Given the increasing global demand for energy, numerous researchers are actively exploring renewable resources with reduced environmental impact compared to traditional sources like petroleum and coal. Brazil stands out globally in this context as 48% of its energy matrix is renewable . In the biofuel sector, using ethanol from sugarcane biomass in flex-fuel engines has brought the country into focus, showcasing its success in substituting petroleum derivatives with renewable fuels.