most citedInterpretable and flexible non-intrusive reduced-order models using reproducing kernel Hilbert spaces

1 citations · 1 across the 2 of their papers we have counts for

collaborators
Showing cs.CEShow all

2 papers · 1 filter

cs.CE2026★ 1 cited

Interpretable and flexible non-intrusive reduced-order models using reproducing kernel Hilbert spaces

Alejandro N Diaz, Shane A McQuarrie, John T Tencer +1

This paper develops an interpretable, non-intrusive reduced-order modeling technique using regularized kernel interpolation. Existing non-intrusive approaches approximate the dynam…

cs.CE2025

Kernel manifolds: nonlinear-augmentation dimensionality reduction using reproducing kernel Hilbert spaces

Alejandro N. Diaz, Jacob T. Needels, Irina K. Tezaur +1

This paper generalizes recent advances on quadratic manifold (QM) dimensionality reduction by developing kernel methods-based nonlinear-augmentation dimensionality reduction. QMs,…