A Benders' Decomposition Algorithm for Balancing and Sequencing of the Mixed-Model Multi-Manned Assembly Lines

被引:3
|
作者
Huo, Jiage [1 ,2 ]
Lee, Carman K. M. [1 ,3 ]
机构
[1] Hong Kong Sci Pk, Lab Artificial Intelligence Design, Hong Kong, Peoples R China
[2] Shanghai Univ, SILC Business Sch, Shanghai 200444, Peoples R China
[3] Hong Kong Polytech Univ, Dept Ind & Syst Engn, Hong Kong, Peoples R China
来源
IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS | 2024年 / 54卷 / 04期
关键词
Benders' decomposition; line balancing; mixed-model multi-manned assembly lines; model sequencing; MATHEMATICAL-MODEL; IDLE; CUTS;
D O I
10.1109/TSMC.2023.3335998
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Assembly lines of large-size products usually allow multiple workers to process tasks simultaneously on the same product. Meanwhile, due to the increasing demand of customized products, a diverse product mix with more product models and optional features is necessary. Although line balancing and model sequencing are interwoven, only the balancing problem of the mixed-model multi-manned assembly lines (MMALs) has been explored. In this study, a new mixed-integer linear programming model is proposed for balancing and sequencing of MMALs to minimize the number of workers, the number of stations, and the amount of utility work. An innovative approach based on Benders' decomposition algorithm (BDA) is developed. Valid inequalities based on maximal cliques are generated to deal with the incompatible tasks which cannot be assigned to the same station to tighten and reduce the size of the formulation. An initial solution based on the greedy algorithm feeds the BDA to accelerate the convergence. Only one branch-and-search tree is built for the master problem to speed up the algorithm, and optimality cuts based on the subproblems are used as lazy cuts. The effectiveness of the proposed BDA is demonstrated by numerical results.
引用
收藏
页码:2114 / 2124
页数:11
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