θ !:' only contains one decision variable as the recovery rate of CO2 in MEA process (Re #$ ! ,!:' ). When assigning a set of values to Re !:' , the IECM software can yield the corresponding simulation outputs. With the inputs/outputs, we train a linear regression model as follows: