BIM-based multi-objective optimization framework for volumetric analysis of building projects

计算机科学 系统工程 工程类
作者
S. P. Sreenivas Padala,Prabhanjan M. Skanda
出处
期刊:Journal of Engineering, Design and Technology [Emerald (MCB UP)]
卷期号:23 (5): 1326-1347 被引量:7
标识
DOI:10.1108/jedt-07-2023-0309
摘要

Purpose The purpose of this paper is to develop a building information modelling (BIM)-based multi-objective optimization (MOO) framework for volumetric analysis of buildings during early design stages. The objective is to optimize volumetric spaces (3D) instead of 2D spaces to enhance space utilization, thermal comfort, constructability and rental value of buildings Design/methodology/approach The integration of two fundamental concepts – BIM and MOO, forms the basis of proposed framework. In the early design phases of a project, BIM is used to generate precise building volume data. The non-sorting genetic algorithm-II, a MOO algorithm, is then used to optimize extracted volume data from 3D BIM models, considering four objectives: space utilization, thermal comfort, rental value and construction cost. The framework is implemented in context of a school of architecture building project. Findings The findings of case study demonstrate significant improvements resulting from MOO of building volumes. Space utilization increased by 30%, while thermal comfort improved by 20%, and construction costs were reduced by 10%. Furthermore, rental value of the case study building increased by 33%. Practical implications The proposed framework offers practical implications by enabling project teams to generate optimal building floor layouts during early design stages, thereby avoiding late costly changes during construction phase of project. Originality/value The integration of BIM and MOO in this study provides a unique approach to optimize building volumes considering multiple factors during early design stages of a project
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