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deflagration 1detonation 1large eddy simulation 1manifold modeling 1premixed combustion 1thermodynamic consistency 1

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physics.comp-ph2026

Neural-ISAM: A hybrid in-situ machine learning approach for complex manifold-based combustion models in LES of turbulent flames

S. Trevor Fush, Israel J. Bonilla, Michael B. Schroeder +2

Manifold-based combustion models decrease the cost of turbulent combustion simulations by projecting the thermochemical state onto a lower-dimensional manifold, allowing the thermo…