A Performance Study on Synchronous and Asynchronous Updates in Particle Swarm Optimization

被引：0
|
作者：
Rada-Vilela, Juan [1 ]
Zhang, Mengjie [1 ]
Seah, Winston [1 ]
机构：
[1] Victoria Univ Wellington, Sch Engn & Comp Sci, Wellington, New Zealand
来源：
GECCO-2011: PROCEEDINGS OF THE 13TH ANNUAL GENETIC AND EVOLUTIONARY COMPUTATION CONFERENCE | 2011年
关键词：
Particle swarm optimization; synchronous and asynchronous updates; speed of convergence;
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 work provides a further study on the difference between synchronous and asynchronous updates in Particle Swarm Optimization with different neighborhood sizes ranging from local best to global best. Ten well-known functions are used as benchmarks on both variants. Statistical tests performed on the results provide strong evidence to claim that synchronous updates yield in general better results with similar or even faster speed of convergence than its asynchronous counterpart, contrary to observations and conclusions of previous studies based solely on descriptive statistics.
引用
收藏
页码：21 / 28
页数：8
相关论文
共 50 条
  • [1] A Comparison of Synchronous and Asynchronous Distributed Particle Swarm Optimization for Edge Computing
    Busetti, Riccardo
    El Ioini, Nabil
    Barzegar, Hamid R.
    Pahl, Claus
    PROCEEDINGS OF THE 13TH INTERNATIONAL CONFERENCE ON CLOUD COMPUTING AND SERVICES SCIENCE, CLOSER 2023, 2023, : 194 - 203
  • [2] Autonomous Particles Groups for Synchronous-Asynchronous Particle Swarm Optimization
    Valdivia-Gonzalez, Arturo
    Aranguren-Navarro, Itzel N.
    2018 IEEE LATIN AMERICAN CONFERENCE ON COMPUTATIONAL INTELLIGENCE (LA-CCI), 2018,
  • [3] Asynchronous particle swarm optimization
    Gazi, Veysel
    2007 IEEE 15TH SIGNAL PROCESSING AND COMMUNICATIONS APPLICATIONS, VOLS 1-3, 2007, : 41 - 44
  • [4] Asynchronous Particle Swarm Optimization for Swarm Robotics
    Ab Aziz, Nor Azlina
    Ibrahim, Zuwairie
    INTERNATIONAL SYMPOSIUM ON ROBOTICS AND INTELLIGENT SENSORS 2012 (IRIS 2012), 2012, 41 : 951 - 957
  • [5] Study on Asynchronous Update Mechanism in Particle Swarm Optimization
    Wu, Dongmei
    Gao, Hao
    2014 14TH INTERNATIONAL SYMPOSIUM ON COMMUNICATIONS AND INFORMATION TECHNOLOGIES (ISCIT), 2014, : 89 - 92
  • [6] Improving particle swarm optimization via adaptive switching asynchronous - synchronous update
    Ab Aziz, Nor Azlina
    Ibrahim, Zuwairie
    Mubin, Marizan
    Nawawi, Sophan Wahyudi
    Mohamad, Mohd Saberi
    APPLIED SOFT COMPUTING, 2018, 72 : 298 - 311
  • [7] Decentralized Asynchronous Particle Swarm Optimization
    Akat, S. Burak
    Gazi, Veysel
    2008 IEEE SWARM INTELLIGENCE SYMPOSIUM, 2008, : 194 - 201
  • [8] Parallel asynchronous particle swarm optimization
    Koh, Byung-Il
    George, Alan D.
    Haftka, Raphael T.
    Fregly, Benjamin J.
    INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING, 2006, 67 (04) : 578 - 595
  • [9] A performance study on synchronous and asynchronous update rules for a plug-in direct particle swarm repetitive controller
    Ufnalski, Bartlomiej
    Grzesiak, Lech M.
    ARCHIVES OF ELECTRICAL ENGINEERING, 2014, 63 (04) : 635 - 646
  • [10] Parameter selection in synchronous and asynchronous deterministic particle swarm optimization for ship hydrodynamics problems
    Serani, Andrea
    Leotardi, Cecilia
    Iemma, Umberto
    Campana, Emilio F.
    Fasano, Giovanni
    Diez, Matteo
    APPLIED SOFT COMPUTING, 2016, 49 : 313 - 334
12345