Hybrid particle swarm optimization for solving resource-constrained FMS

被引:0
|
作者
Dongyun Wang
机构
关键词
Particle swarm optimization; Simulated annealing algorithm; FMS; Scheduling;
D O I
暂无
中图分类号
O224 [最优化的数学理论];
学科分类号
070105 ; 1201 ;
摘要
In this paper, an approach for resource-constrained fiexible manufacturing system (FMS) scheduling was proposed, which is based on the particle swarm optimization (PSO) algorithm and simulated annealing (SA) algorithm.First, the formulation for resource-con-strained FMS scheduling problem was introduced and cost function for this problem was obtained.Then, a hybrid algorithm of PSO and SA was employed to obtain optimal solution.The simulated results show that the approach can dislodge a state from a local min-imum and guide it to the global minimum.
引用
收藏
页码:1179 / 1183
页数:5
相关论文
共 50 条
  • [41] SEMANTIC SUPPORT FOR RESOURCE-CONSTRAINED ROBOT SWARM
    Su, Xiang
    Riekki, Jukka
    Haverinen, Janne
    [J]. ICINCO 2009: PROCEEDINGS OF THE 6TH INTERNATIONAL CONFERENCE ON INFORMATICS IN CONTROL, AUTOMATION AND ROBOTICS, VOL 1: INTELLIGENT CONTROL SYSTEMS AND OPTIMIZATION, 2009, : 271 - +
  • [42] A hybrid discrete particle swarm optimization for dual-resource constrained job shop scheduling with resource flexibility
    Jing Zhang
    Wanliang Wang
    Xinli Xu
    [J]. Journal of Intelligent Manufacturing, 2017, 28 : 1961 - 1972
  • [43] Cat swarm Optimization-based schemes for resource-constrained project scheduling
    Xu, Long
    Hu, Wenbin
    [J]. ADVANCES IN MANUFACTURING TECHNOLOGY, PTS 1-4, 2012, 220-223 : 251 - 258
  • [44] Resource Constrained Project Scheduling Using Particle Swarm Optimization
    Wang, Jiancheng
    [J]. PROCEEDINGS OF THE 2016 INTERNATIONAL CONFERENCE ON APPLIED MATHEMATICS, SIMULATION AND MODELLING, 2016, 41 : 387 - 392
  • [45] A hybrid discrete particle swarm optimization for dual-resource constrained job shop scheduling with resource flexibility
    Zhang, Jing
    Wang, Wanliang
    Xu, Xinli
    [J]. JOURNAL OF INTELLIGENT MANUFACTURING, 2017, 28 (08) : 1961 - 1972
  • [46] A hybrid multi-swarm particle swarm optimization to solve constrained optimization problems
    Yong Wang
    Zixing Cai
    [J]. Frontiers of Computer Science in China, 2009, 3 : 38 - 52
  • [47] A hybrid multi-swarm particle swarm optimization to solve constrained optimization problems
    Wang, Yong
    Cai, Zixing
    [J]. FRONTIERS OF COMPUTER SCIENCE IN CHINA, 2009, 3 (01): : 38 - 52
  • [48] Low Discrepancy Initialized Particle Swarm Optimization for Solving Constrained Optimization Problems
    Pant, Millie
    Thangaraj, Radha
    Abraham, Ajith
    [J]. FUNDAMENTA INFORMATICAE, 2009, 95 (04) : 511 - 531
  • [49] Solving Constrained Optimization via a Modified Particle Swarm Optimization with Stochastic Ranking
    Lei Jian-Jun
    Li Jian
    [J]. ACC 2009: ETP/IITA WORLD CONGRESS IN APPLIED COMPUTING, COMPUTER SCIENCE, AND COMPUTER ENGINEERING, 2009, : 114 - 118
  • [50] Particle swarm optimization based on simulated annealing for solving constrained optimization problems
    Jiao W.
    Liu G.-B.
    Zhang Y.-H.
    [J]. Xi Tong Gong Cheng Yu Dian Zi Ji Shu/Systems Engineering and Electronics, 2010, 32 (07): : 1532 - 1536