Optimization of Assembly Line Balancing with Resource Constraint using NSGA-II: A Case Study

Assembly line balancing type-e problem with resource constraint (ALBE-RC) is an attempt to assign the tasks to a minimal number of workstation with minimum cycle time by considering the resource constraint. Due to rapid growth in manufacturing and limited number of resources in industry, all the tas...

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Main Authors:	Masitah, Jusop, M. F. F., Ab Rashid
Format:	Article
Language:	English English English
Published:	Research India Publications 2016
Subjects:	TJ Mechanical engineering and machinery
Online Access:	http://umpir.ump.edu.my/id/eprint/8243/ http://umpir.ump.edu.my/id/eprint/8243/ http://umpir.ump.edu.my/id/eprint/8243/ http://umpir.ump.edu.my/id/eprint/8243/1/Optimization%20of%20Assembly%20Line%20Balancing%20with%20Resource%20Constraint%20using%20NSGA-II-%20A%20Case%20Study.pdf http://umpir.ump.edu.my/id/eprint/8243/7/c-f158.pdf http://umpir.ump.edu.my/id/eprint/8243/13/fist-2017-mashitah-%20Optimization%20of%20Assembly%20Line%20Balancing%20with%20Resource.pdf

id	ump-8243
recordtype	eprints
spelling	ump-82432017-05-02T03:23:54Z http://umpir.ump.edu.my/id/eprint/8243/ Optimization of Assembly Line Balancing with Resource Constraint using NSGA-II: A Case Study Masitah, Jusop M. F. F., Ab Rashid TJ Mechanical engineering and machinery Assembly line balancing type-e problem with resource constraint (ALBE-RC) is an attempt to assign the tasks to a minimal number of workstation with minimum cycle time by considering the resource constraint. Due to rapid growth in manufacturing and limited number of resources in industry, all the tasks that used the same resources will be performed in the same workstation such that the precedence relations are not violated. In this work, an implementation of an elitist non-dominated sorting genetic algorithm (NSGA-II) is proposed to optimise ALBE-RC case study. An industrial case study was conducted in an electronic company and a product known as HM72A-10 series model has been selected for the case study. The results from the optimization shows that the number of workstations are extensively decreased as well as the number of resources used. The improvement of line efficiency, busy and idle time also indicates that the optimization results are better that the existing one. The validation from industrial expert provides evidence that the proposed method is applicable and can be implemented for line balancing. Research India Publications 2016 Article PeerReviewed application/pdf en http://umpir.ump.edu.my/id/eprint/8243/1/Optimization%20of%20Assembly%20Line%20Balancing%20with%20Resource%20Constraint%20using%20NSGA-II-%20A%20Case%20Study.pdf application/pdf en http://umpir.ump.edu.my/id/eprint/8243/7/c-f158.pdf application/pdf en http://umpir.ump.edu.my/id/eprint/8243/13/fist-2017-mashitah-%20Optimization%20of%20Assembly%20Line%20Balancing%20with%20Resource.pdf Masitah, Jusop and M. F. F., Ab Rashid (2016) Optimization of Assembly Line Balancing with Resource Constraint using NSGA-II: A Case Study. International Journal of Applied Engineering Research (IJAER), 12 (7). pp. 1421-1426. ISSN 0973-4562 (print); 1087-1090 (online) (Unpublished) https://www.ripublication.com/ijaer17/ijaerv12n7_50.pdf DOI: 10.1007/978-3-662-45514-2_14
repository_type	Digital Repository
institution_category	Local University
institution	Universiti Malaysia Pahang
building	UMP Institutional Repository
collection	Online Access
language	English English English
topic	TJ Mechanical engineering and machinery
spellingShingle	TJ Mechanical engineering and machinery Masitah, Jusop M. F. F., Ab Rashid Optimization of Assembly Line Balancing with Resource Constraint using NSGA-II: A Case Study
description	Assembly line balancing type-e problem with resource constraint (ALBE-RC) is an attempt to assign the tasks to a minimal number of workstation with minimum cycle time by considering the resource constraint. Due to rapid growth in manufacturing and limited number of resources in industry, all the tasks that used the same resources will be performed in the same workstation such that the precedence relations are not violated. In this work, an implementation of an elitist non-dominated sorting genetic algorithm (NSGA-II) is proposed to optimise ALBE-RC case study. An industrial case study was conducted in an electronic company and a product known as HM72A-10 series model has been selected for the case study. The results from the optimization shows that the number of workstations are extensively decreased as well as the number of resources used. The improvement of line efficiency, busy and idle time also indicates that the optimization results are better that the existing one. The validation from industrial expert provides evidence that the proposed method is applicable and can be implemented for line balancing.
format	Article
author	Masitah, Jusop M. F. F., Ab Rashid
author_facet	Masitah, Jusop M. F. F., Ab Rashid
author_sort	Masitah, Jusop
title	Optimization of Assembly Line Balancing with Resource Constraint using NSGA-II: A Case Study
title_short	Optimization of Assembly Line Balancing with Resource Constraint using NSGA-II: A Case Study
title_full	Optimization of Assembly Line Balancing with Resource Constraint using NSGA-II: A Case Study
title_fullStr	Optimization of Assembly Line Balancing with Resource Constraint using NSGA-II: A Case Study
title_full_unstemmed	Optimization of Assembly Line Balancing with Resource Constraint using NSGA-II: A Case Study
title_sort	optimization of assembly line balancing with resource constraint using nsga-ii: a case study
publisher	Research India Publications
publishDate	2016
url	http://umpir.ump.edu.my/id/eprint/8243/ http://umpir.ump.edu.my/id/eprint/8243/ http://umpir.ump.edu.my/id/eprint/8243/ http://umpir.ump.edu.my/id/eprint/8243/1/Optimization%20of%20Assembly%20Line%20Balancing%20with%20Resource%20Constraint%20using%20NSGA-II-%20A%20Case%20Study.pdf http://umpir.ump.edu.my/id/eprint/8243/7/c-f158.pdf http://umpir.ump.edu.my/id/eprint/8243/13/fist-2017-mashitah-%20Optimization%20of%20Assembly%20Line%20Balancing%20with%20Resource.pdf
first_indexed	2023-09-18T22:05:36Z
last_indexed	2023-09-18T22:05:36Z
_version_	1777414687090016256

Optimization of Assembly Line Balancing with Resource Constraint using NSGA-II: A Case Study

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