An Ant Colony Optimization Algorithm for the Press Shop Scheduling Problem

被引:1
|
作者
Sun, Ji Ung [1 ]
机构
[1] Hankuk Univ Foreign Studies, Dept Ind & Management Engn, Yongin 449791, Gyeonggi Do, South Korea
关键词
Sequence dependent setup times; re-entrant work flows; Ant Colony Optimization;
D O I
10.4028/www.scientific.net/AMM.321-324.2116
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper deals with a real-life two machine scheduling problem for the side frame press shop in a truck manufacturing company. The shop consists of two machines where only the first machine, press machine, has separable, external and sequence dependent setup times. Moreover all the jobs require processing by the press machine more than once in their operation sequences with re-entrant work flows. Redefining the job elements, the problem is transformed into a general two machine flow shop problem which has a set of job-element precedence constraints. To solve the problem, an ant colony optimization (ACO) algorithm with the objective of the minimum makespan is developed. We investigate performance of the proposed ACO algorithm through the comparative study. Experiment results show that the proposed algorithm is more effective than existing method for the problem.
引用
收藏
页码:2116 / 2121
页数:6
相关论文
共 50 条
  • [1] Improved ant colony optimization algorithm for job shop scheduling problem
    Zhang, Zhi-Qiang
    Zhang, Jing
    Zhang, Xiang
    Li, Shu-Juan
    [J]. Yingyong Kexue Xuebao/Journal of Applied Sciences, 2010, 28 (02): : 182 - 188
  • [2] Ant colony optimization for job shop scheduling problem
    Ventresca, M
    Ombuki, B
    [J]. PROCEEDINGS OF THE EIGHTH IASTED INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE AND SOFT COMPUTING, 2004, : 28 - 34
  • [3] A Modified Ant Colony Optimization algorithm for the Distributed Job shop Scheduling Problem
    Chaouch, Iman
    Driss, Olfa Belkahla
    Ghedira, Khaled
    [J]. KNOWLEDGE-BASED AND INTELLIGENT INFORMATION & ENGINEERING SYSTEMS, 2017, 112 : 296 - 305
  • [4] 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
  • [5] Ant Colony Optimization Algorithm for Reactive Production Scheduling Problem in the Job Shop System
    Kato, E. R. R.
    Morandin, O., Jr.
    Fonseca, M. A. S.
    [J]. 2009 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN AND CYBERNETICS (SMC 2009), VOLS 1-9, 2009, : 2199 - 2204
  • [6] Ant colony optimization for Cuckoo Search algorithm for permutation flow shop scheduling problem
    Zhang, Yu
    Yu, Yanlin
    Zhang, Shenglan
    Luo, Yingxiong
    Zhang, Lieping
    [J]. SYSTEMS SCIENCE & CONTROL ENGINEERING, 2019, 7 (01): : 20 - 27
  • [7] Modified ant colony algorithm for job shop scheduling problem
    Li Y.
    Wang N.
    Xu K.
    [J]. International Journal of Industrial and Systems Engineering, 2024, 46 (04) : 475 - 508
  • [8] A hybrid ant colony algorithm for Job Shop Scheduling Problem
    Chen, Xuefang
    Zhu, Qiong
    Zhang, Jie
    [J]. PROCEEDING OF THE SEVENTH INTERNATIONAL CONFERENCE ON INFORMATION AND MANAGEMENT SCIENCES, 2008, 7 : 575 - 579
  • [9] Solving Job Shop Scheduling Problem with Ant Colony Optimization
    Turguner, Cansin
    Sahingort, Ozgur Koray
    [J]. 2014 IEEE 15TH INTERNATIONAL SYMPOSIUM ON COMPUTATIONAL INTELLIGENCE AND INFORMATICS (CINTI), 2014, : 385 - 389
  • [10] Multiple colony ant algorithm for job-shop scheduling problem
    Udomsakdigool, A.
    Kachitvichyanukul, V.
    [J]. INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 2008, 46 (15) : 4155 - 4175