Surface roughness is a critical factor in evaluating the quality of a machined workpiece, as it directly impacts the service life and reliability of the component . For machined CFRP surface, a surface roughness (R a ) of less than 3.2 μm is recommended to meet the aerospace industry standards . Therefore, it is essential to predict, control and optimize the CFRP machined surface roughness at various machining conditions.