Navigating the airspace autonomously presents a substantial challenge for unmanned aerial vehicles (UAVs). Effective navigation strategies are crucial for guaranteeing safe and efficient operation in dynamic environments. Current research explores a variety of approaches, including classical control methods, vision-guided techniques, and machine le