Multi-objective metaheuristics for solving a type II robotic mixed-model assembly line balancing problem

被引:50
|
作者
Rabbani, Masoud [1 ]
Mousavi, Zahra [1 ]
Farrokhi-Asl, Hamed [2 ]
机构
[1] Univ Tehran, Coll Engn, Sch Ind Engn, Tehran, Iran
[2] Iran Univ Sci & Technol, Sch Ind Engn, Tehran, Iran
关键词
Robotic mixed-model assembly line balancing; mixed-integer linear programming; U-shaped assembly line; multiobjective optimization;
D O I
10.1080/21681015.2015.1126656
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Nowadays, robots are used extensively in robotic assembly line balancing system because of the capabilities of the robots. Robotic assembly lines are used to manufacture high volume product in customization and specialization production. In this paper, type II robotic mixedmodel assembly line balancing is considered. The goals are to minimize robot purchasing costs, robot setup costs, sequence dependent setup costs, and cycle time. The proposed model tries to determine an optimal or near-optimal configuration of tasks, workstations in U-shaped assembly line balancing. In this model, two types of tasks including the special task for one product model and the common task for several products models exist. The problem with the aforementioned conditions is NP-hard problem. So, we used two different multi-objective evolutionary algorithms (MOEAs) to solve the problem. First algorithm is non-dominated sorting genetic algorithm (NSGA-II) and the second one is multi-objective particle swarm optimization (MOPSO). Also, we used GAMS software to solve the problem in small size problem to validate our proposed model. Then, some numerical examples are presented and the experimental results and the performance of the algorithms are compared with each other.
引用
收藏
页码:472 / 484
页数:13
相关论文
共 50 条
  • [1] Modeling and solving multi-objective mixed-model assembly line balancing and worker assignment problem
    Ramezanian, Reza
    Ezzatpanah, Abdullah
    COMPUTERS & INDUSTRIAL ENGINEERING, 2015, 87 : 74 - 80
  • [2] Analysis of the type II robotic mixed-model assembly line balancing problem
    Cil, Zeynel Abidin
    Mete, Suleyman
    Agpak, Kursad
    ENGINEERING OPTIMIZATION, 2017, 49 (06) : 990 - 1009
  • [3] Balancing problem of multi-objective mixed-model assembly line based on IWD algorithm
    Li M.
    Zhang Y.
    Zhou H.
    Jisuanji Jicheng Zhizao Xitong/Computer Integrated Manufacturing Systems, CIMS, 2016, 22 (04): : 965 - 973
  • [4] Type II robotic assembly line balancing problem: An evolution strategies algorithm for a multi-objective model
    Yoosefelahi, A.
    Aminnayeri, M.
    Mosadegh, H.
    Ardakani, H. Davari
    JOURNAL OF MANUFACTURING SYSTEMS, 2012, 31 (02) : 139 - 151
  • [5] 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
    ENGINEERING OPTIMIZATION, 2018, 50 (05) : 877 - 893
  • [6] Multi-objective optimization for mixed-model assembly line balancing problem based on improved genetic algorithm
    Han, Yudong
    Dong, Shuangfei
    Tan, Baichuan
    Jisuanji Jicheng Zhizao Xitong/Computer Integrated Manufacturing Systems, CIMS, 2015, 21 (06): : 1476 - 1485
  • [7] Solving a multi-objective mixed-model assembly line sequencing problem by a fuzzy goal programming approach
    Javadi, Babak
    Rahimi-Vahed, Alireza
    Rabbani, Masoud
    Dangchi, Mostafa
    INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2008, 39 (9-10): : 975 - 982
  • [8] Solving a multi-objective mixed-model assembly line sequencing problem by a fuzzy goal programming approach
    Javadi, Babak
    Rahimi-Vahed, Alireza
    Rabbani, Masoud
    Dangchi, Mostafa
    International Journal of Advanced Manufacturing Technology, 2008, 39 (9-10): : 975 - 982
  • [9] Solving a multi-objective mixed-model assembly line sequencing problem by a fuzzy goal programming approach
    Babak Javadi
    Alireza Rahimi-Vahed
    Masoud Rabbani
    Mostafa Dangchi
    The International Journal of Advanced Manufacturing Technology, 2008, 39 : 975 - 982
  • [10] Research on Mixed-Model Assembly Line Balancing Problem of Type II with Uncertainty
    Liao, Wei-zhen
    Hou, Kai-hu
    Zhong, Jin-yuan
    Zheng, Yu-jie
    MATERIALS PROCESSING AND MANUFACTURING III, PTS 1-4, 2013, 753-755 : 1948 - 1951