3 papers
physics.flu-dyn2026
Experimental Demonstration of SDRL Controller for TS Wave Suppression with DBD Actuator
Babak Mohammadikalakoo, Sergio Garcia Villasol, Gabriele Salomone +2
An experimental wind-tunnel implementation of a model-free single-step deep reinforcement learning (SDRL) controller is presented for TS wave suppression in a flat plate boundary l…
physics.flu-dyn2025
Discovery of a Physically Interpretable Data-Driven Wind-Turbine Wake Model
Kherlen Jigjid, Ali Eidi, Nguyen Anh Khoa Doan +1
This study presents a compact data-driven Reynolds-averaged Navier-Stokes (RANS) model for wind turbine wake prediction, built as an enhancement of the standard \(k\)-\(\varepsilon…
physics.flu-dyn2025
Data-driven turbulence modelling for magnetohydrodynamic flows in annular pipes
Alejandro Montoya Santamaria, Tyler Buchanan, Francesco Fico +3
We present a data-driven approach to Reynolds-averaged Navier-Stokes turbulence closure modelling in magnetohydrodynamic (MHD) flows. In these flows the magnetic field interacting…