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Two-sided disassembly line balancing problem with sequence-dependent setup time: A constraint programming model and artificial bee colony algorithm

delete2022-10-01
delete19
PRE
AI
Z
Zeynel Abidin Çil *
D
Damla Kızılay
Z
Zixiang Li
H
Hande Öztop
DOI:10.1016/j.eswa.2022.117529delete
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摘要

摘要

En 中文
The large-size products can allow workers to perform tasks on both sides of the line. Hence, a two-sided disassembly line is preferred to ensure several advantages, such as a shorter line. The two-sided disassembly line balancing problem (TDLBP) is relatively new in the literature. This study considers the two-sided disas-sembly line balancing problem with sequence-dependent setup time (TDLBP-SDST) to reflect the real practice better, as sequence-dependent setup times may exist between tasks in many real-life applications. To the authors' best knowledge, sequence-dependent setup time has not been considered for the TDLBP in the current literature. The proposed problem creates a more complicated problem. Therefore, proposing effective solution techniques is more critical for obtaining better results. This study proposes two new mixed-integer linear programming models and a novel constraint programming (CP) model to define and solve the TDLBP-SDST. A genetic algorithm, an artificial bee colony algorithm, and the improved versions of these two algorithms are also developed to solve the large-size problems due to the NP-hardness of the TDLBP-SDST. Furthermore, a novel CP model is proposed for the standard TDLBP without considering sequence-dependent setup times. Initially, we compare the performance of the proposed CP model to those of the previous state-of-the-art methods in the literature for the TDLBP without sequence-dependent setup time. The computational results show that the proposed CP model out-performs all the other solution methods and reports the best-known results for all existing benchmark instances for the TDLBP. Then, we present the computational results of the proposed models and algorithms for the TDLBP-SDST. Computational study on a comprehensive set of generated instances indicates that the proposed solution methods effectively solve the TDLBP-SDST.
Keyword:
Two-sided disassembly line
Line balancing
Sequence -dependent setup time
Constraint programming
Metaheuristic algorithms
Mixed -integer linear programming

期刊

Expert Systems with Applications 封面图
Expert Systems with Applications
IF:
7.5
论文数:
3.0W
被引数:
10.2W

机构

I
Izmir Democracy University
学者数:
247
论文数: 235
被引数: 0
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