The Application of Improved Self-adaptive Genetic Algorithm in the Distribution Network Reconfiguration

被引:0
|
作者
Wei, Siwei [1 ]
Wang, Ruoxi [2 ]
机构
[1] Wuhan Univ Technol, Wuhan 430070, Peoples R China
[2] HuaZhong Normal Univ, Wuhan 430079, Peoples R China
关键词
self-adaptive; genetic algorithm; distribution network; reconfiguration;
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
This paper proposes a kind of encoding method with the loop switch number as gene and the number of branches of the systematic loop as the length of the chromosome, greatly shortening the length of the chromosome. And this paper also takes a kind of effective means in genetic operation, which is eliminating island and loop circuit, thus greatly decreasing the generation of infeasible solution in the operation to gene and increasing the searching ability and speed of the algorithm. The result indicates that, the combination of adaptive control and genetic algorithm, the adaptive adjusting to the crossover rate and mutational rate accelerate the searching speed of the algorithm, and effectively avoid immature convergence.
引用
收藏
页码:149 / 152
页数:4
相关论文
共 50 条
  • [41] A self-adaptive genetic algorithm with improved mutation mode based on measurement of population diversity
    Sun, Na
    Lu, Yong
    NEURAL COMPUTING & APPLICATIONS, 2019, 31 (05): : 1435 - 1443
  • [42] Reconfiguration of oilfield distribution network based on genetic algorithm
    Yubo, Duan
    Qun, Zhou
    2007 IEEE INTERNATIONAL CONFERENCE ON MECHATRONICS AND AUTOMATION, VOLS I-V, CONFERENCE PROCEEDINGS, 2007, : 943 - +
  • [43] Distribution Network Fault Restoration Based On Improved Adaptive Genetic Algorithm
    Sheng Siqing
    Ma Zhigang
    Wu Jing
    Gao Nan
    ICICTA: 2009 SECOND INTERNATIONAL CONFERENCE ON INTELLIGENT COMPUTATION TECHNOLOGY AND AUTOMATION, VOL I, PROCEEDINGS, 2009, : 318 - 321
  • [44] An improved firefly algorithm with dynamic self-adaptive adjustment
    Li, Yu
    Zhao, Yiran
    Shang, Yue
    Liu, Jingsen
    PLOS ONE, 2021, 16 (10):
  • [45] Improved Self-Adaptive Glowworm Swarm Optimization Algorithm
    Chen Rongzheng
    COMPUTER AND INFORMATION TECHNOLOGY, 2014, 519-520 : 798 - 801
  • [46] The Improved Training Algorithm of Back Propagation Neural Network with Self-adaptive Learning Rate
    Li, Yong
    Fu, Yang
    Li, Hui
    Zhang, Si-Wen
    PROCEEDINGS OF THE 2009 INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND NATURAL COMPUTING, VOL I, 2009, : 73 - 76
  • [47] A self-adaptive hybrid genetic algorithm for color clustering
    El-Mihoub, Tarck
    Nolle, Lars
    Schaefer, Gerald
    Nakashima, Tomoharu
    Hopgood, Adrian
    2006 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS, VOLS 1-6, PROCEEDINGS, 2006, : 3158 - +
  • [48] SELF-ADAPTIVE GENETIC ALGORITHM AND TRAVELLING SALESMAN PROBLEM
    Perzina, Radomir
    16TH INTERNATIONAL CONFERENCE ON SOFT COMPUTING MENDEL 2010, 2010, : 56 - 63
  • [49] A self-adaptive Genetic Algorithm based on fuzzy mechanism
    Hu, X. B.
    Wu, S. F.
    2007 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION, VOLS 1-10, PROCEEDINGS, 2007, : 4646 - +
  • [50] Resampling for face detection by self-adaptive genetic algorithm
    Chen, R
    Chen, XL
    Gao, W
    PROCEEDINGS OF THE 17TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION, VOL 3, 2004, : 822 - 825