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Chengwei Xia

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#reinforcement learning Open access Sep 2026

Real-time reinforcement learning for turbulent state-dependent control in a bluff-body wake

Abstract Controlling turbulent dynamics remains a major challenge because their chaotic, multiscale nature strongly affects many fluid systems. Here, we present REACT, an autonomous reinforcement learning framework for real-time, state-dependent control of turbulent wake dynamics in a wind tunnel. Deployed on an Ahmed-...

Junjie Zhang, Chengwei Xia, Xinmiao Jiang et al. · 0 citations

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