Luong Duc Long, Truong Ngoc-Son, Ngo Ngoc-Tri, Nguyen Ngoc-Quang
Faculty of Civil Engineering, Ho Chi Minh City University of Technology (HCMUT), 268 Ly Thuong Kiet Street, District 10, Ho Chi Minh City, Vietnam.
Vietnam National University Ho Chi Minh City, Linh Trung Ward, Thu Duc City, Ho Chi Minh City, Vietnam.
Sci Rep. 2024 Jul 26;14(1):17186. doi: 10.1038/s41598-024-68021-6.
In recent years, the use of Building Information Modeling (BIM) with Building Energy Modeling (BEM) has become the primary research focus for reducing the energy consumption of buildings in the planning and operational phases. The combination of BIM and BEM offers advantages for the various phases of a construction project. However, there are currently very few studies that can integrate multi-objective optimization algorithms into the BIM-BEM process to achieve automatic optimization and effectively manage many aspects of building development. In this study, an EnergyPlus integrated multi-objective jellyfish search (EP-MOJSO) system was developed, utilizing an optimization algorithm to find the best thermal insulation layers for an Aluminum composite material (ACM) wall. The goal is to reduce the energy consumption and total cost in a BIM-BEM environment. In the case study, the authors successfully applied the system to a real building, resulting in a 10.7% reduction in total cost and a 65 kWh/m/year reduction in EUI. It is expected that the results of the study will open up new ways of using algorithms for multi-criteria optimization in BIM models to optimize various project factors such as energy and total cost and thus make an important contribution to sustainable building design.
近年来,将建筑信息模型(BIM)与建筑能耗模拟(BEM)相结合已成为减少建筑在规划和运营阶段能耗的主要研究重点。BIM与BEM的结合为建设项目的各个阶段带来了优势。然而,目前很少有研究能够将多目标优化算法集成到BIM - BEM过程中,以实现自动优化并有效管理建筑开发的诸多方面。在本研究中,开发了一种EnergyPlus集成多目标水母搜索(EP - MOJSO)系统,利用优化算法为铝塑复合板(ACM)墙体找到最佳保温层。目标是在BIM - BEM环境中降低能耗和总成本。在案例研究中,作者成功地将该系统应用于一座实际建筑,总成本降低了10.7%,能源使用强度(EUI)降低了65千瓦时/平方米/年。预计该研究结果将为在BIM模型中使用算法进行多标准优化开辟新途径,以优化能源和总成本等各种项目因素,从而为可持续建筑设计做出重要贡献。