Implementation of an Ant Colony Optimization technique for job shop scheduling problem

被引:55
|
作者
Zhang, J
Hu, XM
Tan, X
Zhong, JH
Huang, Q
机构
[1] Department of Computer Science, Sun Yat-sen University
关键词
job shop scheduling problem ([!text type='JS']JS[!/text]P); Ant Colony System (ACS); Ant Colony Optimization (ACO); natural computation (NC);
D O I
10.1191/0142331206tm165oa
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Research on optimization of the job shop scheduling problem (JSP) is one of the most significant and promising areas of optimization. Instead of the traditional optimization method, this paper presents an investigation into the use of an Ant Colony System (ACS) to optimize the JSP. The main characteristics of this system are positive feedback, distributed computation, robustness and the use of a constructive greedy heuristic. In this paper, an improvement of the performance of ACS will be discussed. The numerical experiments of ACS were implemented in a small JSP. The optimized results of the ACS are favourably compared with the traditional optimization methods.
引用
收藏
页码:93 / 108
页数:16
相关论文
共 50 条
  • [41] Ant Colony Optimization using Pheromone Updating Strategy to Solve Job Shop Scheduling
    Anitha, J.
    Karpagam, M.
    [J]. 7TH INTERNATIONAL CONFERENCE ON INTELLIGENT SYSTEMS AND CONTROL (ISCO 2013), 2013, : 367 - 372
  • [42] Ant colony optimization for multi-objective flow shop scheduling problem
    Yagmahan, Betul
    Yenisey, Mehmet Mutlu
    [J]. COMPUTERS & INDUSTRIAL ENGINEERING, 2008, 54 (03) : 411 - 420
  • [43] An integrated ant colony optimization algorithm for the hybrid flow shop scheduling problem
    Khalouli, Safa
    Ghedjati, Fatima
    Hamzaoui, Abdelaziz
    [J]. CIE: 2009 INTERNATIONAL CONFERENCE ON COMPUTERS AND INDUSTRIAL ENGINEERING, VOLS 1-3, 2009, : 554 - 559
  • [44] Ant colony system for job shop scheduling with time windows
    Huang, Rong-Hwa
    Yang, Chang-Lin
    [J]. INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2008, 39 (1-2): : 151 - 157
  • [45] A Job Shop Scheduling Method Based on Ant Colony Algorithm
    Li, Junqing
    Deng, Huawei
    Liu, Dawei
    Song, Changqing
    Han, Ruiyi
    Hu, Taiyuan
    [J]. PROCEEDINGS OF THE 2021 IEEE INTERNATIONAL CONFERENCE ON PROGRESS IN INFORMATICS AND COMPUTING (PIC), 2021, : 453 - 457
  • [46] Ant colony system for job shop scheduling with time windows
    Rong-Hwa Huang
    Chang-Lin Yang
    [J]. The International Journal of Advanced Manufacturing Technology, 2008, 39 : 151 - 157
  • [47] Hybrid ant colony algorithm for fuzzy Job Shop scheduling
    Shenyang Inst. of Automation, Chinese Academy of Sciences, Shenyang 110016, China
    不详
    [J]. Jisuanji Jicheng Zhizao Xitong, 2007, 1 (105-109+125):
  • [48] Ant colony system for job shop scheduling with time windows
    Huang, Rong-Hwa
    Yang, Chang-Lin
    [J]. International Journal of Advanced Manufacturing Technology, 2008, 39 (1-2): : 151 - 157
  • [49] Research of Multi-objective Optimization Study for Job Shop Scheduling Problem based on Grey Ant Colony Algorithm
    Fang, Yadong
    Wang, Fang
    Wang, Hui
    [J]. ADVANCED DESIGN TECHNOLOGY, PTS 1-3, 2011, 308-310 : 1033 - +
  • [50] Solution of flexible job shop scheduling problem based on ant colony algorithm and complex network
    Pang, Huanjun
    Jiang, Xuesong
    [J]. 2017 10TH INTERNATIONAL SYMPOSIUM ON COMPUTATIONAL INTELLIGENCE AND DESIGN (ISCID), VOL 2, 2017, : 463 - 466