The module fault diagnosis of power transformer based on GA-BP algorithm

被引：0
|
作者：
Sun, HQ [1 ]
Sun, LH [1 ]
Liang, YC [1 ]
Guo, YJ [1 ]
机构：
[1] Hebei Univ Sci & Technol, Shijiazhuang 050054, Peoples R China
来源：
Proceedings of 2005 International Conference on Machine Learning and Cybernetics, Vols 1-9 | 2005年
关键词：
genetic algorithm; BP algorithm; module; power transformer; fault diagnosis;
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：
According to the parameters of voltage and current of power transformer, the faults of power transformer are divided into interior and exterior modules. Genetic algorithm is adopted to optimize the initial value in neural network. BP (back propagation) algorithm is utilized to search in local part and fast gets the matrix of the weight value and the threshold. Then it realizes the fault diagnosis of power transformer. The result proves that the convergence rate of neural network based on genetic algorithm is faster than BP neural network, and improves the speed of fault diagnosis of power transformer.
引用
收藏
页码：1596 / 1598
页数：3
相关论文
共 50 条
  • [41] Research on ideological security of college students based on GA-BP algorithm
    Chen Haiming
    Cao Yang
    Feng Xiwei
    Zhang Liqun
    2020 4TH INTERNATIONAL WORKSHOP ON RENEWABLE ENERGY AND DEVELOPMENT (IWRED 2020), 2020, 510
  • [42] Fuzzy Neural Network Controller Based on Hybrid GA-BP Algorithm
    Chen Yin-ping
    Wu Hongxia
    COMPUTING, CONTROL AND INDUSTRIAL ENGINEERING IV, 2013, 823 : 335 - 339
  • [43] Approximation model for reliability analysis based on GA-BP Bayesian algorithm
    Ren, Yuan
    Bai, Guangchen
    Beijing Hangkong Hangtian Daxue Xuebao/Journal of Beijing University of Aeronautics and Astronautics, 2009, 35 (05): : 532 - 535
  • [44] Soil moisture retrieval based on GA-BP neural networks algorithm
    Yu Fan
    Zhao Ying-Shi
    Li Hai-Tao
    JOURNAL OF INFRARED AND MILLIMETER WAVES, 2012, 31 (03) : 283 - 288
  • [45] Decision-making for unconventional emergencies based on GA-BP algorithm
    Chen, Leiwen
    Wang, Yingming
    Guo, Geng
    BASIC & CLINICAL PHARMACOLOGY & TOXICOLOGY, 2019, 125 : 157 - 158
  • [46] Face recognition method based on GA-BP neural network algorithm
    Liu, Jing
    Ashraf, Muhammad Aqeel
    OPEN PHYSICS, 2018, 16 (01): : 1056 - 1065
  • [47] Predictions of Concrete Compressive Strength Based on a Hybrid Algorithm of GA-BP
    Shi, Rendong
    Zhong, Wei
    Zhang, Hong
    Chen, Huangbin
    Ji, Xu
    PROCEEDINGS OF THE 4TH ANNUAL INTERNATIONAL CONFERENCE ON MATERIAL ENGINEERING AND APPLICATION (ICMEA 2017), 2017, 146 : 265 - 270
  • [48] Artificial Immune Algorithm for Fault Diagnosis of Power Transformer
    sha, Yuan Jin
    Wei, Lu
    Zhong, Li
    2008 IEEE INTERNATIONAL SYMPOSIUM ON KNOWLEDGE ACQUISITION AND MODELING WORKSHOP PROCEEDINGS, VOLS 1 AND 2, 2008, : 352 - 354
  • [49] The application of mixed GA-BP algorithm to image recognition
    Hu, Shi-Yan
    Jishou Daxue Xuebao/Journal of Jishou University, 2001, 22 (04): : 57 - 59
  • [50] Fault Diagnosis for the Power Transformer Based on Multi-feature Fusion algorithm
    Liu, Chenfei
    Cui, Haoyang
    Li, Gaofang
    PROCEEDINGS OF THE 2017 5TH INTERNATIONAL CONFERENCE ON MECHATRONICS, MATERIALS, CHEMISTRY AND COMPUTER ENGINEERING (ICMMCCE 2017), 2017, 141 : 647 - 651
12345