OnlyDense learns neural basis functions to approximate particle system states in a low-dimensional linear Hilbert subspace, unifying projection-based ROM with deep learning for accurate SPH dynamics modeling with 32 bases at R²>0.99.
An Accurate SPH Scheme for Hypervelocity Impact Modeling
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OnlyDense: Reduced-Order Modeling for Lagrangian simulation
OnlyDense learns neural basis functions to approximate particle system states in a low-dimensional linear Hilbert subspace, unifying projection-based ROM with deep learning for accurate SPH dynamics modeling with 32 bases at R²>0.99.