Navigating the airspace autonomously presents a complex 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 conventional control methods, sensor-based techniques, and machine lear