Neural emulators and inVAErt networks enable fast forward modeling of stiff chemical kinetics and recovery of non-identifiable reaction-rate manifolds from species concentrations.
Enforcing physical conservation in neural network surrogate models for complex chemical kinetics.Combustion and Flame, 275: 114105
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Model synthesis and identifiability analysis of stiff chemical reaction systems with inVAErt networks
Neural emulators and inVAErt networks enable fast forward modeling of stiff chemical kinetics and recovery of non-identifiable reaction-rate manifolds from species concentrations.