Observable-supervised autoencoder surrogates improve variational parameter calibration for CFD flows compared with reconstruction-only surrogate baselines.
Parameter identification of fluid field based on cfd reduced-order model and 3d-var data assimilation,
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Variational Parameter Calibration with Physics-Aware Latent-Space Surrogates
Observable-supervised autoencoder surrogates improve variational parameter calibration for CFD flows compared with reconstruction-only surrogate baselines.