Two meta-heuristic algorithms for the dual-resource constrained flexible job-shop scheduling problem

被引:0
|
作者
Yazdani, M. [1 ]
Zandieh, M. [2 ]
Tavakkoli-Moghaddam, R. [3 ]
Jolai, F. [3 ]
机构
[1] Islamic Azad Univ, Sci & Res Branch, Dept Ind Engn, Tehran, Iran
[2] Shahid Beheshti Univ, Fac Management & Accounting, Dept Ind Management, GC, Tehran, Iran
[3] Univ Tehran, Coll Engn, Sch Ind Engn, Tehran, Iran
关键词
Flexible job-shop scheduling; Dual-resource constrained; Simulated annealing; Vibration damping optimization; Taguchi experimental design; DEPENDENT SETUP TIMES; OPTIMIZATION;
D O I
暂无
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Systems where both machines and workers are treated as constraints are termed Dual-Resource Constrained (DRC) systems. In the last few decades, DRC scheduling has attracted much attention from researchers. This paper addresses the Dual-Resource Constrained Flexible Job-Shop Scheduling Problem (DRCFJSP) to minimize makespan. This problem is NP-hard and mainly includes three sub-problems: (1) assigning each operation to a machine out of a set of compatible machines, (2) determining a worker among a set of skilled workers for operating each operation on the selected machine, and (3) sequencing the operations on the machines considering workers in order to optimize the performance measure. This paper presents two meta-heuristic algorithms, namely Simulated Annealing (SA), and Vibration Damping Optimization (VDO), to solve the DRCFJSP. The proposed algorithms make use of various neighborhood structures to search in the solution space. The Taguchi experimental design method as an optimization technique is employed to tune different parameters and operators of the presented algorithms. Numerical experiments with randomly generated test problems are used to evaluate performance of the developed algorithms. A lower bound is used to obtain the minimum value of makespan for the test problems. The computational study confirms the proper quality of the results of the proposed algorithms. (C) 2015 Sharif University of Technology. All rights reserved.
引用
收藏
页码:1242 / 1257
页数:16
相关论文
共 50 条
  • [1] Robust Fuzzy-Stochastic Programming Model and Meta-Heuristic Algorithms for Dual-Resource Constrained Flexible Job-Shop Scheduling Problem Under Machine Breakdown
    Soofi, Parham
    Yazdani, Mehdi
    Amiri, Maghsoud
    Adibi, Mohammad Amin
    [J]. IEEE ACCESS, 2021, 9 : 155740 - 155762
  • [2] Evolutionary algorithms for multi-objective dual-resource constrained flexible job-shop scheduling problem
    Yazdani, M.
    Zandieh, M.
    Tavakkoli-Moghaddam, R.
    [J]. OPSEARCH, 2019, 56 (03) : 983 - 1006
  • [3] Evolutionary algorithms for multi-objective dual-resource constrained flexible job-shop scheduling problem
    M. Yazdani
    M. Zandieh
    R. Tavakkoli-Moghaddam
    [J]. OPSEARCH, 2019, 56 : 983 - 1006
  • [4] Heuristic optimization for dual-resource constrained job shop scheduling
    Ren Huiyuan
    Jiang Lili
    Xi Xiaoying
    Li Muzhi
    [J]. 2009 INTERNATIONAL ASIA CONFERENCE ON INFORMATICS IN CONTROL, AUTOMATION, AND ROBOTICS, PROCEEDINGS, 2009, : 485 - 488
  • [5] Ageing workforce effects in Dual-Resource Constrained job-shop scheduling
    Berti, Nicola
    Finco, Serena
    Battaia, Olga
    Delorme, Xavier
    [J]. INTERNATIONAL JOURNAL OF PRODUCTION ECONOMICS, 2021, 237
  • [6] OPTIMIZATION ALGORITHM SIMULATION FOR DUAL-RESOURCE CONSTRAINED JOB-SHOP SCHEDULING
    Zhong, Q.
    Yang, H.
    Tang, T.
    [J]. INTERNATIONAL JOURNAL OF SIMULATION MODELLING, 2018, 17 (01) : 147 - 158
  • [7] META-HEURISTIC APPROACH BASED ON GENETIC AND GREEDY ALGORITHMS TO SOLVE FLEXIBLE JOB-SHOP SCHEDULING PROBLEM
    Rezaeipanah, Amin
    Sarhangnia, Fariba
    Abdollahi, Mohammad Javad
    [J]. COMPUTER SCIENCE-AGH, 2021, 22 (04): : 463 - 488
  • [8] Heuristics and a hybrid meta-heuristic for a generalized job-shop scheduling problem
    Ghedjati, Fatima
    [J]. 2010 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC), 2010,
  • [9] A novel threshold accepting meta-heuristic for the job-shop scheduling problem
    Lee, DS
    Vassiliadis, VS
    Park, JM
    [J]. COMPUTERS & OPERATIONS RESEARCH, 2004, 31 (13) : 2199 - 2213
  • [10] Research on Scheduling of Dual-Resource Constrained Job Shop
    Liu Xiaoxia
    Cai Gangyi
    Cui Jingwei
    [J]. PROCEEDINGS OF THE 4TH INTERNATIONAL CONFERENCE ON PRODUCT INNOVATION MANAGEMENT, VOLS I AND II, 2009, : 1742 - 1748