A review of multi-scale modelling, assessment, and improvement methods of the urban thermal and wind environment

S Du, X Zhang, X Jin, X Zhou, X Shi - Building and Environment, 2022 - Elsevier
The urban thermal and wind environment (UTWE) has become a major concern in urban
planning design. Consideration of the UTWE involves steps of modelling, assessment, and …

Do all roads lead to Rome? A comparison of knowledge-based, data-driven, and physics-based surrogate models for performance-based early design

MZ Esteghamati, MM Flint - Engineering Structures, 2023 - Elsevier
A performance-based early design must assess the life cycle performance of a sizable
design space at low computational cost and limited data. This paper evaluates the relative …

[HTML][HTML] A review of data-driven methods in building retrofit and performance optimization: From the perspective of carbon emission reductions

SL Luo, X Shi, F Yang - Energies, 2024 - mdpi.com
In order to reduce the contribution of the building sector to global greenhouse gas emissions
and climate change, it is important to improve the building performance through retrofits from …

Assessment of long short-term memory and its modifications for enhanced short-term building energy predictions

G Li, X Zhao, C Fan, X Fang, F Li, Y Wu - Journal of building engineering, 2021 - Elsevier
Given the need for timely and reliable management of power distribution systems and smart
grids, it is of great significance to develop a quick and accurate short-term building energy …

Cutting-edge science for sustainable development-SDEWES 2022 special issue

A Pfeifer, Z Guzović, A Piacentino, N Markovska… - Energy, 2023 - Elsevier
Ever since 2002, when the first Conference on Sustainable Development of Energy, Water
and Environment Systems (SDEWES) was held in Dubrovnik, the SDEWES conferences …

[HTML][HTML] Virtual reality-based site layout planning for building design

F Jarrin, Y Koga, D Thomas, H Kawasaki - Automation in Construction, 2024 - Elsevier
This paper addresses the challenge of integrating optimized design solutions in Site Layout
Planning (SLP) through Virtual Reality (VR), questioning how VR simulations can enhance …

Predicting uncertainty of a chiller plant power consumption using quantile random forest: A commercial building case study

BS Rizi, G Pavlak, V Cushing, M Heidarinejad - Energy, 2023 - Elsevier
Selecting an appropriate confidence level for chillers models could lead to better prediction
of the peak electricity load, to more efficiently participate in demand response programs, and …

Modeling building carbon emissions by using MARS algorithm: A case of Istanbul

SGK Uyar, B Dal, BK Ozbay - Building and Environment, 2024 - Elsevier
Controlling carbon emissions is critical to mitigating the negative environmental impacts of
carbon emissions, such as global warming and climate change. Identifying the factors that …

Assessing the perception of overall indoor environmental quality: Model validation and interpretation

H Tang, X Liu, Y Geng, B Lin, Y Ding - Energy and Buildings, 2022 - Elsevier
The indoor environmental quality (IEQ) was determined by assessment of its various
domains, among which the four principal ones are thermal, acoustic, visual and indoor air …

[HTML][HTML] Predicting whole-life carbon emissions for buildings using different machine learning algorithms: A case study on typical residential properties in Cornwall, UK

L Zheng, M Mueller, C Luo, X Yan - Applied Energy, 2024 - Elsevier
Whole-life carbon emissions (WLCE) studies are critical in assessing the environmental
impact of buildings and promoting sustainable design practices. However, existing methods …