In this paper, we address the target tracking problem for the case of maneuvering target, including single target and multiple target tracking. We propose a suitable model to characterize the maneuvering acceleration and develop a state space model to describe the maneuvering target tracking problem. Algorithms based on particle filters are developed. Simulations are given to demonstrate the performance of the procedures.