A digital phase-locked loop with variable loop gains derived from RLS method

We propose a DPLL (digital phase-locked loop) with time-varying loop gains which are derived from the RLS method. This method, in contrast to the one based on the standard Kalman filtering algorithm, is appropriate for the situation where no statistics are known. If the forgetting factor in the RLS method is constant, the acquisition performance only improves in the initial stage. However, with the variable forgetting factor adaptive to the measurements, the DPLL shows excellent acquisition and tracking performance under a non-stationary environment which are comparable to that based on the adaptive Kalman filter with lock detection algorithm.

[1]  Floyd M. Gardner,et al.  Phaselock techniques , 1984, IEEE Transactions on Systems, Man, and Cybernetics.

[2]  Masao Nakagawa,et al.  Phase synchronizer for fading channels with the modified method of least squares , 1990, International Conference on Acoustics, Speech, and Signal Processing.

[3]  Gerd Ascheid,et al.  Adaptive synchronization and channel parameter estimation using an extended Kalman filter , 1989, IEEE Trans. Commun..

[4]  Richard D. Gitlin,et al.  Adaptive carrier recovery systems for digital data communications receivers , 1989, IEEE J. Sel. Areas Commun..

[5]  Beomsup Kim Optical MMSE gear-shifting algorithm for the fast synchronization of DPLL , 1993, 1993 IEEE International Symposium on Circuits and Systems.

[6]  Naokazu Hamamoto Differential detection with IIR filter for improving DPSK detection performance , 1996, IEEE Trans. Commun..

[7]  A. Albert,et al.  A Method for Computing Least Squares Estimators that Keep Up with the Data , 1965 .

[8]  Michael P. Fitz,et al.  Decision-directed burst-mode carrier synchronization techniques , 1992, IEEE Trans. Commun..

[9]  Peter F. Driessen DPLL bit synchronizer with rapid acquisition using adaptive Kalman filtering techniques , 1994, IEEE Trans. Commun..

[10]  P. Kumar,et al.  Theory and practice of recursive identification , 1985, IEEE Transactions on Automatic Control.

[11]  Lennart Ljung,et al.  Theory and Practice of Recursive Identification , 1983 .

[12]  T. R. Fortescue,et al.  Implementation of self-tuning regulators with variable forgetting factors , 1981, Autom..