
Robotic path planning, the art and science of determining an optimal route for robots to reach a specific destination while avoiding obstacles, has become a pivotal aspect of modern robotics. Traditional grid-based and graph-based algorithms have demonstrated their effectiveness in controlled environments; however, these methods often fall short when faced with dynamic or complex settings. This inadequacy has led to