Asynchronous Steady State Particle Swarm

被引：3
|
作者：
Fernandes, Carlos M. [1 ]
Julian Merelo, Juan [2 ]
Rosa, Agostinho C. [1 ]
机构：
[1] Univ Lisbon, LARSyS Lab Robot & Syst Engn & Sci, Lisbon, Portugal
[2] Univ Granada, Dept Comp Architecture, Granada, Spain
来源：
PROCEEDINGS OF THE 2016 GENETIC AND EVOLUTIONARY COMPUTATION CONFERENCE (GECCO'16 COMPANION) | 2016年
关键词：
Particle Swarm Optimization; Asynchronous PSO; Self-Organized Criticality;
D O I：
10.1145/2908961.2909035
中图分类号：
TP301 [理论、方法];
学科分类号：
081202 ;
摘要：
We propose an asynchronous and steady state update strategy for the Particle Swarm Optimization inspired by the Bak-Sneppen model of co-evolution between interacting species: only the worst particle and its neighbors are updated and evaluated in each time-step. The strategy improves the quality of results and convergence speed of PSO with Moore neighborhood.
引用
收藏
页码：1 / 2
页数：2
相关论文
共 50 条
  • [1] An Asynchronous and Steady State Update Strategy for the Particle Swarm Optimization Algorithm
    Fernandes, C. M.
    Merelo, J. J.
    Rosa, A. C.
    PARALLEL PROBLEM SOLVING FROM NATURE - PPSN XIV, 2016, 9921 : 167 - 177
  • [2] Steady state particle swarm
    Fernandes, Carlos M.
    Fachada, Nuno
    Merelo, Juan-Julian
    Rosa, Agostinho C.
    PEERJ COMPUTER SCIENCE, 2019, 2019 (08):
  • [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] Comparison of Steady-State Genetic Algorithm and Asynchronous Particle Swarm Optimization on Inverse Scattering of a Partially Immersed Metallic Cylinder
    Sun, Chi Hsien
    Chen, Chien-Hung
    Huang, Chung-Hsin
    Li, Ching-Lieh
    Chiu, En-Nung
    Lee, San Liang
    2014 INTERNATIONAL SYMPOSIUM ON ELECTROMAGNETIC COMPATIBILITY, TOKYO (EMC'14/TOKYO), 2014, : 817 - 820
  • [6] Decentralized Asynchronous Particle Swarm Optimization
    Akat, S. Burak
    Gazi, Veysel
    2008 IEEE SWARM INTELLIGENCE SYMPOSIUM, 2008, : 194 - 201
  • [7] 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
  • [8] Electromagnetic scattering of metallic cylinders of arbitrary shape by using asynchronous particle swarm optimization and non-uniform steady state genetic algorithm
    Li, Ching-Lieh
    Sun, Chi-Hsien
    Chiu, Chien-Ching
    Tuen, Lung-Fai
    Su, Chien-Hua
    INTERNATIONAL JOURNAL OF APPLIED ELECTROMAGNETICS AND MECHANICS, 2013, 42 (03) : 349 - 358
  • [9] Asynchronous Particle Swarm Optimizer with Relearning Strategy
    Jiang, Bo
    Wang, Ning
    He, Xiongxiong
    IECON 2011: 37TH ANNUAL CONFERENCE ON IEEE INDUSTRIAL ELECTRONICS SOCIETY, 2011, : 2341 - 2346
  • [10] Asynchronous Particle Swarm Optimization with Discrete Crossover
    Engelbrecht, A. P.
    2014 IEEE SYMPOSIUM ON SWARM INTELLIGENCE (SIS), 2014, : 141 - 148
12345