PROCESS INDUSTRIES 1998, 1998, : 225 - 230
  • [47] USING AN EXPERT SYSTEM FOR FAULT-DIAGNOSIS
    ROWAN, DA
    CONTROL ENGINEERING, 1987, 34 (02) : 160 - &
  • [48] AN EXPERT SYSTEM FOR BREAD FAULT-DIAGNOSIS
    FEARN, T
    YOUNG, LS
    COLLINS, TH
    CEREAL FOODS WORLD, 1989, 34 (03) : 279 - 280
  • [49] An efficient expert system for machine fault diagnosis
    Liu, SC
    Liu, SY
    INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2003, 21 (09): : 691 - 698
  • [50] An Efficient Expert System for Machine Fault Diagnosis
    S.C. Liu
    S.Y. Liu
    The International Journal of Advanced Manufacturing Technology, 2003, 21 : 691 - 698