Data-driven prediction and optimization of residential building performance in Singapore considering the impact of climate change

H Yan, G Ji, K Yan - Building and Environment, 2022 - Elsevier
Research on the performance of tropical residential buildings requires careful consideration
of the effects of the changing weather conditions. Based on machine learning and multi …

[HTML][HTML] Unravelling the impact of courtyard geometry on cooling energy consumption in buildings

E Diz-Mellado, Á Ruiz-Pardo, C Rivera-Gómez… - Building and …, 2023 - Elsevier
At present, the energy used for air conditioning in buildings in urban areas accounts for over
36% of total global energy consumption. Energy efficiency has become a critical factor in the …

Evaluation of the outdoor thermal environment for three typical urban forms in Nan**g, China

JY Deng, Y He, M Dai - Building and Environment, 2023 - Elsevier
Urban form has been proved to be an important factor that significantly influences the
microclimate as well as the outdoor thermal comfort at the pedestrian level in urban spaces …

[HTML][HTML] Data driven design for urban street shading: Validation and application of ladybug tools as a design tool for outdoor thermal comfort

S Nicholson, M Nikolopoulou, R Watkins, M Löve… - Urban Climate, 2024 - Elsevier
Lightweight shading devices like sails, canopies, and street-scale shelters are a key strategy
for urban cooling. Studies indicate that interactions between characteristics such as height …

Effect of thermal inertia and natural ventilation on user comfort in courtyards under warm summer conditions

VP López-Cabeza, C Rivera-Gómez… - Building and …, 2023 - Elsevier
Thermal inertia and natural ventilation are strategies widely used and studied in indoor
building performance. However, little analysis has been done on its effect on the outdoor …

[HTML][HTML] Energy-saving and thermal comfort potential of vernacular urban block porosity shading

E Diz-Mellado, VP López-Cabeza… - Sustainable Cities and …, 2023 - Elsevier
Built environment configurations of vernacular architecture are the result of an evolutionary
adaptation to climatic conditions, while the historic districts of many cities worldwide are …

[HTML][HTML] Optimizing a courtyard microclimate with adaptable shading and evaporative cooling in a hot mediterranean climate

E Diz-Mellado, VP López-Cabeza… - Journal of Building …, 2024 - Elsevier
While in recent years significant improvements have been made in the thermal adaptation of
indoor building environments, less progress has been made in improving thermal comfort in …

[HTML][HTML] Seasonal analysis of thermal comfort in Mediterranean social courtyards: A comparative study

E Diz-Mellado, VP López-Cabeza… - Journal of Building …, 2023 - Elsevier
Neighbourhoods in cities generate social inequality risks due to outdated climate passive
control infrastructures. Previous research has explored thermal comfort related to health …

Optimizing urban layouts through computational generative design: Density distribution and shape optimization

S Fattahi Tabasi, HR Rafizadeh… - Architectural …, 2024 - Taylor & Francis
The density distribution in an urban matrix is one of the significant issues which affects other
urban living factors such as building lighting, energy consumption and residents' …

Utilizing interpretable stacking ensemble learning and NSGA-III for the prediction and optimisation of building photo-thermal environment and energy consumption

Y Shen, Y Hu, K Cheng, H Yan, K Cai, J Hua, X Fei… - Building …, 2024 - Springer
This study develops an approach consisting of a stacking model integrated with a multi-
objective optimisation algorithm aimed at predicting and optimising the ecological …