Abstract: The robustness and adaption ability of radar target tracking algorithms based on the traditional Kalman filters are not satisfactory. A radar target tracking algorithm based on adaptive filtering has been investigated. The estimation error covariance and gain matrix can be adjusted adaptively by introducing an adaptive fading factor, which could improve the robustness and adaption ability of the filter algorithm and enhance the tracking precision. Finally, the effectiveness of the proposed method has been verified.