...Shubhangi Bansude; Farhad Imani; Reza Sheikhi A data-driven methodology is introduced for computationally efficient integration of systems of stiff rate equations in chemical kinetics using neural ordinary differential equations (NODE). A systematic algorithm is developed for training data...

...Shubhangi Bansude; Farhad Imani; Reza Sheikhi The present study aims to assess the potential of the neural ordinary differential equations (NODE) network for reliable and computationally efficient implementation of chemistry in combustion simulations. Investigations are performed using a hydrogen...