.... SVR, RF, GB, XGB, ANN, and MLP showed better performance than the Arrhenius model in the context of AARE and MSE metrics. Interestingly, SVR had a somewhat higher AARE of 1.89% and an MSE of 0.251 MPa 2 , while XGB had the lowest AARE of 0.2% and the lowest MSE of 0.011 MPa 2 . When ML models were...