Tag: Turbulence

5 entries

HydroGym: A Reinforcement Learning Platform for Flow Control

Flow Control / Turbulent Drag Reduction
An open-source reinforcement learning platform for flow control that couples six CFD solver backends with dozens of pre-configured environments; trained policies transfer zero-shot to a wing and cut skin-friction drag substantially.
MIT (code) / Nature paper Flow ControlReinforcement LearningDrag Reduction

TU Delft Turbulent Wake Dataset

Turbulence / Experimental & Simulation Validation
Classic experimental & simulation dataset of turbulent wakes/cavity flows from TU Delft - covers multiple bluff-body flows, a standard CFD validation benchmark.
CC BY 4.0 TurbulenceWakeBluff-Body Flow

Wind-Turbine Blade Load Prediction & Surrogate

Wind Energy / Load Prediction
Data-driven prediction of blade fatigue load and power curve, solving hard-to-evaluate turbulent loads under extreme winds - for farm O&M decisions.
Various WindLoad PredictionTurbulence

TIDE

3D Turbulence (DNS Validation)
2026 3D turbulent DNS benchmark with 5 tasks and controlled generalization splits, designed to test extrapolation of turbulence models.
MIT License TurbulenceDNS3D

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