Despite its advantages, catalytic cracking faces several challenges. Catalyst deactivation is a significant issue, caused by the deposition of coke and metals on the catalyst surface. This deactivation reduces the efficiency of the catalyst over time and necessitates frequent regeneration or replacement. Additionally, optimizing the yield of desired products while minimizing the production of unwanted by-products requires precise control of the process parameters.