Simulation and optimization of prefabricated building construction considering multiple objectives and uncertain factors

被引:8
|
作者
Yuan, Zhenmin [1 ]
Man, Qingpeng [2 ]
Guan, Zhengyong [3 ]
Yi, Chao [3 ]
Zheng, Muhua [2 ]
Chang, Yuan [4 ]
Li, Hong Xian [5 ]
机构
[1] Shandong Jianzhu Univ, Sch Management Engn, Jinan 250101, Shandong, Peoples R China
[2] Harbin Inst Technol, Sch Civil Engn, Harbin 150001, Peoples R China
[3] China Construct Fourth Engn Div Corp Ltd, Guangzhou, Peoples R China
[4] Cent Univ Finance & Econ, Sch Management Sci & Engn, 39 Xue Yuan South Rd, Beijing 100081, Peoples R China
[5] Deakin Univ, Sch Architecture & Built Environm, Geelong 3220, Australia
来源
基金
中国国家自然科学基金;
关键词
Prefabricated buildings; Construction process; Simulation; Optimization; Multiple objectives; Uncertain factors; RISK ANALYSIS; ON-SITE; TIME; PERFORMANCE; MANAGEMENT; PROJECTS; COST; QUALITY; MODEL;
D O I
10.1016/j.jobe.2024.108830
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
The construction of prefabricated buildings involves complex processes, which have high uncertainties and objective conflicts, hindering the improvement of construction performance. This study aims to simultaneously optimize the activity logic and multiple construction performance objectives (concerning time, cost, quality, and CO2 emissions) of prefabricated building construction under the influence of uncertain factors. The eliminate, combine, rearrange, and simplify (ECRS) technique is combined with intelligent simulation technology to develop a simulation-based optimization method for prefabricated building construction considering multiple objectives and various uncertain factors. This method is characterized by enabling activitylogic improvements, revealing mathematical relationships between uncertain factors, activity parameters and construction performance, and achieving the trade-off optimization of construction performance objectives in various uncertain environments. A typical prefabricated building project is used for demonstrating and validating the method. The results show that the proposed method reduces the construction time by 5.73% through the ECRS technique, and further achieves a 10.53% reduction in construction cost, a 10.10% improvement in construction quality, and 60.32% CO2 emission mitigation through multiobjective optimization when only resource allocation is considered. Considering the interaction between resource allocation conditions and other three uncertain factors, the construction time is mainly affected by the supply of materials and weather conditions, while the familiarity level of work affects the construction time, cost, and CO2 emissions. The proposed method and findings of this study can facilitate robust decision-making by project managers when addressing the trade-offs between cost reduction, schedule shortening, quality improvement, and CO2 reduction under various uncertain scenarios.
引用
收藏
页数:24
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