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
  • [21] Chaotic particle swarm optimization algorithm based on the essence of particle swarm
    Lin, Chuan
    Feng, Quanyuan
    Xinan Jiaotong Daxue Xuebao/Journal of Southwest Jiaotong University, 2007, 42 (06): : 665 - 669
  • [22] Particle swarm optimized particle filter
    Fang, Zheng
    Tong, Guo-Feng
    Xu, Xin-He
    Kongzhi yu Juece/Control and Decision, 2007, 22 (03): : 273 - 277
  • [23] Cautious Particle Swarm
    Someya, Hiroshi
    2008 IEEE SWARM INTELLIGENCE SYMPOSIUM, 2008, : 111 - 116
  • [24] Gravitational particle swarm
    Tsai, Hsing-Chih
    Tyan, Yaw-Yauan
    Wu, Yun-Wu
    Lin, Yong-Huang
    APPLIED MATHEMATICS AND COMPUTATION, 2013, 219 (17) : 9106 - 9117
  • [25] The Levy particle swarm
    Richer, Toby J.
    Blackwell, T. M.
    2006 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION, VOLS 1-6, 2006, : 808 - +
  • [26] Particle swarm control
    Allain, P.
    Courty, N.
    Corpetti, T.
    OPTIMAL CONTROL APPLICATIONS & METHODS, 2014, 35 (06): : 696 - 720
  • [27] 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
  • [28] Particle swarm optimization
    Venter, G
    Sobieszczanski-Sobieski, J
    AIAA JOURNAL, 2003, 41 (08) : 1583 - 1589
  • [29] A Heterogeneous Particle Swarm
    Cartwright, Luke
    Hendtlass, Tim
    ARTIFICIAL LIFE: BORROWING FROM BIOLOGY, PROCEEDINGS, 2009, 5865 : 201 - 210
  • [30] Deep Swarm: Nested Particle Swarm Optimization
    Eberhart, Russell C.
    Groves, Doyle J.
    Woodward, Joshua K.
    2017 IEEE SYMPOSIUM SERIES ON COMPUTATIONAL INTELLIGENCE (SSCI), 2017,
12345