Dissociation cross sections and rates in O₂ + N collisions: molecular dynamics simulations combined with machine learning

Abstract

> 0.99. Compared with the explicit QCT simulations, the computational requirement for predicting cross sections and rates based on the NN models significantly reduces. Finally, thermal equilibrium rate coefficients computed from NN models match remarkably well the available theoretical and experimental results in the whole temperature range explored.