Transformer Fault Diagnosis Based on rough sets and support vector machine

被引:0
|
作者
Li Zhi-bin [1 ]
Xie Zhi-hui [1 ]
机构
[1] Shanghai Univ Elect Power, Coll Power & Automat, Shanghai, Peoples R China
关键词
transformer; fault diagnosis; rough sets; support vector machine;
D O I
暂无
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
For the problem of little sample size and incomplete sample information which leads to the fact that fault diagnosis results are not ideal in the transformer fault diagnosis process, we combine the simplifying of rough sets with support vector machine classification. Then, we build the model of transformer fault diagnosis which is based on the rough sets and support vector machine. Proved by the simulation of true sample, this model can diagnosis the transformer fault effectively and has very high accuracy rate.
引用
收藏
页数:4
相关论文
共 50 条
  • [1] Transformer Fault Diagnosis Utilizing Rough Set and Support Vector Machine
    Zang, Hongzhi
    Yu, Xiaodong
    [J]. 2009 ASIA-PACIFIC POWER AND ENERGY ENGINEERING CONFERENCE (APPEEC), VOLS 1-7, 2009, : 1270 - +
  • [2] Power transformer fault diagnosis based on rough set theory and support vector machine
    Zhao, Wenqing
    Zhu, Yongli
    [J]. FOURTH INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS AND KNOWLEDGE DISCOVERY, VOL 4, PROCEEDINGS, 2007, : 389 - 393
  • [3] Transformer Fault Diagnosis Based on Support Vector Machine
    Zhang, Yan
    Zhang, Bide
    Yuan, Yuchun
    Pei, Zichun
    Wang, Yan
    [J]. PROCEEDINGS OF 2010 3RD IEEE INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND INFORMATION TECHNOLOGY (ICCSIT 2010), VOL 6, 2010, : 405 - 408
  • [4] Gear Fault Diagnosis Based on Rough Set and Support Vector Machine
    TIAN Huifang SUN Shanxia School of Mechanical and Electrical Engineering
    [J]. 武汉理工大学学报, 2006, (S3) : 1046 - 1051
  • [5] Gear fault diagnosis based on rough set and support vector machine
    Tian Huifang
    Sun Shanxia
    [J]. 1st International Symposium on Digital Manufacture, Vols 1-3, 2006, : 1046 - 1051
  • [6] The Transformer Fault Diagnosis Method Based on Improved Support Vector Machine
    Huang Chao-Lin
    [J]. INFORMATION ENGINEERING FOR MECHANICS AND MATERIALS RESEARCH, 2013, 422 : 83 - 88
  • [7] Fault diagnosis system based on rough set theory and support vector machine
    Xu, YT
    Wang, LS
    [J]. FUZZY SYSTEMS AND KNOWLEDGE DISCOVERY, PT 2, PROCEEDINGS, 2005, 3614 : 980 - 988
  • [8] Fault Diagnosis of Drilling Process Based on Rough Set and Support Vector Machine
    Wang, Xiaoliang
    Lian, Xiaoyuan
    Yao, Lu
    [J]. ADVANCES IN APPLIED SCIENCE, ENGINEERING AND TECHNOLOGY, 2013, 709 : 266 - 272
  • [9] Fault Diagnosis and System Development of Power Transformer Based on Support Vector Machine
    Niu, Wu
    Xu, Liang-fa
    Wu, Ji-lin
    [J]. 2009 2ND IEEE INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND INFORMATION TECHNOLOGY, VOL 2, 2009, : 578 - +
  • [10] The Transformer Fault Diagnosis Based on AdaBoost Least Square Support Vector Machine
    Du, Wenxia
    Zhao, Xiuping
    Lv, Feng
    Du, Hailian
    [J]. PROCEEDINGS OF 2016 CHINESE INTELLIGENT SYSTEMS CONFERENCE, VOL I, 2016, 404 : 553 - 561