通过整合 BIM 和 NSGA 算法优化个性化大规模定制建筑组合

Q3 Multidisciplinary Archives Des Sciences Pub Date : 2024-03-10 DOI:10.62227/as/74109
Han Zhang, Hongming Ping
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引用次数: 0

摘要

本研究的目的是利用 BIM 和 NSGA 算法优化个性化大规模定制建筑组合,以实现成本与效率之间的理想平衡。本研究使用 BIM 软件进行成本模拟,并使用 NSGA-II 算法进行多目标优化。构建了建筑成本和工期的数学模型,并应用多目标优化算法实现多目标下的优化。研究结果表明,经过 20000 代的迭代,确定了 191 个有效帕累托解,验证了优化目标的稳定性和均匀分布性,有效解的比例达到 92%。在所进行的 VIKOR 场景分析中,根据用户偏好提出了三种不同的高性价比优化方案。BIM与NSGA算法相结合的方法能有效提高建筑设计的性价比,为个性化大规模定制建筑提供了可行、高效的优化路径。
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Optimization of Personalized Mass Customization Building Portfolio by Integrating BIM and NSGA Algorithms
The objective of this study is to optimize the personalized mass customization building portfolio by using BIM and NSGA algorithms to achieve the desired balance between cost and efficiency. The study uses BIM software for cost simulation, and NSGA-II algorithm for multi-objective optimization. The mathematical model of building cost and duration is constructed and the multi-objective optimization algorithm is applied to achieve optimization under multiple objectives. The results of the study show that after 20,000 generations of iterations, 191 Pareto solutions are determined to be valid, and the stability and uniform distribution of the optimization objectives are verified, with the percentage of valid solutions reaching 92\%. In the conducted VIKOR scenario analysis, three different cost-effective optimization schemes are proposed depending on user preferences. The method of integrating BIM and NSGA algorithm can effectively improve the cost-effectiveness of building design, and provides a feasible and efficient optimization path for personalized mass-customized buildings.
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来源期刊
Archives Des Sciences
Archives Des Sciences 综合性期刊-综合性期刊
CiteScore
1.10
自引率
0.00%
发文量
0
审稿时长
1 months
期刊介绍: Archives des Sciences est un journal scientifique multidisciplinaire et international. Les articles sont soumis à un comité de lecture.
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