Continuous swarm optimization technique with stability analysis

被引:0
|
作者
Emara, HM [1 ]
Fattah, HAA [1 ]
机构
[1] Cairo Univ, Fac Engn, Cairo, Egypt
关键词
particle swarm; optimization; stability;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Anew continuous-time particle swarm optimization (PSO) algorithm is introduced as opposed to the well-known discrete-time PSO. A compact notation for the classical PSO is first introduced, then the new PSO is presented. The proposed PSO has two forms, one can be proved to be Lyapunov stable and the other can be proved to be globally asymptotically stable. Effect of the parameters of the new PSO is studied. Pertinent simulation results are provided to illustrate its major characteristics.
引用
收藏
页码:2811 / 2817
页数:7
相关论文
共 50 条
  • [21] Hybridizing Particle Swarm Optimization with JADE for continuous optimization
    Sheng-Yong Du
    Zhao-Guang Liu
    Multimedia Tools and Applications, 2020, 79 : 4619 - 4636
  • [22] Hybridizing Particle Swarm Optimization with JADE for continuous optimization
    Du, Sheng-Yong
    Liu, Zhao-Guang
    MULTIMEDIA TOOLS AND APPLICATIONS, 2020, 79 (7-8) : 4619 - 4636
  • [23] The improvement of glowworm swarm optimization for continuous optimization problems
    Wu, Bin
    Qian, Cunhua
    Ni, Weihong
    Fan, Shuhai
    EXPERT SYSTEMS WITH APPLICATIONS, 2012, 39 (07) : 6335 - 6342
  • [24] A new particle swarm optimization technique
    Yang, CM
    Simon, D
    18TH INTERNATIONAL CONFERENCE ON SYSTEMS ENGINEERING, PROCEEDINGS, 2005, : 164 - 169
  • [25] Special Issue: Continuous Optimization and Stability Analysis PREFACE
    Mordukhovich, B. S.
    Parra, J.
    Shapiro, A.
    MATHEMATICAL PROGRAMMING, 2021, 189 (1-2) : 1 - 5
  • [26] Stability Analysis of an Autonomous Microgrid Operation Based on Particle Swarm Optimization
    Ai-Saedi, Waleed
    Lachowicz, Stefan W.
    Habibi, Daryoush
    Bass, Octavian
    2012 IEEE INTERNATIONAL CONFERENCE ON POWER SYSTEM TECHNOLOGY (POWERCON), 2012,
  • [27] Fitness-Distance-Ratio Particle Swarm Optimization: Stability Analysis
    Cleghorn, Christopher W.
    Engelbrecht, Andries P.
    PROCEEDINGS OF THE 2017 GENETIC AND EVOLUTIONARY COMPUTATION CONFERENCE (GECCO'17), 2017, : 12 - 18
  • [28] Human Behavior-Based Particle Swarm Optimization: Stability Analysis
    Liu, Hao
    Zhang, Yue
    Tu, Liangping
    Wang, Yue
    2018 37TH CHINESE CONTROL CONFERENCE (CCC), 2018, : 3139 - 3144
  • [29] Statistical stability analysis for particle swarm optimization dynamics with random coefficients
    Koguma Y.
    Aiyoshi E.
    IEEJ Transactions on Electronics, Information and Systems, 2011, 131 (05) : 1020 - 1030
  • [30] Linear constraint particle swarm optimization algorithm for phase stability analysis
    Cheng, Biao
    Zheng, Qifu
    Chen, Dezhao
    He, Yijun
    Huagong Xuebao/Journal of Chemical Industry and Engineering (China), 2007, 58 (12): : 2957 - 2963