This document presents a study on the numerical simulation of airflow in hot air drying kilns using computational fluid dynamics (CFD) to enhance energy efficiency and drying quality in wood processing. It discusses the implementation of an innovative guide air cover that improves airflow uniformity and reduces energy consumption, highlighting the differences in velocity distribution before and after optimization. The simulation results indicate significant improvements in drying efficiency and wood quality.