Abstract: When the obstacles are large, or the free space is narrow, artificial potential field (APF) is prone to produce zigzag and wandering path. This paper combines the geometrical information and the reference direction to correct the shortcoming of APF, in order to plan a smooth and purposive path. This paper also develops an effective strategy with which the robot can advance even when it is surrounded by many obstacles.