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