A Memetic Algorithm for Solving Flexible Job-shop Scheduling Problems

被引:0
|
作者
Ma, Wenping [1 ]
Zuo, Yi [1 ]
Zeng, Jiulin [1 ]
Liang, Shuang [1 ]
Jiao, Licheng [1 ]
机构
[1] Xidian Univ, Key Lab Intelligent Percept & Image Understanding, Minist Educ china, Xian 710071, Peoples R China
关键词
flexible job-shop scheduling; memetic algorithm; tabu search; simulated annealing; SEARCH;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The flexible Job-shop Scheduling Problem (FJSP) is an extension of the classical job-shop scheduling problem (JSP). In this paper, a memetic algorithm (MA) for the FJSP is presented. This MA is a hybrid genetic algorithm which explores the search space and two efficient local searchers to exploit information in the search region. An extensive computational study on 49 benchmark problems shows that the algorithm is effective and robust, with respect to other well-known effective algorithms.
引用
收藏
页码:66 / 73
页数:8
相关论文
共 50 条
  • [1] Memetic algorithms for solving job-shop scheduling problems
    Hasan S.M.K.
    Sarker R.
    Essam D.
    Cornforth D.
    [J]. Memetic Computing, 2009, 1 (1) : 69 - 83
  • [2] Solving the Flexible Job Shop Scheduling Problem Based on Memetic Algorithm
    Zhang, Guohui
    [J]. ADVANCES IN PRODUCT DEVELOPMENT AND RELIABILITY III, 2012, 544 : 1 - 5
  • [3] Solving flexible job shop scheduling using an effective memetic algorithm
    Yi, Wenchao
    Li, Xinyu
    Pan, Baolin
    [J]. INTERNATIONAL JOURNAL OF COMPUTER APPLICATIONS IN TECHNOLOGY, 2016, 53 (02) : 157 - 163
  • [4] A Genetics Algorithm for Solving Job-Shop Scheduling Problems in FMS
    Li, Shoutao
    Jiang, Wei
    Tian, Wei
    [J]. 2015 27TH CHINESE CONTROL AND DECISION CONFERENCE (CCDC), 2015, : 1634 - 1639
  • [5] A memetic algorithm based on a NSGAII scheme for the flexible job-shop scheduling problem
    Frutos, Mariano
    Carolina Olivera, Ana
    Tohme, Fernando
    [J]. ANNALS OF OPERATIONS RESEARCH, 2010, 181 (01) : 745 - 765
  • [6] A memetic algorithm based on a NSGAII scheme for the flexible job-shop scheduling problem
    Mariano Frutos
    Ana Carolina Olivera
    Fernando Tohmé
    [J]. Annals of Operations Research, 2010, 181 : 745 - 765
  • [7] An improved genetic algorithm for flexible job-shop scheduling problems
    Kang, Yan
    Wang, Zhongmin
    Lin, Ying
    Zhang, Yifan
    [J]. ADVANCES IN APPLIED SCIENCE AND INDUSTRIAL TECHNOLOGY, PTS 1 AND 2, 2013, 798-799 : 345 - 348
  • [8] A Memetic Algorithm based on Immune Multi-objective Optimization for Flexible Job-shop Scheduling Problems
    Ma, Jingjing
    Lei, Yu
    Wang, Zhao
    Jiao, Licheng
    Liu, Ruochen
    [J]. 2014 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC), 2014, : 58 - 65
  • [9] Modified Genetic Algorithm for Flexible Job-Shop Scheduling Problems
    Teekeng, Wannaporn
    Thammano, Arit
    [J]. COMPLEX ADAPTIVE SYSTEMS 2012, 2012, 12 : 122 - 128
  • [10] A new genetic algorithm for flexible job-shop scheduling problems
    Imen Driss
    Kinza Nadia Mouss
    Assia Laggoun
    [J]. Journal of Mechanical Science and Technology, 2015, 29 : 1273 - 1281