Flow shop scheduling with no-wait flexible lot streaming using an adaptive genetic algorithm

被引:22
|
作者
Kim, Kwanwoo [1 ]
Jeong, In-Jae [1 ]
机构
[1] Hanyang Univ, Dept Ind Engn, Seoul 133791, South Korea
关键词
No-wait flexible lot streaming scheduling; Genetic algorithm; Flow shop scheduling; Machine scheduling; Flexible manufacturing system; MULTISTAGE PRODUCTION SYSTEMS; ATTACHED SETUPS; IN-PROCESS; FLOWSHOPS;
D O I
10.1007/s00170-007-1236-0
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 this paper, we propose a flow shop scheduling problem with no-wait flexible lot streaming. The problem involves the splitting of order quantities of different products into sublots and considers alternative machines with different processing times. Sublots of a particular product are not allowed to intermingle; that is, sublots of different products must be non-preemptive. The objective of the problem is the minimization of the makespan. An adaptive genetic algorithm (GA) is proposed, which is composed of three main steps. The first step is a position-based crossover of products and local-search-based mutation for better offspring. The second step is an iterative hill-climbing algorithm to improve the current generation. The last step is the adaptive regulation of the crossover and mutation rates. Experimental results are presented for various sizes of problems to describe the performance of the proposed algorithm and they show promising outcome compared to traditional GAs.
引用
收藏
页码:1181 / 1190
页数:10
相关论文
共 50 条
  • [21] A genetic algorithm for two-stage no-wait hybrid flow shop scheduling problem
    Wang, Shijin
    Liu, Ming
    COMPUTERS & OPERATIONS RESEARCH, 2013, 40 (04) : 1064 - 1075
  • [22] Study on No-Wait Flexible Flow Shop Scheduling with Multi-objective
    Tao, Ze
    Liu, Xiaoxia
    INTELLIGENT ROBOTICS AND APPLICATIONS, ICIRA 2019, PART VI, 2019, 11745 : 457 - 468
  • [23] Hybrid PSO-NEH algorithm for solving no-wait flexible flow shop scheduling problem
    Zhang, Qi-Liang
    Chen, Yong-Sheng
    Zhang, Q.-L., 1600, Systems Engineering Society of China (34): : 802 - 809
  • [24] LOT-SIZING IN A NO-WAIT FLOW-SHOP
    EMMONS, H
    MATHUR, K
    OPERATIONS RESEARCH LETTERS, 1995, 17 (04) : 159 - 164
  • [25] No-wait two stage hybrid flow shop scheduling with genetic and adaptive imperialist competitive algorithms
    Moradinasab, Nazanin
    Shafaei, Rasoul
    Rabiee, Meysam
    Ramezani, Pezhman
    JOURNAL OF EXPERIMENTAL & THEORETICAL ARTIFICIAL INTELLIGENCE, 2013, 25 (02) : 207 - 225
  • [26] A composite heuristic for the no-wait flow shop scheduling
    Gao Kaizhou
    Suganthan, P. N.
    Bao Zhenqiang
    2012 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC), 2012,
  • [27] No-wait Flow Shop Scheduling based on Discrete Harmony Search Algorithm
    Sun Qiang-qiang
    Dong Bin
    APPLIED SCIENCE, MATERIALS SCIENCE AND INFORMATION TECHNOLOGIES IN INDUSTRY, 2014, 513-517 : 1523 - +
  • [28] A Quantum-PSO Algorithm for No-Wait Flow shop Scheduling Problem
    Chang, Junlin
    An, Fengshuan
    Su, Pizhao
    2010 CHINESE CONTROL AND DECISION CONFERENCE, VOLS 1-5, 2010, : 179 - +
  • [29] A discrete whale optimization algorithm for the no-wait flow shop scheduling problem
    Zhang, Sujun
    Gu, Xingsheng
    MEASUREMENT & CONTROL, 2023, 56 (9-10): : 1764 - 1779
  • [30] A Novel Evolutionary Algorithm for Scheduling Distributed No-Wait Flow Shop Problems
    Pan, Yuxia
    Gao, Kaizhou
    Li, Zhiwu
    Wu, Naiqi
    IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2024, 54 (06): : 3694 - 3704