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Published in: Soft Computing 14/2020

06-12-2019 | Methodologies and Application

A two-stage three-machine assembly scheduling problem with a truncation position-based learning effect

Authors: Ameni Azzouz, Po-An Pan, Peng-Hsiang Hsu, Win-Chin Lin, Shangchia Liu, Lamjed Ben Said, Chin-Chia Wu

Published in: Soft Computing | Issue 14/2020

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Abstract

The two-stage assembly scheduling problem has a lot of applications in industrial and service sectors. Furthermore, truncation-based learning effects have received growing attention in connection with scheduling problems. However, it is relatively unexplored in the two-stage assembly scheduling problem. Therefore, we addressed the two-stage assembly with truncation learning effects with two machines in the first stage and an assembly machine in the second stage. The objective function was to complete all jobs as soon as possible (or to minimize the makespan). Due to the NP-hardness of the considered problem, we proposed several dominance relations and a lower bound for the branch-and-bound method for finding the optimal solution. Moreover, we proposed six versions of hybrids greedy iterative algorithm, where three versions of the local searches algorithm with and without a probability scheme are embedded. They include extraction and backward-shifted reinsertion, pairwise interchange and extraction and forward-shifted reinsertion for searching good-quality solutions. The experimental results of all proposed algorithms are presented on small-size and big-size jobs.

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Metadata
Title
A two-stage three-machine assembly scheduling problem with a truncation position-based learning effect
Authors
Ameni Azzouz
Po-An Pan
Peng-Hsiang Hsu
Win-Chin Lin
Shangchia Liu
Lamjed Ben Said
Chin-Chia Wu
Publication date
06-12-2019
Publisher
Springer Berlin Heidelberg
Published in
Soft Computing / Issue 14/2020
Print ISSN: 1432-7643
Electronic ISSN: 1433-7479
DOI
https://doi.org/10.1007/s00500-019-04561-8

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