Navigating the airspace autonomously presents a substantial challenge for unmanned aerial vehicles (UAVs). Effective navigation strategies are crucial for securing safe and reliable operation in dynamic environments. Current research explores a variety of approaches, including traditional control methods, sensor-based techniques, and machine learni