Multi-zone parallel-series plug flow reactor model with catalyst deactivation effect for continuous catalytic reforming process

•The multi-zone parallel-series PFR modeling approach is proposed.•An axial catalyst deactivation model is designed and integrated into PFR model.•The prediction performance is validated by the commercial plant datasets.•The effect of zone number on prediction and computational cost is studied.•Both concentration and temperature distributions are thoroughly investigated.