An effective iterated greedy algorithm for scheduling unrelated parallel batch machines with non-identical capacities and unequal ready times

被引:62
|
作者
Arroyo, Jose Elias C. [1 ]
Leung, Joseph Y. -T. [2 ,3 ]
机构
[1] Univ Fed Vicosa, Dept Comp Sci, BR-36570900 Vicosa, MG, Brazil
[2] Hefei Univ Technol, Sch Management, Hefei 230009, Anhui, Peoples R China
[3] New Jersey Inst Technol, Dept Comp Sci, Newark, NJ 07102 USA
关键词
Scheduling; Unrelated parallel batch machines; Makespan; Iterated greedy; Meta-heuristics; INCOMPATIBLE JOB FAMILIES; TOTAL WEIGHTED TARDINESS; PROCESSING MACHINES; MINIMIZE MAKESPAN; GENETIC ALGORITHM; SIZES; HEURISTICS; OPTIMIZATION;
D O I
10.1016/j.cie.2016.12.038
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
This study addresses the problem of scheduling a set of n jobs with arbitrary job sizes and non-zero ready times on a set of m unrelated parallel batch machines with different capacities so as to minimize the makespan. Unrelated parallel machines is the most general case of parallel machine environments where each machine processes each job at a different speed. In the studied problem, each machine can process several jobs simultaneously as a batch as long as the machine capacity is not exceeded. The batch processing time and the batch ready time are respectively equal to the largest processing time and the largest ready time among all the jobs in the batch. In this paper, we first provide a lower bound for the problem and a mixed integer programming (MIP) model. To solve the problem, a meta-heuristic based on the iterated greedy (IG) algorithm is proposed. IG is a simple meta-heuristic which generates a sequence of solutions by iterating over a greedy constructive heuristic using destruction and construction operations. In the recent literature this meta-heuristic has been employed to solve a considerable number of combinatorial optimization problems. This is because IG is easy to implement and it often exhibits an excellent performance. The effectiveness of the proposed IG algorithm is evaluated and compared by computational experiments on a large benchmark of randomly generated instances. The obtained results indicate that the proposed algorithm has a superior performance compared to some meta-heuristic algorithms proposed for similar problems. (C) 2017 Elsevier Ltd. All rights reserved.
引用
收藏
页码:84 / 100
页数:17
相关论文
共 50 条
  • [41] An Implementation of a Genetic Algorithm Approach in Non-Identical Parallel Machines
    Alcan, Pelin
    Ozdemir, Yavuz
    Cinar, Berk
    Basligil, Huseyin
    JOURNAL OF MULTIPLE-VALUED LOGIC AND SOFT COMPUTING, 2013, 21 (3-4) : 373 - 389
  • [42] A Hybrid Differential Evolution Algorithm for Scheduling Parallel Batch Processing Machine with Unequal Job Ready Times
    Jafari, Azizollah
    Hassani, Somayeh
    Chiniforooshan, Payam
    WORLD CONGRESS ON ENGINEERING AND COMPUTER SCIENCE, WCECS 2012, VOL II, 2012, : 1421 - 1426
  • [43] Scheduling job families on non-identical parallel machines with time constraints
    Obeid, Ali
    Dauzere-Peres, Stephane
    Yugma, Claude
    ANNALS OF OPERATIONS RESEARCH, 2014, 213 (01) : 221 - 234
  • [44] SCHEDULING JOB FAMILIES ON NON-IDENTICAL PARALLEL MACHINES WITH TIME CONSTRAINTS
    Obeid, Ali
    Dauzere-Peres, Stephane
    Yugma, Claude
    PROCEEDINGS OF THE 2011 WINTER SIMULATION CONFERENCE (WSC), 2011, : 1994 - 2005
  • [45] Scheduling job families on non-identical parallel machines with time constraints
    Ali Obeid
    Stéphane Dauzère-Pérès
    Claude Yugma
    Annals of Operations Research, 2014, 213 : 221 - 234
  • [46] Non-identical parallel machine scheduling using genetic algorithm
    Balin, Savas
    EXPERT SYSTEMS WITH APPLICATIONS, 2011, 38 (06) : 6814 - 6821
  • [47] Non-identical parallel machine scheduling with fuzzy processing times using genetic algorithm and simulation
    Balin, Savas
    INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2012, 61 (9-12): : 1115 - 1127
  • [48] Non-identical parallel machine scheduling with fuzzy processing times using genetic algorithm and simulation
    Savaş Balin
    The International Journal of Advanced Manufacturing Technology, 2012, 61 : 1115 - 1127
  • [49] Dynamic scheduling of batch-processing machines with non-identical product sizes
    Van Der Zee, D. J.
    INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 2007, 45 (10) : 2327 - 2349
  • [50] Lagrangian approach to minimize makespan of non-identical parallel batch processing machines
    Suhaimi, Nurul
    Nguyen, Christine
    Damodaran, Purushothaman
    COMPUTERS & INDUSTRIAL ENGINEERING, 2016, 101 : 295 - 302