A multi-objective optimization framework for designing urban block forms considering daylight, energy consumption, and photovoltaic energy potential

K Liu, X Xu, W Huang, R Zhang, L Kong… - Building and …, 2023 - Elsevier
Urban form significantly influences building energy consumption. However, most research
has primarily focused on quantifying the relationship between the two factors, with limited …

[HTML][HTML] Gaps and requirements for applying automatic architectural design to building renovation

S Jiang, M Wang, L Ma - Automation in Construction, 2023 - Elsevier
The renovation of existing buildings provides an opportunity to change the layout to meet the
needs of facilities and accomplish sustainability in the built environment at high utilisation …

Multi-objective optimization based on surrogate models for sustainable building design: A systematic literature review

AS Cruz, LR Caldas, VM Mendes, JC Mendes… - Building and …, 2024 - Elsevier
Surrogate models can overcome the building performance simulation complexity and
replace time-consuming simulation engines within multi-objective optimization studies …

Daylighting and energy performance optimization of anidolic ceiling systems for tropical office buildings

S Shoeb, MAR Joarder - Building and Environment, 2024 - Elsevier
A simple window is often unable to ensure standard illumination to the deep parts of large
office spaces, and advanced daylighting systems are necessary to ensure the level of …

Integrating machine learning and parametric design for energy-efficient building cladding systems in arid climates: Sport hall in Kerman

Z Javanmard, J Davtalab, M Nikpour… - Journal of Building …, 2024 - Elsevier
Climate change, driven by fossil fuel dependence, presents a significant challenge for the
construction industry, particularly in energy-intensive regions like arid climates. This …

A review on multi-objective optimization of building performance-Insights from bibliometric analysis

R Li, Z Shari, MZAA Kadir - Heliyon, 2025 - cell.com
The optimization of building performance has gained significant attention over the past two
decades, driven by the need for energy efficiency, occupant comfort, and environmental …

[HTML][HTML] A diffusion-based machine learning method for 3D architectural form-finding

H Zheng - Frontiers of Architectural Research, 2025 - Elsevier
Form-finding is a process in architectural design. Architects create and manipulate the
morphology of a building by finding the form using digital tools and algorithms, such as …

Enhancing visual comfort prediction in space layouts using deep learning models

A Ghourkhanehchi Zirak, A Saeedian… - Intelligent Buildings …, 2023 - Taylor & Francis
In designing performance-based facilities, such as educational buildings, assessing visual
comfort is crucial. The computational cost and resource-intensive modeling necessitate an …

[HTML][HTML] Optimizing Built Environment in Urban Negative Spaces Using Parametric Methods—Research on a High-Density City in China

W Bai, Y Wu, Y He, L Wang, Z Qiu, Y Ye - Buildings, 2024 - mdpi.com
In the early stage of architectural design, addressing the challenges posed by negative
spaces in high-density urban environments is crucial for enhancing spatial efficiency and …

Artificial Intelligence in Building Enclosure Performance Optimization: Frameworks, Methods, and Tools

F Kheiri - Artificial Intelligence in Performance‐Driven Design …, 2024 - Wiley Online Library
The design and specifications of a building enclosure can substantially impact the overall
performance of a building. However, the multifaceted nature of building enclosure design …