Offline-trained recurrent neural estimator for opposition control in turbulence fails in closed loop due to controller-induced distribution shift but is stabilized by closed-loop retraining and spectral consistency on actuation.
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physics.flu-dyn 1years
2026 1verdicts
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Offline accuracy is not enough: closed-loop instability and stabilisation of a wall-sensor neural estimator in opposition control
Offline-trained recurrent neural estimator for opposition control in turbulence fails in closed loop due to controller-induced distribution shift but is stabilized by closed-loop retraining and spectral consistency on actuation.