Particle Swarm Optimization with Dynamic Neighborhood Topology: Three Neighborhood Strategies and Preliminary Results

被引:0
|
作者
Akat, S. Burak [1 ]
Gazi, Veysel [1 ]
机构
[1] Tobb Univ Econ & Technol, Dept Elect & Elect Engn, TR-06560 Ankara, Turkey
关键词
Distance Based Neighborhood; Dynamic Neighborhood; Particle Swarm Optimization; Random Neighborhood;
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
In this article we consider a particle swarm optimization (PSO) algorithm in which the neighbors of the particles or basically the neighborhood topology dynamically changes with time. We consider probabilistic and distance based approaches for determining the neighbors of the particles and represent the dynamic neighborhood topology by a time varying graph. Simulations of several benchmark functions are performed in order to verify the effectiveness of the algorithm.
引用
收藏
页码:152 / 159
页数:8
相关论文
共 50 条
  • [1] Particle swarm optimization with dynamic neighborhood
    Gazi, Veysel
    [J]. 2007 IEEE 15TH SIGNAL PROCESSING AND COMMUNICATIONS APPLICATIONS, VOLS 1-3, 2007, : 37 - 40
  • [2] Particle Swarm Optimization using Dynamic Neighborhood Topology for Large Scale Optimization
    Han, Min
    Fan, Jianchao
    [J]. 2010 8TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION (WCICA), 2010, : 3138 - 3142
  • [3] Analysis and improvement of neighborhood topology of particle swarm optimization
    Liu, Liyang
    Wu, Junji
    Meng, Shaoliang
    [J]. JOURNAL OF COMPUTATIONAL METHODS IN SCIENCES AND ENGINEERING, 2019, 19 (04) : 955 - 968
  • [4] Particle Swarm Optimizer Based on Dynamic Neighborhood Topology
    Liu, Yanmin
    Zhao, Qingzhen
    Shao, Zengzhen
    Shang, Zhaoxia
    Sui, Changling
    [J]. EMERGING INTELLIGENT COMPUTING TECHNOLOGY AND APPLICATIONS: WITH ASPECTS OF ARTIFICIAL INTELLIGENCE, 2009, 5755 : 794 - +
  • [5] A New Neighborhood Topology for QUAntum Particle Swarm Optimization (QUAPSO)
    Flori, Arnaud
    Oulhadj, Hamouche
    Siarry, Patrick
    [J]. PROCEEDINGS OF THE 2019 GENETIC AND EVOLUTIONARY COMPUTATION CONFERENCE COMPANION (GECCCO'19 COMPANION), 2019, : 255 - 256
  • [6] Multiobjective optimization using dynamic neighborhood Particle Swarm Optimization
    Hu, XH
    Eberhart, R
    [J]. CEC'02: PROCEEDINGS OF THE 2002 CONGRESS ON EVOLUTIONARY COMPUTATION, VOLS 1 AND 2, 2002, : 1677 - 1681
  • [7] Feedback Loop Mechanisms based Particle Swarm Optimization with Neighborhood Topology
    Zhang, Jingyu
    Chen, Shiping
    Levy, David
    Lu, Yongzhong
    [J]. 2011 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC), 2011, : 1864 - 1871
  • [8] Particle swarm optimizer based on dynamic neighborhood topology and mutation operator
    Liu, Yan-Min
    Zhao, Qing-Zhen
    Sui, Chang-Ling
    Shao, Zeng-Zhen
    [J]. Kongzhi yu Juece/Control and Decision, 2010, 25 (07): : 968 - 974
  • [9] Dynamic Neighborhood Particle Swarm Optimization Based on External Archive
    Dong, Shuxia
    Tang, Liang
    [J]. MEASUREMENT TECHNOLOGY AND ENGINEERING RESEARCHES IN INDUSTRY, PTS 1-3, 2013, 333-335 : 1374 - +
  • [10] Particle swarm optimization algorithm using dynamic neighborhood adjustment
    Chen, Zi-Yu
    He, Zhong-Shi
    Zhang, Cheng
    [J]. Moshi Shibie yu Rengong Zhineng/Pattern Recognition and Artificial Intelligence, 2010, 23 (04): : 586 - 592