Transformers fault diagnosis based on artificial neural network

被引:0
|
作者
Tu, YM
Quan, YS
Yan, Z
机构
关键词
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
An artificial neural network (ANN) approach to detect faults in oil-filled power transformers is presented in this paper. ANN can learn and adapt to statistical distributions, extract essential characteristic from input data. A lot of the sample transformer data sets are learned by the neural networks. After the learning process is over, it is able to apply the knowledge to make reasonable generalization on unknown input patterns. The results show that this method is feasible.
引用
收藏
页码:393 / 396
页数:4
相关论文
共 50 条
  • [1] Artificial Neural Networks Based incipient fault diagnosis for Power Transformers
    Siddique, Mohammad Ali Akhtar
    Mehfuz, Shabana
    [J]. 2015 ANNUAL IEEE INDIA CONFERENCE (INDICON), 2015,
  • [2] Neural network approach for fault diagnosis of transformers
    Salami, Abolfazl
    Pahlevani, Parvaneh
    [J]. PROCEEDINGS OF 2008 INTERNATIONAL CONFERENCE ON CONDITION MONITORING AND DIAGNOSIS, 2007, : 1346 - 1349
  • [3] FAULT DIAGNOSIS OF POWER TRANSFORMERS WITH NEURAL NETWORK
    Wang Wu
    Zhang Yuan-Min
    Wang Hong Ling
    [J]. PROCEEDINGS OF THE 2011 3RD INTERNATIONAL CONFERENCE ON SOFTWARE TECHNOLOGY AND ENGINEERING (ICSTE 2011), 2011, : 581 - 585
  • [4] Fault diagnosis of an autopilot based on artificial neural network
    Li Jun
    Xu Huibin
    Wang Fengxian
    Dong Jinfeng
    [J]. ISTM/2007: 7TH INTERNATIONAL SYMPOSIUM ON TEST AND MEASUREMENT, VOLS 1-7, CONFERENCE PROCEEDINGS, 2007, : 2269 - 2272
  • [5] Research on Fault Diagnosis Based on Artificial Neural Network
    Liu, Rui
    [J]. COMMUNICATIONS, SIGNAL PROCESSING, AND SYSTEMS, CSPS 2018, VOL III: SYSTEMS, 2020, 517 : 73 - 79
  • [6] A neural network-based scheme for fault diagnosis of power transformers
    Mohamed, EA
    Abdelaziz, A
    Mostafa, AS
    [J]. ELECTRIC POWER SYSTEMS RESEARCH, 2005, 75 (01) : 29 - 39
  • [7] Artificial Neural Network based Fault Prediction Framework for Transformers in Power Systems
    Venugopal, Kavya
    Madhusudan, Phalgun
    Amrutha, A.
    [J]. 2017 INTERNATIONAL CONFERENCE ON COMPUTING METHODOLOGIES AND COMMUNICATION (ICCMC), 2017, : 520 - 523
  • [8] Fault diagnosis of avionics system based on artificial neural network
    Xu, Qingshan
    Wu, Boying
    Chen, Jie
    [J]. 2020 5TH INTERNATIONAL CONFERENCE ON MECHANICAL, CONTROL AND COMPUTER ENGINEERING (ICMCCE 2020), 2020, : 1036 - 1041
  • [9] Artificial neural network based fault diagnosis of IC engines
    Chen, Jian
    Randall, Robert
    Peeters, Bart
    Desmet, Wim
    Van der Auweraer, Herman
    [J]. STRUCTURAL HEALTH MONITORING II, 2012, 518 : 47 - +
  • [10] Fault diagnosis for pressure vessels based on artificial neural network
    Yin, Zuoyou
    Zhang, Huaguang
    [J]. Yi Qi Yi Biao Xue Bao/Chinese Journal of Scientific Instrument, 2005, 26 (SUPPL.): : 173 - 174