October 10, 2025Open Access

Uncertainty quantification of reacting fluids interacting with porous media using a hybrid physics-based and data-driven approach

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The study shows improved accuracy in simulating reacting fluids interacting with porous media under uncertainty.
A combination of physics-based and data-driven approaches provides a significant reduction in computational costs.
Reduced-order modeling effectively captures variations arising from changes in porous material properties.
Model accuracy is demonstrated through surface temperature measurements in high-enthalpy flow environments.

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This analysis quantifies uncertainty in porous media interactions with reacting fluids, suggesting improved modeling methods.

Behnoudfar et al. (2025) studied this question.

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