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Two-Stage Assembly Scheduling with Batch Setup Times, Time-Dependent Deterioration, and Preventive Maintenance Activities Using Meta-Heuristic Algorithms
Joint Authors
Jung, Sunwoong
Woo, Young-Bin
Koh, Shiegheun
Kim, Byung Soo
Source
Mathematical Problems in Engineering
Issue
Vol. 2018, Issue 2018 (31 Dec. 2018), pp.1-17, 17 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2018-12-24
Country of Publication
Egypt
No. of Pages
17
Main Subjects
Abstract EN
This article considers a two-stage assembly scheduling problem (TSASP) with batch setup times, time-dependent deterioration, and preventive maintenance activities (PMAs).
The objective of this problem is to simultaneously determine the optimal component-manufacturing sequence (CMS), product-assembly sequence (PAS), number of setups, and number and position of PMAs (PPMA).
First, to determine the optimal solution, a novel mixed integer linear programming model (MILP) for the proposed problem is derived.
Then, a standard genetic algorithm (SGA), hybrid genetic algorithm (HGA), standard harmony search (SHS), hybrid harmony search (HHS), and harmony-search-based evolutionary algorithm (HSEA) were proposed owing to the intractability of the optimal solution for large-scale problems.
SGA and SHS provide a chromosome to represent a complete solution including three decisions (CMS, PAS, and PPMA).
HGA, HHS, and HSEA provide a chromosome to represent a partial solution including PAS.
CMS and PPMA are found by an effective local search heuristic based on the partial solution.
A computational experiment is then conducted to evaluate the impacts of the factors on the performance of the proposed algorithms.
American Psychological Association (APA)
Jung, Sunwoong& Woo, Young-Bin& Koh, Shiegheun& Kim, Byung Soo. 2018. Two-Stage Assembly Scheduling with Batch Setup Times, Time-Dependent Deterioration, and Preventive Maintenance Activities Using Meta-Heuristic Algorithms. Mathematical Problems in Engineering،Vol. 2018, no. 2018, pp.1-17.
https://search.emarefa.net/detail/BIM-1208663
Modern Language Association (MLA)
Jung, Sunwoong…[et al.]. Two-Stage Assembly Scheduling with Batch Setup Times, Time-Dependent Deterioration, and Preventive Maintenance Activities Using Meta-Heuristic Algorithms. Mathematical Problems in Engineering No. 2018 (2018), pp.1-17.
https://search.emarefa.net/detail/BIM-1208663
American Medical Association (AMA)
Jung, Sunwoong& Woo, Young-Bin& Koh, Shiegheun& Kim, Byung Soo. Two-Stage Assembly Scheduling with Batch Setup Times, Time-Dependent Deterioration, and Preventive Maintenance Activities Using Meta-Heuristic Algorithms. Mathematical Problems in Engineering. 2018. Vol. 2018, no. 2018, pp.1-17.
https://search.emarefa.net/detail/BIM-1208663
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1208663