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Active flow control with rotating cylinders by an artificial neural network trained by deep reinforcement learning

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  1. Article

    Open Access

    Correction to: Deep reinforcement learning for turbulent drag reduction in channel flows

    Luca Guastoni, Jean Rabault, Philipp Schlatter… in The European Physical Journal E (2023)

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  2. Article

    Open Access

    A dataset of direct observations of sea ice drift and waves in ice

    Variability in sea ice conditions, combined with strong couplings to the atmosphere and the ocean, lead to a broad range of complex sea ice dynamics. More in-situ measurements are needed to better identify the ph...

    Jean Rabault, Malte Müller, Joey Voermans, Dmitry Brazhnikov… in Scientific Data (2023)

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  3. Article

    Open Access

    Deep reinforcement learning for turbulent drag reduction in channel flows

    We introduce a reinforcement learning (RL) environment to design and benchmark control strategies aimed at reducing drag in turbulent fluid flows enclosed in a channel. The environment provides a framework for...

    Luca Guastoni, Jean Rabault, Philipp Schlatter… in The European Physical Journal E (2023)

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