35 citations · 55 across the 8 of their papers we have counts for
3 papers · 1 filter
Physics-Infused Reduced-Order Modeling for Analysis of Multi-Layered Hypersonic Thermal Protection Systems
Carlos A. Vargas Venegas, Daning Huang, Patrick Blonigan +1
This work presents a physics-infused reduced-order modeling (PIROM) framework for efficient and accurate prediction of transient thermal behavior in multi-layered hypersonic therma…
Hyper-Reduced Autoencoders for Efficient and Accurate Nonlinear Model Reductions
Jorio Cocola, John Tencer, Francesco Rizzi +2
Projection-based model order reduction on nonlinear manifolds has been recently proposed for problems with slowly decaying Kolmogorov n-width such as advection-dominated ones. Thes…
A compute-bound formulation of Galerkin model reduction for linear time-invariant dynamical systems
Francesco Rizzi, Eric J. Parish, Patrick J. Blonigan +1
This work aims to advance computational methods for projection-based reduced order models (ROMs) of linear time-invariant (LTI) dynamical systems. For such systems, current practic…