A Hybrid Framework for Multi-Objective Construction Site Layout Optimization

被引:1
作者
Borges, Maria Luiza Abath Escorel [1 ]
Granja, Ariovaldo Denis [1 ]
Monteiro, Ari [2 ]
机构
[1] Departamento de Arquitetura e Construcao, Faculdade de Engenharia Civil, Arquitetura e Urbanismo (FEC), Universidade Estadual de Campinas (UNICAMP), Campinas
[2] Dharma Sistemas, São Paulo
关键词
building information modeling (BIM); construction site layout planning; decision-making; genetic algorithm (GA); optimization; systematic layout planning (SLP);
D O I
10.3390/buildings14123790
中图分类号
学科分类号
摘要
Effective Construction Site Layout Planning (CSLP) ensures the organized placement and sizing of temporary facilities, enhancing workflow and logistical efficiency. Poorly planned layouts, however, can increase material handling times, create bottlenecks, and reduce productivity, ultimately leading to higher costs. The main objective of this study is to introduce a BIM-based hybrid framework for CSLP that integrates Systematic Layout Planning (SLP) with a Genetic Algorithm (GA), developed through a Design Science Research approach. This Construction Site Optimization Framework (CSOF) addresses CSLP as a multi-objective optimization problem, prioritizing efficient positioning of facilities while accounting for workflow intensity, safety, and manager preferences. The framework’s continuous-space modeling supports a realistic approach, moving beyond fixed-location models. Exploratory case studies demonstrated CSOF’s effectiveness, achieving 30.79% to 40.98% reductions in non-value-adding travel distances and adaptability across varied site conditions. In this way, this research provides a decision-support tool that balances automation with decision-maker input, enhancing layout efficiency and operational flexibility in construction site management. © 2024 by the authors.
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共 107 条
[1]  
Elbeltagi E., Hegazy T., A Hybrid AL-Based System for Site Layout Planning in Construction, Comput.-Aided Civ. Infrastruct. Eng, 16, pp. 79-93, (2001)
[2]  
Abdelalim A.M., Kenawy A.M., Aman K., Construction Site Layout Planning Considering Travelling Distance Cost and Safety Relationships Using a Genetic Algorithm Technique, J. Eng. Manag. Compet, 14, pp. 3-20, (2024)
[3]  
Maghfiroh M.F.N., Redi A.A.N.P., Ong J., Fikri M.R., Cuckoo Search Algorithm for Construction Site Layout Planning, IAES Int. J. Artif. Intell, 12, (2023)
[4]  
Salah M.T., Khallaf R., Elbeltagi E., Wefki H., Construction Site Layout Planning: A Social Network Analysis, Buildings, 13, (2023)
[5]  
Le P.L., Dao T.M., Chaabane A., BIM-Based Framework for Temporary Facility Layout Planning in Construction Site: A Hybrid Approach, Constr. Innov, 19, pp. 424-464, (2019)
[6]  
Al Hawarneh A., Bendak S., Ghanim F., Construction Site Layout Planning Problem: Past, Present, and Future, Expert Syst. Appl, 168, (2021)
[7]  
Hammad A., A Multi-Objective Construction Site Layout Planning Problem Solved Through Integration of Location and Traffic Assignment Models, Constr. Manag. Econ, 38, pp. 756-772, (2020)
[8]  
Yin H., Multi-Objective Optimization Analysis of Construction Management Site Layout Based on Improved Genetic Algorithm, Syst. Soft Comput, 6, (2024)
[9]  
Yao G., Li R., Yang Y., An Improved Multi-Objective Optimization and Decision-Making Method on Construction Sites Layout of Prefabricated Buildings, Sustainability, 15, (2023)
[10]  
Sjobakk B., Skjelstad L., Proposing a Standard Template for Construction Site Layout: A Case Study of a Norwegian Contractor, IFIP Adv. Inf. Commun. Technol, 459, pp. 376-382, (2015)