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.
Title resolution pending
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
physics.flu-dyn 1years
2026 1verdicts
UNVERDICTED 1representative citing papers
citing papers explorer
-
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.