Research on secondary frequency standards control algorithm based on linear quadratic regulator

With the development of Low Earth Orbit (LEO) satellite internet, the number of satellites in LEO constellations has been increasing. To reduce the construction costs of LEO satellites, they are often equipped with secondary frequency standards (primarily crystal oscillators and rubidium atomic clocks) as their time-frequency sources. In order to enhance the performance of these time-frequency sources, many scholars have been investigating methods to optimize secondary frequency standards. Concerning clock control algorithms, classical methods such as PID and Ping-Pong (PP) suffer from slow tuning and uncertainty about optimization. This paper introduces a clock control algorithm based on the Linear Quadratic Regulator (LQR), which determines the optimal adjustment through a designed cost function. The advantages of this algorithm include a clear optimization strategy and ease of parameter tuning. The algorithm proposed in this paper achieves superior performance in terms of both time deviation standard deviation and frequency stability when compared to the PID and Ping-Pong algorithms. After control, for the PID, PP, and LQR algorithms, the standard deviations of the crystal oscillator are 4.2E-9, 2.7E-9 and 1.8E-9, and it’s frequency stability (10000s) has improved to 8.1E-14, 6.1E-14 and 2.8E-14, and the rubidium clock's standard deviations enhanced to 2.6E-9, 5.2E-10 and 3.4E-10, the rubidium clock's frequency stability (10000s) has improved to 6.8E-14, 2.1E-14 and 2.1E-15.

Authors

Institutions

Publication Details

Published
2024-12-30
DOI
https://doi.org/10.1117/12.3052347
Citations
1
Primary Topic
Advanced Frequency and Time Standards
Type
article
Field-Weighted Citation Impact
0.34
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Research on secondary frequency standards control algorithm based on linear quadratic regulator

Xin Yang, Jinyu Wang, Jing Peng, Ming Ma et al.
1 citations
Advanced Frequency and Time Standards
0.34
article

Research on secondary frequency standards control algorithm based on linear quadratic regulator

Xin Yang, Jinyu Wang, Jing Peng, Ming Ma, Hang Gong, Zongnan Li
article en
1 citations

Abstract

With the development of Low Earth Orbit (LEO) satellite internet, the number of satellites in LEO constellations has been increasing. To reduce the construction costs of LEO satellites, they are often equipped with secondary frequency standards (primarily crystal oscillators and rubidium atomic clocks) as their time-frequency sources. In order to enhance the performance of these time-frequency sources, many scholars have been investigating methods to optimize secondary frequency standards. Concerning clock control algorithms, classical methods such as PID and Ping-Pong (PP) suffer from slow tuning and uncertainty about optimization. This paper introduces a clock control algorithm based on the Linear Quadratic Regulator (LQR), which determines the optimal adjustment through a designed cost function. The advantages of this algorithm include a clear optimization strategy and ease of parameter tuning. The algorithm proposed in this paper achieves superior performance in terms of both time deviation standard deviation and frequency stability when compared to the PID and Ping-Pong algorithms. After control, for the PID, PP, and LQR algorithms, the standard deviations of the crystal oscillator are 4.2E-9, 2.7E-9 and 1.8E-9, and it’s frequency stability (10000s) has improved to 8.1E-14, 6.1E-14 and 2.8E-14, and the rubidium clock's standard deviations enhanced to 2.6E-9, 5.2E-10 and 3.4E-10, the rubidium clock's frequency stability (10000s) has improved to 6.8E-14, 2.1E-14 and 2.1E-15.

National University of Defense Technology (CN), Beijing Satellite Navigation Center (CN)
Openalex Percentile: Top 37%
Advanced Frequency and Time Standards
0.34
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Research on secondary frequency standards control algorithm based on linear quadratic regulator — Xin Yang, Jinyu Wang, et al. · (2024) | TGRS Research Map | TGRS