DocumentCode
11793
Title
An Event-Based Kalman Filter for Clock Synchronization
Author
Giorgi, Giada
Author_Institution
Dept. of Inf. Eng., Univ. of Padova, Padua, Italy
Volume
64
Issue
2
fYear
2015
fDate
Feb. 2015
Firstpage
449
Lastpage
457
Abstract
The distribution of a time reference has long been a significant research topic in measurement and different solutions have been proposed over the years. In this context, the design of servo clocks plays an important role to get better performances by smoothing the influence of noise sources affecting a synchronization system. A servo clock is asked to provide an adaptive and conservative measure of the time distance between the local clock and the time reference by minimizing, if possible, the energy consumption. In this paper, we propose a servo clock based on an efficient implementation of the Kalman filter (KF), called in the following event-based KF that allows to overcome drawbacks of existing KF-based servo clocks with furthermore a significant reduction of the computational cost. An in-depth analysis of the synchronization uncertainty has been reported to completely characterize the proposed solution; and finally, some guidelines on how to correctly initialize the KF are provided.
Keywords
Kalman filters; clocks; measurement uncertainty; servomechanisms; synchronisation; time measurement; clock synchronization; energy consumption; event-based KF; event-based Kalman filter; noise source smoothing; servoclock; synchronization system; time distance measurement; time reference distribution; Clocks; Kalman filters; Noise; Oscillators; Servomotors; Synchronization; Uncertainty; Clock modeling; Kalman filtering; event-based systems; synchronization; uncertainty analysis;
fLanguage
English
Journal_Title
Instrumentation and Measurement, IEEE Transactions on
Publisher
ieee
ISSN
0018-9456
Type
jour
DOI
10.1109/TIM.2014.2340631
Filename
6871371
Link To Document