FLARE predicts post-cooling displacement fields in directed energy deposition by encoding simulations as implicit neural fields whose weights are regularized to follow an affine structure in parameter space, enabling data-efficient prediction via weight mixing.
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FLARE: A Data-Efficient Surrogate for Predicting Displacement Fields in Directed Energy Deposition
FLARE predicts post-cooling displacement fields in directed energy deposition by encoding simulations as implicit neural fields whose weights are regularized to follow an affine structure in parameter space, enabling data-efficient prediction via weight mixing.