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Autori principali: Dutta, Maitreyee, Chen, Jiayu, Koike, Masakazu, Yano, Yuichiro, Hanado, Yuko, Ishizaki, Takayuki
Natura: Preprint
Pubblicazione: 2026
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Accesso online:https://arxiv.org/abs/2604.00631
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author Dutta, Maitreyee
Chen, Jiayu
Koike, Masakazu
Yano, Yuichiro
Hanado, Yuko
Ishizaki, Takayuki
author_facet Dutta, Maitreyee
Chen, Jiayu
Koike, Masakazu
Yano, Yuichiro
Hanado, Yuko
Ishizaki, Takayuki
contents In this manuscript, we propose a novel optimal Global Navigation Satellite System (GNSS) time tracking algorithm to collectively steer an ensemble consisting of synchronising miniature atomic clocks towards standard GNSS time. The synchronising miniature atomic clocks generate a common synchronised time which has good short term performance but its accuracy and precision, which is measured by Allan variance, deteriorates in the long run. So, a supervisor designs and periodically broadcasts the proposed GNSS time tracking control to the ensemble miniature atomic clocks that steer the average of ensemble towards the average of GNSS receivers, which are receivers of GNSS time. The tracking control is constructed using a Kalman filter estimation process that estimates the difference in average of GNSS receivers and average of ensemble clocks by using relative clock readings between GNSS receivers and their adjacent ensemble clock. Under the influence of the periodically received tracking control, the stabilised ensemble clocks have better long term accuracy and precision over long averaging periods. Since the tracking control is designed to solely influence the average of the ensemble, the tracking process does not interfere with the synchronisation process and vice versa. The feedback matrix associated with the tracking control is obtained from an optimisation problem that minimises steady-state Allan variance. Numerical results are provided to show the efficacy of the proposed algorithm for enhancing long term performance.
format Preprint
id arxiv_https___arxiv_org_abs_2604_00631
institution arXiv
publishDate 2026
record_format arxiv
spellingShingle Optimal GNSS Time Tracking for Long-term Stable Time Realisation in Synchronised Atomic Clocks
Dutta, Maitreyee
Chen, Jiayu
Koike, Masakazu
Yano, Yuichiro
Hanado, Yuko
Ishizaki, Takayuki
Systems and Control
In this manuscript, we propose a novel optimal Global Navigation Satellite System (GNSS) time tracking algorithm to collectively steer an ensemble consisting of synchronising miniature atomic clocks towards standard GNSS time. The synchronising miniature atomic clocks generate a common synchronised time which has good short term performance but its accuracy and precision, which is measured by Allan variance, deteriorates in the long run. So, a supervisor designs and periodically broadcasts the proposed GNSS time tracking control to the ensemble miniature atomic clocks that steer the average of ensemble towards the average of GNSS receivers, which are receivers of GNSS time. The tracking control is constructed using a Kalman filter estimation process that estimates the difference in average of GNSS receivers and average of ensemble clocks by using relative clock readings between GNSS receivers and their adjacent ensemble clock. Under the influence of the periodically received tracking control, the stabilised ensemble clocks have better long term accuracy and precision over long averaging periods. Since the tracking control is designed to solely influence the average of the ensemble, the tracking process does not interfere with the synchronisation process and vice versa. The feedback matrix associated with the tracking control is obtained from an optimisation problem that minimises steady-state Allan variance. Numerical results are provided to show the efficacy of the proposed algorithm for enhancing long term performance.
title Optimal GNSS Time Tracking for Long-term Stable Time Realisation in Synchronised Atomic Clocks
topic Systems and Control
url https://arxiv.org/abs/2604.00631