Mathematical model and agent based solution approach for the simultaneous balancing and sequencing of mixed-model parallel two-sided assembly lines

被引:57
|
作者
Kucukkoc, Ibrahim [1 ,2 ]
Zhang, David Z. [1 ,3 ]
机构
[1] Univ Exeter, Coll Engn Math & Phys Sci, Exeter EX4 4QF, Devon, England
[2] Balikesir Univ, Fac Engn & Architecture, Dept Ind Engn, TR-10145 Balikesir, Turkey
[3] Chongqing Univ, State Key Lab Mech Transmiss, Chongqing 400044, Peoples R China
关键词
Assembly line balancing; Mixed-model parallel two-sided assembly lines; Simultaneous line balancing and model sequencing; Agent based ant colony optimisation; Production lines; Meta-heuristics; Artificial intelligence; SIMULATED ANNEALING ALGORITHM; GENETIC ALGORITHM; U-LINES; OPTIMIZATION; ENVIRONMENT; ORDER; TIMES;
D O I
10.1016/j.ijpe.2014.08.010
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
One of the key factors of a successfully implemented mixed-model line system is considering model sequencing problem as well as the line balancing problem. In the literature, there are many studies, which consider these two tightly interrelated problems individually. However, we integrate the model sequencing problem in the line balancing procedure to obtain a more efficient solution for the problem of Simultaneous Balancing and Sequencing of Mixed-Model Parallel Two-Sided Assembly Lines. A mathematical model is developed to present the problem and a novel agent based ant colony optimisation approach is proposed as the solution method. Different agents interact with each other to find a near optimal solution for the problem. Each ant selects a random behaviour from a predefined list of heuristics and builds a solution using this behaviour as a local search rule along with the pheromone value. Different cycle times are allowed for different two-sided lines located in parallel to each other and this yields a complex problem where different production cycles need to be considered to build a feasible solution. The performance of the proposed approach is tested through a set of test cases. Experimental results indicate that considering model sequencing problem with the line balancing problem together helps minimise line length and total number of required workstations. Also, it is found that the proposed approach outperforms other three heuristics tested. (C) 2014 Elsevier B.V. All rights reserved.
引用
收藏
页码:314 / 333
页数:20
相关论文
共 50 条
  • [21] An effective hybrid honey bee mating optimization algorithm for balancing mixed-model two-sided assembly lines
    Yuan, Biao
    Zhang, Chaoyong
    Shao, Xinyu
    Jiang, Zhibin
    Computers and Operations Research, 2015, 53 : 32 - 41
  • [22] An effective hybrid honey bee mating optimization algorithm for balancing mixed-model two-sided assembly lines
    Yuan, Biao
    Zhang, Chaoyong
    Shao, Xinyu
    Jiang, Zhibin
    COMPUTERS & OPERATIONS RESEARCH, 2015, 53 : 32 - 41
  • [23] Balancing of robotic mixed-model two-sided assembly line with robot setup times
    Mojtaba Aghajani
    Reza Ghodsi
    Babak Javadi
    The International Journal of Advanced Manufacturing Technology, 2014, 74 : 1005 - 1016
  • [24] A mathematical model and genetic algorithm-based approach for parallel two-sided assembly line balancing problem
    Kucukkoc, Ibrahim
    Zhang, David Z.
    PRODUCTION PLANNING & CONTROL, 2015, 26 (11) : 874 - 894
  • [25] MILP model for integrated balancing and sequencing mixed-model two-sided assembly line with variable launching interval and assignment restrictions
    Azmi, N. I. L. Mohd
    Ahmad, R.
    Zainuddin, Z. M.
    1ST INTERNATIONAL CONFERENCE ON APPLIED & INDUSTRIAL MATHEMATICS AND STATISTICS 2017 (ICOAIMS 2017), 2017, 890
  • [26] Combinatorial Benders decomposition for mixed-model two-sided assembly line balancing problem
    Huang, Dian
    Mao, Zhaofang
    Fang, Kan
    Yuan, Biao
    INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 2022, 60 (08) : 2598 - 2624
  • [27] Balancing and sequencing of mixed-model parallel robotic assembly lines considering energy consumption
    Soysal-Kurt, Halenur
    Isleyen, Selcuk Kursat
    Gokcen, Hadi
    FLEXIBLE SERVICES AND MANUFACTURING JOURNAL, 2024, 37 (1) : 38 - 66
  • [28] 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
    PROCEEDINGS OF THE 21ST INTERNATIONAL CONFERENCE ON INDUSTRIAL ENGINEERING AND ENGINEERING MANAGEMENT 2014, 2015, : 35 - 40
  • [29] A modified particle swarm optimization algorithm to mixed-model two-sided assembly line balancing
    Yılmaz Delice
    Emel Kızılkaya Aydoğan
    Uğur Özcan
    Mehmet Sıtkı İlkay
    Journal of Intelligent Manufacturing, 2017, 28 : 23 - 36
  • [30] A modified particle swarm optimization algorithm to mixed-model two-sided assembly line balancing
    Delice, Yilmaz
    Aydogan, Emel Kizilkaya
    Ozcan, Ugur
    Ilkay, Mehmet Sitki
    JOURNAL OF INTELLIGENT MANUFACTURING, 2017, 28 (01) : 23 - 36