In this short article, we’ll try to model the combustion using deep learning. A demo applet is proposed to study combustion of 4 components formulations. Usually the chemical reaction equilibrium is found using the point at minimal free enthalpy .
To find it, we need to take into account how enthalpy and entropy of reaction products vary according to temperature and the equation of state.
For detonation modeling, a feedforward neural network approach was efficient, but for combustion the results of various machine learning algorithms, including gradient boosting, gave poor results.[…]