Integration of rough set and neural network for application of generator fault diagnosis

被引:0
|
作者
Su, WJ [1 ]
Su, Y [1 ]
Zhao, H [1 ]
Zhang, XD [1 ]
机构
[1] Northeastern Univ, Sch Informat Sci & Engn, Shenyang 110004, Peoples R China
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In the paper, integration of rough set and neural network for fault is put forward and used in generator fault diagnosis. At first, rough set theory is utilized to reduce attributes of diagnosis system. Set in accordance with the practical needs, optimized decision attribute set acts as the input of artificial neural network used for fault diagnosis, which has been used for Fengman hydroelectric power station and testified the feasibility of integration of rough set and neural network. Given enough data, this method could be popularized to other generators.
引用
收藏
页码:549 / 553
页数:5
相关论文
共 50 条
  • [1] Application of Rough Set-Neural Network System in Bearing Fault Diagnosis
    Zhou, Tianpei
    [J]. NEW TRENDS IN MECHANICAL ENGINEERING AND MATERIALS, 2013, 251 : 21 - 25
  • [2] Application of Quantum Neural Network Based on Rough Set in Transformer Fault Diagnosis
    Ren Xianwen
    Zhangfeng
    Zheng Lingfeng
    Men Xianwen
    [J]. 2010 ASIA-PACIFIC POWER AND ENERGY ENGINEERING CONFERENCE (APPEEC), 2010,
  • [3] Application of rough set theory in network fault diagnosis
    Peng, YQ
    Liu, GQ
    Lin, T
    Geng, HS
    [J]. THIRD INTERNATIONAL CONFERENCE ON INFORMATION TECHNOLOGY AND APPLICATIONS, VOL 2, PROCEEDINGS, 2005, : 556 - 559
  • [4] Application of Variable Precision Rough Set and Integrated Neural Network to Bearing Fault Diagnosis
    Niu, Xiaoling
    Liu, Bo
    Lin, Kezhang
    [J]. MECHATRONICS, ROBOTICS AND AUTOMATION, PTS 1-3, 2013, 373-375 : 1060 - 1063
  • [5] FAULT DIAGNOSIS BASED ON INTEGRATION OF CLUSTER ANALYSIS, ROUGH SET METHOD AND FUZZY NEURAL NETWORK
    Feng ZhipengDepartment of Precision Instrumentsand Mechanology
    [J]. Chinese Journal of Mechanical Engineering, 2004, (03) : 349 - 352
  • [6] A fusion method of rough set and neural network for fault diagnosis
    Su, WJ
    Su, Y
    Xu, Y
    Zhao, H
    [J]. PROCEEDINGS OF THE THIRD INTERNATIONAL SYMPOSIUM ON MAGNETIC INDUSTRY (ISMI'04) & FIRST INTERNATIONAL SYMPOSIUM ON PHYSICS AND IT INDUSTRY (ISITI'04), 2005, : 310 - 311
  • [7] A fault diagnosis method combined neural network with rough set
    Xu, Deyou
    [J]. 2006 8TH INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING, VOLS 1-4, 2006, : 1903 - 1905
  • [8] Application of wavelet neural network on turbo-generator set fault diagnosis system
    Liu Lin
    Shen Songhua
    Guan Miao
    Li Chunlong
    [J]. 2006 CHINESE CONTROL CONFERENCE, VOLS 1-5, 2006, : 354 - +
  • [9] Application of Rough Set in the Construction of Optimized Fault Diagnosis Network
    Sun, Jie
    [J]. 2012 FIFTH INTERNATIONAL SYMPOSIUM ON COMPUTATIONAL INTELLIGENCE AND DESIGN (ISCID 2012), VOL 2, 2012, : 138 - 141
  • [10] Application of fuzzy SOFM neural network and rough set theory on fault diagnosis for rotating machinery
    Jiang, DX
    Li, K
    Zhao, G
    Diao, JH
    [J]. ADVANCES IN NEURAL NETWORKS - ISNN 2005, PT 3, PROCEEDINGS, 2005, 3498 : 561 - 566