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Enhancing computational fluid dynamics with machine learning
Abstract Machine learning is rapidly becoming a core technology for scientific computing,
with numerous opportunities to advance the field of computational fluid dynamics. Here we …
with numerous opportunities to advance the field of computational fluid dynamics. Here we …
[HTML][HTML] A review on turbulent flow over rough surfaces: Fundamentals and theories
Surface roughness can significantly influence the fluid dynamics and heat transfer in
convective flows by inducing perturbations in the velocity profile which affect surface drag …
convective flows by inducing perturbations in the velocity profile which affect surface drag …
A review of physical and numerical modeling techniques for horizontal-axis wind turbine wakes
Wake effects within a wind farm are identified as one of the main factors impacting wind farm
power production and fatigue loading on wind turbines' structural elements. An efficient …
power production and fatigue loading on wind turbines' structural elements. An efficient …
Predictive large-eddy-simulation wall modeling via physics-informed neural networks
While data-based approaches were found to be useful for subgrid scale (SGS) modeling in
Reynolds-averaged Navier-Stokes (RANS) simulations, there have not been many attempts …
Reynolds-averaged Navier-Stokes (RANS) simulations, there have not been many attempts …
Comparison of wind farm large eddy simulations using actuator disk and actuator line models with wind tunnel experiments
We compare wind farm large eddy simulations with the EPFL wind tunnel measurement by
Chamorro and Porté-Agel (Bound-Lay. Meteorol. 136, 515 (2010) and Energies 4, 1916 …
Chamorro and Porté-Agel (Bound-Lay. Meteorol. 136, 515 (2010) and Energies 4, 1916 …
[HTML][HTML] Wake structure in actuator disk models of wind turbines in yaw under uniform inflow conditions
Reducing wake losses in wind farms by deflecting the wakes through turbine yawing has
been shown to be a feasible wind farm controls approach. Nonetheless, the effectiveness of …
been shown to be a feasible wind farm controls approach. Nonetheless, the effectiveness of …
High–Reynolds number wall turbulence
We review wall-bounded turbulent flows, particularly high–Reynolds number, zero–pressure
gradient boundary layers, and fully developed pipe and channel flows. It is apparent that the …
gradient boundary layers, and fully developed pipe and channel flows. It is apparent that the …
Large-eddy simulation of the atmospheric boundary layer
Over the last 50 years the large-eddy simulation (LES) technique has developed into one of
the most prominent numerical tools used to study transport processes in the atmospheric …
the most prominent numerical tools used to study transport processes in the atmospheric …
Large eddy simulation study of fully developed wind-turbine array boundary layers
It is well known that when wind turbines are deployed in large arrays, their efficiency
decreases due to complex interactions among themselves and with the atmospheric …
decreases due to complex interactions among themselves and with the atmospheric …
Large-eddy simulation of wind-turbine wakes: evaluation of turbine parametrisations
Abstract Large-eddy simulation (LES), coupled with a wind-turbine model, is used to
investigate the characteristics of a wind-turbine wake in a neutral turbulent boundary-layer …
investigate the characteristics of a wind-turbine wake in a neutral turbulent boundary-layer …