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
  • [21] Comprehensive Evaluation Method of Power Quality Based on Variable Weight and Set Pair Analysis
    Li, Guodong
    Li, Gengyin
    Li, Xiang
    Zhou, Ming
    Yang, Xiaodong
    IEEE POWER AND ENERGY SOCIETY GENERAL MEETING 2010, 2010,
  • [22] Comprehensive evaluation of power quality based on disaster levels
    Liu, Yingying
    Zhu, Yongqiang
    Cai, Wei
    Suo, Juan
    Wang, Jianwei
    Xiao, Xiangning
    Dianli Zidonghua Shebei / Electric Power Automation Equipment, 2009, 29 (08): : 110 - 113
  • [23] Comprehensive evaluation of power quality on CRITIC-TOPSIS method
    Lü Z.-P.
    Wu M.
    Song Z.-H.
    Zhao T.
    Du G.
    Dianji yu Kongzhi Xuebao/Electric Machines and Control, 2020, 24 (01): : 137 - 144
  • [24] The comprehensive evaluation of management quality for modernized enterprise - Quality excellent degree value(Ls) method
    Sheng, FL
    PROCEEDINGS OF '96 INTERNATIONAL CONFERENCE ON MANAGEMENT SCIENCE & ENGINEERING, 1996, : 221 - 224
  • [25] Groundwater Quality Evaluation Based on Fuzzy Comprehensive Method
    Jianping-Chen
    Liping-Lv
    Mingyu-Wang
    FUZZY INFORMATION AND ENGINEERING 2010, VOL 1, 2010, 78 : 455 - +
  • [26] Comprehensive Evaluation of Power Quality Based on an Improved TOPSIS Method Considering the Correlation between Indices
    Jiang, Youhua
    Fang, Mingshuo
    Liu, Ziqi
    Wang, Wenji
    APPLIED SCIENCES-BASEL, 2019, 9 (17):
  • [27] A Grid-Wide Comprehensive Evaluation Method of Power Quality Based on Complex Network Theory
    Xiang, Yang
    Lin, Yan
    Zhang, Yan
    Lan, Jinchen
    Hao, Meimei
    Wang, Lianhui
    Wang, Jiang
    Qin, Liang
    ENERGIES, 2024, 17 (13)
  • [28] Comprehensive evaluation of power quality based on the model of projection pursuit
    Zhang, Ling
    Dong, Yu-Cai
    Wang, Pu-Kai
    Fan, Ge-Hua
    Yi, Liang-Hai
    DESIGN, MANUFACTURING AND MECHATRONICS (ICDMM 2015), 2016, : 1160 - 1166
  • [29] Comprehensive hierarchy evaluation of power quality based on an incentive mechanism
    Shun, Tao
    Xiangning, Xiao
    HadjSaid, N.
    World Academy of Science, Engineering and Technology, 2010, 66 : 1517 - 1521
  • [30] Analysis of new method on power quality comprehensive evaluation for regional grid
    Liu, Ying-Ying
    Xu, Yong-Hai
    Xiao, Xiang-Ning
    Zhongguo Dianji Gongcheng Xuebao/Proceedings of the Chinese Society of Electrical Engineering, 2008, 28 (22): : 130 - 136