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A multi-objective GA-based optimisation for holistic Manufacturing, transportation and Assembly of precast construction
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Anvari et al. - A Multi-Objective GA-based Optimization for Holistic Manufacturing, transportation and Assembly of Precast Construction -Accepted Version.pdf | Accepted version | 757.55 kB | Adobe PDF | View/Open |
Title: | A multi-objective GA-based optimisation for holistic Manufacturing, transportation and Assembly of precast construction |
Authors: | Anvari, B Angeloudis, P Ochieng, WY |
Item Type: | Journal Article |
Abstract: | Resource scheduling of construction proposals allows project managers to assess resource requirements, provide costs and analyse potential delays. The Manufacturing, transportation and Assembly (MtA) sectors of precast construction projects are strongly linked, but considered separately during the scheduling phase. However, it is important to evaluate the cost and time impacts of consequential decisions from manufacturing up to assembly. In this paper, a multi-objective Genetic Algorithm-based (GA-based) searching technique is proposed to solve unified MtA resource scheduling problems (which are equivalent to extended Flexible Job Shop Scheduling Problems). To the best of the authors' knowledge, this is the first time that a GA-based optimisation approach is applied to a holistic MtA problem with the aim of minimising time and cost while maximising safety. The model is evaluated and compared to other exact and non-exact models using instances from the literature and scenarios inspired from real precast constructions. |
Issue Date: | 1-Nov-2016 |
Date of Acceptance: | 12-Aug-2016 |
URI: | http://hdl.handle.net/10044/1/39254 |
DOI: | 10.1016/j.autcon.2016.08.007 |
ISSN: | 0926-5805 |
Publisher: | Elsevier |
Start Page: | 226 |
End Page: | 241 |
Journal / Book Title: | Automation in Construction |
Volume: | 71 |
Issue: | 2 |
Sponsor/Funder: | Engineering & Physical Science Research Council (EPSRC) |
Funder's Grant Number: | EP/L504683/1 |
Keywords: | 09 Engineering 12 Built Environment and Design Building & Construction |
Publication Status: | Published |
Online Publication Date: | 2016-08-21 |
Appears in Collections: | Civil and Environmental Engineering Faculty of Engineering |