Navigating the airspace autonomously presents a complex challenge for unmanned aerial vehicles (UAVs). Effective navigation strategies are crucial for securing safe and optimal operation in dynamic environments. Current research explores a variety of approaches, including classical control methods, vision-guided techniques, and AI-powered algorithm