Potential Field

A motion planning method where attractive forces guide the robot toward the goal and repulsive forces push it away from obstacles, combined into a vector field that drives robot motion. Gradient descent on the potential field generates motion commands. Simple to implement in real time, but susceptible to local minima and oscillation near narrow passages.