This document presents a computational fluid dynamics (CFD) model to study the effects of carbon deposit from methane gas on Zeolite Y catalyst activity in a packed bed reactor. The model considers two cases - the influence of carbon deposition on catalyst activity, and the effect of carbon deposits on fluid flow over time and space. The CFD model is developed using Comsol Multiphysics software and simulates methane decomposition in the packed bed reactor, accounting for reactions, fluid flow, heat transfer, and carbon deposition over time. Results from the first model show increases in hydrogen production and carbon deposition over time, indicating methane decomposition is occurring as well as catalyst deactivation from carbon.