[HTML][HTML] Machine Learning to speed up Computational Fluid Dynamics engineering simulations for built environments: A review

C Caron, P Lauret, A Bastide - Building and Environment, 2024 - Elsevier
Computational fluid dynamics (CFD) represents a valuable tool in the design process of built
environments, enhancing the comfort, health, energy efficiency, and safety of indoor and …

Prediction and visualization of 3D wake field of a rectangular high-rise building in tropical island cities based on UAV measurements

B Huang, J Liu, Z Li, X Wang, X Liu, J Dong… - Building and …, 2025 - Elsevier
It is especially crucial to utilize measured data as samples to increase the accuracy of wind
field prediction. However, scarce wake field measured data of high-rise buildings leads to …

Modulating local winds and turbulence around a single building obstacle with the obstruction of tall vegetation

G Duan, Z Bi, L Zhao, T Yang, T Takemi - Physics of Fluids, 2024 - pubs.aip.org
Strategic vegetation placement can significantly alter airflow patterns and turbulence,
fostering desired wind environments. By comparing scenarios where vegetation is placed …

Integrating NSGA-II and CFD for enhanced urban airflow prediction: Recalibration of closure coefficients for a nonlinear eddy viscosity model

Y Wang, J Li, W Liu, J Dong, J Liu - Building and Environment, 2024 - Elsevier
Accurately predicting urban environmental airflows using the Reynolds-averaged Navier‒
Stokes (RANS) approach presents significant challenges due to unsolved closure issues …

Application of a comprehensive atmospheric boundary layer model to a realistic urban-scale wind simulation

SKR Srikumar, L Cotteleer, G Mosca, A Gambale… - Building and …, 2024 - Elsevier
Abstract Atmospheric Boundary Layer (ABL) is the region below the stratosphere that is
significantly affected by Earth's surface. In this article, an improved ABL model has been …

Developing modified k–ε turbulence models for neutral atmospheric boundary layer flow simulation using OpenFOAM

Y Wang, J Li, W Liu, J Dong, J Liu - Building Simulation, 2024 - Springer
Accurate turbulence modeling is essential for simulation studies of urban physics. In this
study, the comprehensive atmospheric boundary layer (ABL) model involving a variable …