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Physical Review Research 2(2), 023068 (2020)

1 Pith paper cite this work. Polarity classification is still indexing.

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Improving turbulence control through explainable deep learning

physics.flu-dyn · 2025-04-03 · unverdicted · novelty 6.0

Explainable DL integrated with DRL targets coherent structures sustaining turbulence, yielding 18.1% better net energy savings and superior generalization across Reynolds numbers and geometries than direct drag minimization.

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  • Improving turbulence control through explainable deep learning physics.flu-dyn · 2025-04-03 · unverdicted · none · ref 31

    Explainable DL integrated with DRL targets coherent structures sustaining turbulence, yielding 18.1% better net energy savings and superior generalization across Reynolds numbers and geometries than direct drag minimization.