An improved genetic algorithm for robust permutation flowshop scheduling

被引:20
作者
Liu, Qiong [1 ]
Ullah, Saif [1 ]
Zhang, Chaoyong [1 ]
机构
[1] Huazhong Univ Sci & Technol, State Key Lab Digital Mfg Equipment & Technol, Wuhan 430074, Hubei, Peoples R China
基金
中国国家自然科学基金;
关键词
Permutation flowshop; Robust scheduling; Genetic algorithm; SINGLE-MACHINE; UNCERTAINTY; HEURISTICS; SHOP;
D O I
10.1007/s00170-010-3149-6
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In order to deal with uncertainties, a robust schedule for M-machine permutation flowshop is proposed. The presented robust schedule is aimed to maximize the probability of ensuring that makespan will not exceed the expected completion time. An improved genetic algorithm (GA) with a new generation scheme is developed, which can preserve good characteristics of parents in the new generation. Experiments are performed to get robust schedules for well-known Car and Rec permutation flowshop problems, taken from OR library. The schedules obtained from the improved GA are compared with the schedules formed by well-known heuristic in literature. Computational results show that the permutation flowshop schedules obtained from improved GA are robust to produce an affirmative percentage increase in the probability of getting makespan less than expected completion time.
引用
收藏
页码:345 / 354
页数:10
相关论文
共 35 条
  • [1] Allen E., 2007, MODELING ITO STOCHAS, V22
  • [2] [Anonymous], 2008, INTRO GENETIC ALGORI
  • [3] Executing production schedules in the face of uncertainties: A review and some future directions
    Aytug, H
    Lawley, MA
    McKay, K
    Mohan, S
    Uzsoy, R
    [J]. EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2005, 161 (01) : 86 - 110
  • [4] CARLIER J, 1978, RAIRO-RECH OPER, V12, P333
  • [5] AN APPLICATION OF GENETIC ALGORITHMS FOR FLOW-SHOP PROBLEMS
    CHEN, CL
    VEMPATI, VS
    ALJABER, N
    [J]. EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 1995, 80 (02) : 389 - 396
  • [6] ROBUST SCHEDULING TO HEDGE AGAINST PROCESSING TIME UNCERTAINTY IN SINGLE-STAGE PRODUCTION
    DANIELS, RL
    KOUVELIS, P
    [J]. MANAGEMENT SCIENCE, 1995, 41 (02) : 363 - 376
  • [7] Daniels RL, 1997, IIE TRANS, V29, P977
  • [8] A genetic algorithm for flow shop scheduling problems
    Etiler, O
    Toklu, B
    Atak, M
    Wilson, J
    [J]. JOURNAL OF THE OPERATIONAL RESEARCH SOCIETY, 2004, 55 (08) : 830 - 835
  • [9] FEIZA G, 2010, COMPUT IND ENG, V58, P193
  • [10] Robustness and stability measures for scheduling: single-machine environment
    Goren, Selcuk
    Sabuncuoglu, Ihsan
    [J]. IIE TRANSACTIONS, 2008, 40 (01) : 66 - 83