Summary: A new algorithm is proposed for estimating a time-varying signal frequency. The proposed method introduces a variable forgetting factor into Kalman filter so that this approach does not require any pre-determined forgetting factor. The proposed method is tested on two nonstationary signals. Results show that the proposed algorithm offers a more accurate estimation of signal frequency and faster convergence speed than conventional Kalman filtering algorithm.