Scheduling batch processing machine problem with non-identical job sizes via artificial immune system

被引:4
|
作者
Chung, Tsui-Ping [1 ]
Sun, Heng [1 ]
机构
[1] Jilin Univ, Dept Ind Engn, Changchun, Jilin, Peoples R China
关键词
Batch processing machine; release time; artificial immune system; makespan;
D O I
10.1080/21681015.2017.1407830
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
This paper considers a single batch processing machine problem, in this problem, jobs with release time and size will be assigned into some batches and processed aiming to minimize makespan. Given that this problem is NP-hard, an immunoglobulin-based artificial immune system (IAIS) algorithm is used to solve the problem. The proposed IAIS algorithm has two meaningful features. First, the searching area is limited in the somatic recombination process in order to decrease the computational time. Second, several local search methods are mixed for use in each run to change neighbor and escape from local optimum. Comparisons with an algorithm for the problem are shown to verify proposed IAIS. Comparisons results have shown that the proposed IAIS algorithm has a better performance than the existing algorithm.
引用
收藏
页码:129 / 134
页数:6
相关论文
共 50 条
  • [1] Scheduling a batch processing machine with non-identical job sizes
    Azizoglu, M
    Webster, S
    INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 2000, 38 (10) : 2173 - 2184
  • [2] Scheduling a batch processing machine with non-identical job sizes: a clustering perspective
    Chen, Huaping
    Du, Bing
    Huang, George Q.
    INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 2011, 49 (19) : 5755 - 5778
  • [3] Fuzzy Scheduling for Single Batch-processing Machine with Non-identical Job Sizes
    Cheng, Ba-yi
    Chen, Hua-ping
    Wang, Shuan-shi
    2008 IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS, VOLS 1-5, 2008, : 27 - 30
  • [4] A tabu search heuristic to solve the scheduling problem for a batch-processing machine with non-identical job sizes
    Meng, Ying
    Tang, Lixin
    PROCEEDINGS OF 2010 INTERNATIONAL CONFERENCE ON LOGISTICS SYSTEMS AND INTELLIGENT MANAGEMENT, VOLS 1-3, 2010, : 1703 - 1707
  • [5] Minimising makespan heuristics for scheduling a single batch machine processing machine with non-identical job sizes
    Lee, Yoon Ho
    Lee, Young Hoon
    INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 2013, 51 (12) : 3488 - 3500
  • [6] Earliness-tardiness minimization on scheduling a batch processing machine with non-identical job sizes
    Li, Zhongya
    Chen, Huaping
    Xu, Rui
    Li, Xueping
    COMPUTERS & INDUSTRIAL ENGINEERING, 2015, 87 : 590 - 599
  • [7] Scheduling a single batch processing machine with non-identical two-dimensional job sizes
    Zhou, Shengchao
    Jin, Mingzhou
    Liu, Chuang
    Zheng, Xu
    Chen, Huaping
    EXPERT SYSTEMS WITH APPLICATIONS, 2022, 201
  • [8] Scheduling unrelated parallel batch processing machines with non-identical job sizes
    Li, XiaoLin
    Huang, YanLi
    Tan, Qi
    Chen, HuaPing
    COMPUTERS & OPERATIONS RESEARCH, 2013, 40 (12) : 2983 - 2990
  • [9] A constraint programming approach for a batch processing problem with non-identical job sizes
    Malapert, Arnaud
    Gueret, Christelle
    Rousseau, Louis-Martin
    EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2012, 221 (03) : 533 - 545
  • [10] Improved MILP formulation equipped with valid inequalities for scheduling a batch processing machine with non-identical job sizes
    Kashan, Ali Husseinzadeh
    Ozturk, Onur
    OMEGA-INTERNATIONAL JOURNAL OF MANAGEMENT SCIENCE, 2022, 112