Plenary Lecture
GPS-based Optimal FIR Filtering of
Discrete-time Clock Models

Professor Yuriy S. Shmaliy
Department of Electronics
FIMEE (Guanajuato University)
Salamanca, 36885, Mexico
E-mail: shmaliy@salamanca.ugto.mx
Abstract: Although Time is a perfect eraser of any information (we
have only a few evidences of ancient civilizations), modern digital
information technologies rely on an extremely high accuracy of local
timescales. The function of time dissemination is ordered to the Global
Navigation Satellite Systems (GNSS) such as the Global Positioning System
(GPS) measuring up to world standards for signals and systems. Even so,
precision of the disseminated time is limited with noise, which standard
deviation using commercially available timing receivers is about 30 ns, can
reach 10-20 ns and may be improved by removal of systematic errors to no
less than 3-5 ns. Precise correction of the local clock errors is hence not
always available and optimal estimators are used. The problem we meet here
is coupled with the nonstationary random behavior of the clock TIE and the
GPS time temporary uncertainties caused by different satellites in a view.
It arises in connection with the non Gaussian sawtooth noise induced by the
receiver owing to the principle of the one pulse per second (1PPS) signal
formation and with the non-white (colored) Gaussian noise of the clock
oscillator. Under such conditions, the standard Kalman algorithm cannot
always be used properly and may become noisy and unstable.This lecture
introduces readers to the finite impulse response (FIR) filtering approach
in applications to GPS-based measurements of the local clock errors.
Precision of such measurements is limited by the GPS time temporary
uncertainty and non Gaussian sawtooth noise induces by the GPS timing
receiver. Therefore, optimal solutions are needed to estimate the clock
instabilities. We give the fundamentals of FIR filtering, prediction, and
smoothing of the polynomial and state space clock models. Unbiased and
optimal FIR solutions are observed in line with the basic and thinning
algorithms. The trade-off with the Kalman-Bucy algorithm is also discussed.
It is noticed that, for large averaging horizons featured to slowly changing
with time clock models, simple unbiased FIR solutions become virtually
optimal. They may be the best choice in terms of simplicity, precision,
stability, and robustness in solving many of the clock problems in GPS-based
timekeeping and clock synchronization. Although, we discuss mostly an
applied computation problem associated with accurate estimation of clock
models, the results are readily extended to general polynomial discrete-time
state space models.
Brief Biography of the Speaker:
Dr. Yuriy S. Shmaliy is a Full Professor of Electronics of the School of
Mechanical, Electrical, and Electronic Engineering (FIMEE) of the University
of Guanajuato, Mexico. He received the B.S., M.S., and Ph.D. degrees in
1974, 1976 and 1982, respectively, from the Kharkiv Aviation Institute,
Ukraine, all in Electrical Engineering. In 1992 he received the Doctor of
Technical Sc. degree from the Kharkiv Railroad Institute. In March 1985, he
joined the Kharkiv Military University of Ukraine. He serves as Full
Professor beginning in 1986 and has a certificate of Professor from the
Ukrainian Government in 1993. Since 1993 to 1999, he has been a
director-collaborator of the Scientific Center “Sichron” (Kharkiv, Ukraine)
working in the field of precision time. In 1999, he joined the Kharkiv
National University of Radio Electronics, and, since November 1999, he has
been with the Guanajuato University of Mexico as a full professor with
tenure. Dr. Shmaliy has 14 books, handbooks, and manuals. He has 240 Journal
and Conference papers and 80 patents. His textbooks Continuous-Time Signals
and Continuous-Time Systems intended for students of all levels of education
were published by Springer. He was rewarded a title, Honorary Radio Engineer
of the USSR, in 1991; was listed in Marquis Who's Who in the World in 1998;
and was listed in Outstanding People of the 20th Century, Cambridge, England
in 1999. He is a Senior Member of the IEEE and belongs to several other
professional Societies. He is a member of the Organizing and Program
Committees of various Int. Symposia. He is a founder and organizer of the
Int. Symposium on Precision Oscillators in Electronics and Optics. His
current interests include the stochastic systems theory, precision
resonators and oscillators, probabilistic methods of information theory, and
computational methods of optimal estimation and statistical signal
processing.