A genetic algorithm for balancing and sequencing of mixed-model two-sided assembly line with unpaced synchronous transfer

被引:2
|
作者
Liao, Shi-Gen [1 ]
Zhang, Yi-Bo [1 ]
Sang, Chun-Yan [1 ]
Liu, Hui [2 ]
机构
[1] Chongqing Univ Posts & Telecommun, Sch Software Engn, Chongqing 400065, Peoples R China
[2] Chongqing Univ Arts & Sci, Sch Intelligent Mfg Engn, Chongqing 402160, Peoples R China
基金
中国国家自然科学基金;
关键词
Unpaced synchronous transfer; Genetic algorithm; Balancing and sequencing; Two-sided; Mixed-model; ANT COLONY OPTIMIZATION; MATHEMATICAL-MODEL;
D O I
10.1016/j.asoc.2023.110638
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Research on the assembly line balancing problem has been continuously incorporated the character-istics of actual production lines without considering the mixed-model two-sided assembly line with unpaced synchronous transfer, which is common in body shops of cars or trucks. This study attempts to model a mixed-model two-sided assembly line balancing and sequencing problem with unpaced synchronous transfer, and designs a genetic algorithm to solve this problem. First, to describe the process whereby model sequence and its execution, station and its number, and the process time caused by task allocation lead to the variable output of an unpaced synchronous line, a model without an observation point restriction is proposed. Based on this, a mathematical model of a balancing and sequencing problem of a mixed-model two-sided assembly line with an unpaced synchronous transfer is established, in which the balancing problem is aimed at Type-II. Then, an improved genetic algorithm adapted to the complexity of the problem is proposed. The algorithm designs a combination and evaluation mechanism to ensure that the solution populations of the balancing and sequencing problems are sufficiently combined and evaluated in each iteration to improve efficiency. The proposed algorithm is illustrated using a small numerical example. Finally, the algorithm is experimentally investigated using a set of test cases and several comparison algorithms. The experimental results show that the combination and evaluation mechanism is suitable for these problems, especially for large-sized cases, and that the proposed algorithm is effective and has better performance than the comparison algorithms.& COPY; 2023 Elsevier B.V. All rights reserved.
引用
收藏
页数:16
相关论文
共 50 条
  • [1] Research on Random Mixed-model Two-sided Assembly Line Balancing Using Genetic Algorithm
    Wang, Lei
    Hou, Kai-hu
    Liao, Wei-zhen
    Jie, Zheng-mei
    Chen, Cheng
    Zhang, Ying-feng
    [J]. PROCEEDINGS OF THE 21ST INTERNATIONAL CONFERENCE ON INDUSTRIAL ENGINEERING AND ENGINEERING MANAGEMENT 2014, 2015, : 35 - 40
  • [2] An Advanced Multi-objective Genetic Algorithm for Mixed-model Two-sided Assembly Line Balancing
    Jie, Zheng-mei
    Hou, Kai-hu
    Zheng, Yu-jie
    Wang, Lei
    Chen, Cheng
    Zhang, Ying-feng
    [J]. PROCEEDINGS OF THE 21ST INTERNATIONAL CONFERENCE ON INDUSTRIAL ENGINEERING AND ENGINEERING MANAGEMENT 2014, 2015, : 287 - 291
  • [3] Balancing of mixed-model two-sided assembly lines
    Ozcan, Ugur
    Toklu, Bilal
    [J]. COMPUTERS & INDUSTRIAL ENGINEERING, 2009, 57 (01) : 217 - 227
  • [4] 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
  • [5] A modified particle swarm optimization algorithm to mixed-model two-sided assembly line balancing
    Yılmaz Delice
    Emel Kızılkaya Aydoğan
    Uğur Özcan
    Mehmet Sıtkı İlkay
    [J]. Journal of Intelligent Manufacturing, 2017, 28 : 23 - 36
  • [6] A modified particle swarm optimization algorithm to mixed-model two-sided assembly line balancing
    Delice, Yilmaz
    Aydogan, Emel Kizilkaya
    Ozcan, Ugur
    Ilkay, Mehmet Sitki
    [J]. JOURNAL OF INTELLIGENT MANUFACTURING, 2017, 28 (01) : 23 - 36
  • [7] A Research of Multi-Constrained Two-sided Mixed-model Assembly Line Balancing Problem Based on Genetic Algorithm
    Luo Yuwei
    Chang Jian'e
    Zhang Feng
    Zhang Shijing
    [J]. 2020 IEEE 7TH INTERNATIONAL CONFERENCE ON INDUSTRIAL ENGINEERING AND APPLICATIONS (ICIEA 2020), 2020, : 377 - 381
  • [8] Balancing Mixed-Model Parallel Two-Sided Assembly Lines
    Zhang, David Z.
    Kucukkoc, Ibrahim
    [J]. PROCEEDINGS OF 2013 INTERNATIONAL CONFERENCE ON INDUSTRIAL ENGINEERING AND SYSTEMS MANAGEMENT (IEEE-IESM 2013), 2013, : 391 - 401
  • [9] MILP models and metaheuristic for balancing and sequencing of mixed-model two-sided assembly lines
    Nilakantan, J. Mukund
    Li, Zixiang
    Tang, Qiuhua
    Nielsen, Peter
    [J]. EUROPEAN JOURNAL OF INDUSTRIAL ENGINEERING, 2017, 11 (03) : 353 - 379
  • [10] A mathematical model and a genetic algorithm for two-sided assembly line balancing
    Kim, Yeo Keun
    Song, Won Seop
    Kim, Jun Hyuk
    [J]. COMPUTERS & OPERATIONS RESEARCH, 2009, 36 (03) : 853 - 865