An adaptive CFD-POD-DL surrogate framework with online divergence-aware monitoring and event-triggered retraining achieves ~92x speedup for 3D cylinder wake prediction while adapting to regime changes.
[27] Le Clainche S, Varas F, Vega JM
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Divergence-aware adaptive prediction framework for accelerating CFD simulations of unsteady flows
An adaptive CFD-POD-DL surrogate framework with online divergence-aware monitoring and event-triggered retraining achieves ~92x speedup for 3D cylinder wake prediction while adapting to regime changes.