The same DES descriptors (derived from the HBA and HBD sigma profiles), as reported by , were used here to attempt to reproduce the artificial neural network (ANN) model reported by the original publication and take it as a baseline. In this approach, the final DES representation at some given state conditions is computed as the concatenation of the s DES with the molar ratios, pressure and temperature information.