I. Introduction
The problem we discuss in this paper is kinodynamic motion planning in dynamic environments. That is, planning a path for a robot from a start to a goal state in a two-or three-dimensional workspace that obeys the kinematic and dynamic constraints on the robot and avoids collisions with static and moving obstacles in the environment. We assume that the geometry and motions of the obstacles are given.