To this aim, it is common to employ a kinetic model 3 built from experimental data as a surrogate of the chemical process. A kinetic model has input variables including reactant concentrations and process parameters, and outcome variables including the concentrations of target product and impurities. In existing studies, additional outcome variables such as the failure rate, space time yield and E-factor are defined to represent the quality of the chemical process.