Le Gia, T T; Dang, H A; Dinh, V B; Tong, M Q; Nguyen, T K; Nguyen, H H and Nguyen, D Q (2022) A simulation-based multi-objective genetic optimization framework for efficient building design in early stages: Application for Vietnam's hot and humid climates. International Journal of Building Pathology and Adaptation, 40(3), pp. 305-326. ISSN 23984708
Abstract
Purpose: In many countries, innovation in building design for improving energy performance, reducing CO2 emissions and minimizing life cycle cost has received much attention for sustainable development. This paper investigates the importance of optimization tools for enhancing the design performance in the early stages of Vietnam's cooling-dominated buildings in hot and humid climates using an integrated building design approach. Design/methodology/approach: The methodology of this study exploits the non-dominated sorting genetic algorithm (NSGA-II) optimization algorithm coupled with building simulation to research a trade-off between the optimization of investment cost and energy consumption. Our approach focuses on the whole optimization problem of thermal envelope, glazing and energy systems from preliminary design phases. The methodology is then tested for a case study of a non-residential building located in Hanoi. Findings: The results show a considerable improvement in design performance by our method compared to current building design. The optimal solutions present the trade-off between energy consumption and capital cost in the form of a Pareto front. This helps architects, engineers and investors make important decisions in the early design stages with a large view of impacts of all factors on energy performance and cost. Originality/value: This is one of the original research to study integrated building design applying the simulation-based genetic optimization algorithm for cooling-dominated buildings in Vietnam. The case study in this article is for a non-residential building in the north of Vietnam but the methodology can also be applied to residential buildings and other regions.
| Item Type: | Article |
|---|---|
| Uncontrolled Keywords: | building simulation; cooling-dominated buildings; early design stages; genetic algorithm; integrated design; multi-objective optimization; nsga-ii |
| Index terms: | preliminary design, non-residential building, optimization algorithm, methodology, life cycle cost, sustainable development, capital cost, genetic algorithm, Vietnam, humid climate, early design stage, building simulation, energy performance, architect, energy consumption, multi-objective optimization, energy system, glazing, engineer, case study, CO2 emissions, residential building, building design, investor |
| Subjects: | design practice, architectural elements, accounting and finance, algorithms, research methods, health safety and environment, Geography, design process, sociology, construction type, profession, data collection methods, air quality, climate science, modelling and simulation, energy systems, architectural design |
| Topics: | Digital Applications, Design Practice, Health and Safety, Business Strategy, Geographical Context, Research Practice, Stakeholder Management, Roles and Professions, Sustainability, Construction Technology |
| Descriptive scope: | 4 PCTE |
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