Autonomous unmanned aerial vehicles (UAVs) require sophisticated navigation strategies to safely operate in dynamic environments. These strategies encompass a variety of techniques, including traditional path planning algorithms, sensor-based localization methods, and intelligent control systems. To achieve accurate positioning and graceful maneuve