Chemical Kinetics

Combustion chemistry acceleration with DeepONets
A combustion chemistry acceleration scheme for implementation in reacting flow simulations is developed based on deep operator nets …
Anuj Kumar, Tarek Echekki
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Combustion chemistry acceleration with DeepONets
A Physics-Constrained NeuralODE Approach for Robust Learning of Stiff Chemical Kinetics
The high computational cost associated with solving for detailed chemistry poses a significant challenge for predictive computational …
Tadbhagya Kumar, Anuj Kumar, Pinaki Pal
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A Physics-Constrained NeuralODE Approach for Robust Learning of Stiff Chemical Kinetics
A Framework for Combustion Chemistry Acceleration with DeepONets
A combustion chemistry acceleration scheme is developed based on deep operator networks (DeepONets). The scheme is based on the …
Anuj Kumar, Tarek Echekki
Cite Video Source Document
A Framework for Combustion Chemistry Acceleration with DeepONets