Simultaneous solving of balancing and sequencing problems in mixed-model assembly line systems

被引:14
|
作者
Mosadegh, H. [2 ]
Ghomi, S. M. T. Fatemi [2 ]
Zandieh, M. [1 ]
机构
[1] Shahid Beheshti Univ, Dept Ind Management, Management & Accounting Fac, Gc Tehran, Iran
[2] Amirkabir Univ Technol, Dept Ind Engn, Tehran, Iran
关键词
mixed-model assembly line; sequencing; balancing; mixed-integer linear programming; evolution strategies; Taguchi design; GENETIC ALGORITHM; EVOLUTIONARY ALGORITHMS; CLASSIFICATION; MINIMIZE; SEARCH; DESIGN;
D O I
10.1080/00207543.2011.625559
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Recently, the mixed-model assembly line (MMAL) has been widely studied by many researchers. In fact, there are two basic problems, namely balancing and sequencing problems, which have been investigated in a lot of studies separately, but few researchers have solved both problems simultaneously. Regarding this, the best results in minimising total utility work have been gained by developing a co-evolutionary genetic algorithm (Co-GA) so far. This paper provides a mixed-integer linear programming (MILP) model to jointly solve the problems. Because of NP-hardness, an evolution strategies (ES) algorithm is presented and evaluated by the same test problems in the literature. Two main hypotheses, namely simultaneous search and feasible search, are tested in the proposed algorithm to improve the quality of solutions. To calibrate the algorithm, a Taguchi design of experiments is employed. The proposed ES is compared with the modified version of Co-GA and the MILP model results. According to numerical experiments and statistical proving, the proposed ES outperformed the modified Co-GA from two points of view: the objective function and the computational time. Additionally, the meta-heuristic algorithms are examined in terms of other well-known criteria in MMAL. Finally, the contribution of each hypothesis in accounting for this superiority is analysed.
引用
收藏
页码:4994 / 5016
页数:23
相关论文
共 50 条
  • [1] Simultaneous solving of balancing and sequencing problems with station-dependent assembly times for mixed-model assembly lines
    Mosadegh, H.
    Zandieh, M.
    Ghomi, S. M. T. Fatemi
    [J]. APPLIED SOFT COMPUTING, 2012, 12 (04) : 1359 - 1370
  • [2] Mathematical model and metaheuristics for simultaneous balancing and sequencing of a robotic mixed-model assembly line
    Li, Zixiang
    Janardhanan, Mukund Nilakantan
    Tang, Qiuhua
    Nielsen, Peter
    [J]. ENGINEERING OPTIMIZATION, 2018, 50 (05) : 877 - 893
  • [3] MIXED-MODEL ASSEMBLY LINE SEQUENCING PROBLEMS
    DAREL, EM
    [J]. OMEGA-INTERNATIONAL JOURNAL OF MANAGEMENT SCIENCE, 1978, 6 (04): : 313 - 323
  • [4] An integrated approach to mixed-model assembly line balancing and sequencing
    Uddin, Mohammad Kamal
    Cavia Soto, Marian
    Martinez Lastra, Jose L.
    [J]. ASSEMBLY AUTOMATION, 2010, 30 (02) : 164 - 172
  • [5] Assembly line balancing in a mixed-model sequencing environment with synchronous transfers
    Karabati, S
    Sayin, S
    [J]. EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2003, 149 (02) : 417 - 429
  • [6] Simultaneous perspective-based mixed-model assembly line balancing problem
    Chang, Horng-Jinh
    Chang, Tung-Meng
    [J]. Tamkang Journal of Science and Engineering, 2010, 13 (03): : 327 - 336
  • [7] Balancing and sequencing of parallel mixed-model assembly lines
    Ozcan, Ugur
    Cercioglu, Hakan
    Gokcen, Hadi
    Toklu, Bilal
    [J]. INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 2010, 48 (17) : 5089 - 5113
  • [8] Balancing and sequencing manual mixed-model assembly lines
    Merengo, C
    Nava, F
    Pozzetti, A
    [J]. INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 1999, 37 (12) : 2835 - 2860
  • [9] Simultaneous balancing and sequencing of mixed-model parallel two-sided assembly lines
    Kucukkoc, Ibrahim
    Zhang, David Z.
    [J]. INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 2014, 52 (12) : 3665 - 3687
  • [10] Sequencing mixed-model assembly lines to level parts usage with consideration of line balancing
    Song, HM
    [J]. PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON MECHANICAL ENGINEERING AND MECHANICS 2005, VOLS 1 AND 2, 2005, : 1655 - 1659