Optimal facility layout planning for AGV-based modular prefabricated manufacturing system

Cross-industry learning of the Toyota production system has inspired the precast factories in the construction industry to adopt an automated guided vehicle (AGV)-based flow production system for the manufacturing of their modular prefabricated products. Compared to the production process of automob...

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Main Authors: Cai, Yiyu, Chen, Chen, Tran Huy, Duc, Tiong, Lee Kong, Chen, I-Ming
Other Authors: School of Civil and Environmental Engineering
Format: Article
Language:English
Published: 2019
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Online Access:https://hdl.handle.net/10356/85351
http://hdl.handle.net/10220/49012
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Institution: Nanyang Technological University
Language: English
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spelling sg-ntu-dr.10356-853512021-02-03T08:05:36Z Optimal facility layout planning for AGV-based modular prefabricated manufacturing system Cai, Yiyu Chen, Chen Tran Huy, Duc Tiong, Lee Kong Chen, I-Ming School of Civil and Environmental Engineering School of Mechanical and Aerospace Engineering Facility Layout Modular Prefabricated Manufacturing Engineering::Civil engineering Cross-industry learning of the Toyota production system has inspired the precast factories in the construction industry to adopt an automated guided vehicle (AGV)-based flow production system for the manufacturing of their modular prefabricated products. Compared to the production process of automobiles, the manufacturing process of modular prefabricated products is very unbalanced leading to a large pool of queues. And additionally, after some operations, settling is needed. Hence, due to these unique features, facility layout is a crucial element that needs to be well planned in order to achieve a feasible and efficient system. In this regard, this paper proposes an approach to plan the facility layout of the investigated AGV-based modular prefabricated manufacturing system. The paper firstly gives an optimization method for the size arrangement of the workstation area and the storage area. There are two conflicting objectives in the optimization model: one is to minimize the production time and the other is to maximize the workstation utilization. A simulation based non-dominated sorting genetic algorithm is developed to solve the model. Then, the paper proposes a heuristic method to guide the placement, reshuffle, and retrieval of the modular prefabricated products in the storage area. According to the heuristic, there is no need of dedicated paths for AGVs. The storage area can be fully occupied by the work-in-progress and the AGV traveling paths are dynamically generated. And thirdly, the paper is also able to provide a suitable size of the AGV fleet which is able to accomplish the moving tasks in time. The experimental test on an industrial case shows the potential of the proposed planning approach to guide the real practice. Accepted version 2019-06-28T05:11:50Z 2019-12-06T16:02:13Z 2019-06-28T05:11:50Z 2019-12-06T16:02:13Z 2019 2019 Journal Article Chen, C., Tran Huy, D., Tiong, L. K., Chen, I.-M., & Cai, Y. (2019). Optimal facility layout planning for AGV-based modular prefabricated manufacturing system. Automation in Construction, 98310-321. doi:10.1016/j.autcon.2018.08.008 0926-5805 https://hdl.handle.net/10356/85351 http://hdl.handle.net/10220/49012 213590 10.1016/j.autcon.2018.08.008 213590 213590 en Automation in Construction © 2019 Elsevier. All rights reserved. This paper was published in Automation in Construction and is made available with permission of Elsevier. 22 p. application/pdf
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
language English
topic Facility Layout
Modular Prefabricated Manufacturing
Engineering::Civil engineering
spellingShingle Facility Layout
Modular Prefabricated Manufacturing
Engineering::Civil engineering
Cai, Yiyu
Chen, Chen
Tran Huy, Duc
Tiong, Lee Kong
Chen, I-Ming
Optimal facility layout planning for AGV-based modular prefabricated manufacturing system
description Cross-industry learning of the Toyota production system has inspired the precast factories in the construction industry to adopt an automated guided vehicle (AGV)-based flow production system for the manufacturing of their modular prefabricated products. Compared to the production process of automobiles, the manufacturing process of modular prefabricated products is very unbalanced leading to a large pool of queues. And additionally, after some operations, settling is needed. Hence, due to these unique features, facility layout is a crucial element that needs to be well planned in order to achieve a feasible and efficient system. In this regard, this paper proposes an approach to plan the facility layout of the investigated AGV-based modular prefabricated manufacturing system. The paper firstly gives an optimization method for the size arrangement of the workstation area and the storage area. There are two conflicting objectives in the optimization model: one is to minimize the production time and the other is to maximize the workstation utilization. A simulation based non-dominated sorting genetic algorithm is developed to solve the model. Then, the paper proposes a heuristic method to guide the placement, reshuffle, and retrieval of the modular prefabricated products in the storage area. According to the heuristic, there is no need of dedicated paths for AGVs. The storage area can be fully occupied by the work-in-progress and the AGV traveling paths are dynamically generated. And thirdly, the paper is also able to provide a suitable size of the AGV fleet which is able to accomplish the moving tasks in time. The experimental test on an industrial case shows the potential of the proposed planning approach to guide the real practice.
author2 School of Civil and Environmental Engineering
author_facet School of Civil and Environmental Engineering
Cai, Yiyu
Chen, Chen
Tran Huy, Duc
Tiong, Lee Kong
Chen, I-Ming
format Article
author Cai, Yiyu
Chen, Chen
Tran Huy, Duc
Tiong, Lee Kong
Chen, I-Ming
author_sort Cai, Yiyu
title Optimal facility layout planning for AGV-based modular prefabricated manufacturing system
title_short Optimal facility layout planning for AGV-based modular prefabricated manufacturing system
title_full Optimal facility layout planning for AGV-based modular prefabricated manufacturing system
title_fullStr Optimal facility layout planning for AGV-based modular prefabricated manufacturing system
title_full_unstemmed Optimal facility layout planning for AGV-based modular prefabricated manufacturing system
title_sort optimal facility layout planning for agv-based modular prefabricated manufacturing system
publishDate 2019
url https://hdl.handle.net/10356/85351
http://hdl.handle.net/10220/49012
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