Abstract In the process of obstacle avoidance, there are some problems such as low precision and poor safety in path tracking intelligent vehicles. To solve these problems, a model prediction controller with soft constraints is designed this paper. The adopts vehicle motion model, according to radius circumcircle vehicle, anti-collision constraint condition constructed improve safety. tracks it...