A novel method for power quality comprehensive evaluation based on ANN and subordinate degree

被引:1
|
作者
Yuan, Shuai [1 ]
Tong, Weiming [1 ]
Tong, Chengde [1 ]
Li, Zhongwei [1 ]
机构
[1] Harbin Inst Technol, Dept Elect Engn & Automat, Harbin 150006, Heilongjiang Pr, Peoples R China
关键词
D O I
10.1109/ICNC.2008.543
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A comprehensive evaluation approach of power quality (PQ) based on subordinate degree-BP neural network was proposed in this paper. In case the BP neural network training process is trapped by the local minimum point, genetic algorithm (GA) was introduced to optimize the network's initial weights. A large number of samples based on the random-distribution theory were produced to train the network, and the network output results were analyzed according to the subordinate degree rule. Compared with the BP network neural method the proposed subordinate degree-BP neural network method can evaluate the PQ level correctly and analyze all kinds of PQ indices exactly. By practically evaluating the 0.38kV distribution network, the proposed approach is proved correct and feasible.
引用
收藏
页码:62 / 65
页数:4
相关论文
共 50 条
  • [1] Comprehensive evaluation of power quality based on stepwise scatter degree method
    Ouyang, Sen
    Huang, Rui-Yi
    Cheng, Xiao-Hua
    Huanan Ligong Daxue Xuebao/Journal of South China University of Technology (Natural Science), 2013, 41 (05): : 93 - 98
  • [2] Comprehensive evaluation of regional power grid power quality based on stepwise scatter degree method
    Ouyang Sen
    Liu Yang
    Liao Yijian
    Liu Bo
    2011 ASIA-PACIFIC POWER AND ENERGY ENGINEERING CONFERENCE (APPEEC), 2011,
  • [3] Power quality comprehensive evaluation based on the clustering method
    Jiang, De-Long
    Wang, Ke-Wen
    Yang, Ping
    Cui, Wei
    Jiang, D.-L. (terrific117@163.com), 1600, Power System Protection and Control Press (40): : 105 - 111
  • [4] COMPREHENSIVE EVALUATION OF URBAN MASS TRANSIT PLANNING PROGRAM BASED ON DEVIATION METHOD OF MINIMUM SUBORDINATE DEGREE
    Lu, Xin
    Wang, Kuilin
    Lei, Qiang
    NEW TECHNOLOGIES OF RAILWAY ENGINEERING, 2012, : 17 - 20
  • [5] Research on the Dynamic Comprehensive Evaluation of Power Quality Based on the Improved Scatter Degree
    Guo, Min
    Chen, Weidong
    Jin, Qingren
    Chu, Hongbo
    PROCEEDINGS OF THE 2015 INTERNATIONAL POWER, ELECTRONICS AND MATERIALS ENGINEERING CONFERENCE, 2015, 17 : 694 - 701
  • [6] Comprehensive Evaluation of Power Quality for Microgrid Based on CRITIC Method
    Shi, Hongtao
    Li, Yifan
    Jian, Zhongnan
    Yan, Jia
    2020 IEEE 9TH INTERNATIONAL POWER ELECTRONICS AND MOTION CONTROL CONFERENCE (IPEMC2020-ECCE ASIA), 2020, : 1667 - 1669
  • [8] Comprehensive Evaluation of Distributed Power Quality Based on Improved Entropy Method
    Chen, Binbin
    Fang, Ruiming
    Xie, Shaotang
    PROCEEDINGS OF THE 2017 2ND INTERNATIONAL CONFERENCE ON ELECTRICAL, CONTROL AND AUTOMATION ENGINEERING (ECAE 2017), 2017, 140 : 82 - 86
  • [9] A comprehensive power quality evaluation model based on radar chart method
    Li, Guodong
    Li, Gengyin
    Yang, Xiaodong
    Zhou, Ming
    Dianli Xitong Zidonghua/Automation of Electric Power Systems, 2010, 34 (14): : 70 - 74
  • [10] Dynamic evaluation of power quality based on vertical and horizontal scatter degree method
    Ouyang, Sen
    Shi, Yi-Li
    Liu, Yang
    Ouyang, S. (ouyangs@scut.edu.cn), 1600, South China University of Technology (41): : 27 - 32