This study addresses uncertainties in atmospheric models by analyzing CO₂ dynamics in a complex urban environment characterized by a dense population and tropical vegetation. High-accuracy sensors were deployed, and the Weather Research and Forecasting model coupled with Chemistry (WRF-Chem) was utilized to simulate CO₂ transport, capturing variations and assessing contributions from both anthropogenic and biogenic sources.