PIROM couples a lumped-capacitance heat model with Mori-Zwanzig-derived hidden-state corrections and generalizes to unseen heat flux and material perturbations with roughly 1% NRMSE at 100x speedup.
Development of X-43A Mach 10 Leading Edges,
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Physics-Infused Reduced-Order Modeling for Analysis of Multi-Layered Hypersonic Thermal Protection Systems
PIROM couples a lumped-capacitance heat model with Mori-Zwanzig-derived hidden-state corrections and generalizes to unseen heat flux and material perturbations with roughly 1% NRMSE at 100x speedup.