Particle swarm optimizationAn overview

被引：806
|
作者：
Riccardo Poli
James Kennedy
Tim Blackwell
机构：
[1] University of Essex,Department of Computing and Electronic Systems
[2] Goldsmiths College,Department of Computing
来源：
Swarm Intelligence | 2007年 / 1卷 / 1期
关键词：
Particle swarms; Particle swarm optimization; PSO; Social networks; Swarm theory; Swarm dynamics; Real world applications;
D O I：
10.1007/s11721-007-0002-0
中图分类号：
学科分类号：
摘要：
Particle swarm optimization (PSO) has undergone many changes since its introduction in 1995. As researchers have learned about the technique, they have derived new versions, developed new applications, and published theoretical studies of the effects of the various parameters and aspects of the algorithm. This paper comprises a snapshot of particle swarming from the authors’ perspective, including variations in the algorithm, current and ongoing research, applications and open problems.
引用
收藏
页码：33 / 57
页数：24
相关论文
共 50 条
  • [31] An Overview of Swarm Coordinated Control
    Yu D.
    Li J.
    Wang Z.
    Li X.
    IEEE Transactions on Artificial Intelligence, 2024, 5 (05): : 1918 - 1938
  • [32] Overview of Algorithms for Swarm Intelligence
    Chu, Shu-Chuan
    Huang, Hsiang-Cheh
    Roddick, John F.
    Pan, Jeng-Shyang
    COMPUTATIONAL COLLECTIVE INTELLIGENCE: TECHNOLOGIES AND APPLICATIONS, PT I, 2011, 6922 : 28 - +
  • [33] Empirical Study of Segment Particle Swarm Optimization and Particle Swarm Optimization Algorithms
    Azrag, Mohammed Adam Kunna
    Kadir, Tuty Asmawaty Abdul
    INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS, 2019, 10 (08) : 480 - 485
  • [34] A Study on Particle Trajectory of Particle Swarm Optimization
    An, ZhenZhou
    Zhou, Hui
    Yang, Yang
    Shi, XinLing
    ADVANCES IN MECHATRONICS AND CONTROL ENGINEERING II, PTS 1-3, 2013, 433-435 : 662 - +
  • [35] A study of particle swarm optimization particle trajectories
    van den Bergh, F
    Engelbrecht, AP
    INFORMATION SCIENCES, 2006, 176 (08) : 937 - 971
  • [36] TOWARDS PRACTICAL APPLICATION OF SWARM ROBOTICS: OVERVIEW OF SWARM TASKS
    Liekna, Aleksis
    Grundspenkis, Janis
    13TH INTERNATIONAL SCIENTIFIC CONFERENCE ON ENGINEERING FOR RURAL DEVELOPMENT, 2014, : 271 - 277
  • [37] Particle swarm optimisation with spatial particle extension
    Krink, T
    Vesterstrom, JS
    Riget, J
    CEC'02: PROCEEDINGS OF THE 2002 CONGRESS ON EVOLUTIONARY COMPUTATION, VOLS 1 AND 2, 2002, : 1474 - 1479
  • [38] Analysis of particle interaction in particle swarm optimization
    Chen, Ying-ping
    Jiang, Pei
    THEORETICAL COMPUTER SCIENCE, 2010, 411 (21) : 2101 - 2115
  • [39] Resemblance of Biological Particle Swarm Optimization and Particle Swarm Optimization for CBFR by using NN
    Dubey, Deepika
    Tomar, Geetam Singh
    MATERIALS TODAY-PROCEEDINGS, 2020, 29 : 408 - 419
  • [40] Swarm Tetris: Applying Particle Swarm Optimization to Tetris
    Langenhoven, Leo
    van Heerden, Willem S.
    Engelbrecht, Andries P.
    2010 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC), 2010,
12345