A Method to Accelerate the Convergence of Satellite Clock Offset Estimation Considering the Time-Varying Code Biases

Continuous and stable precision satellite clock offsets are an important guarantee for real-time precise point positioning (PPP). However, in real-time PPP, the estimation of a satellite clock is often interrupted for various reasons such as network fluctuations, which leads to a long time for clock...

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Main Authors: Shuai Liu, Yunbin Yuan
Format: Article
Language:English
Published: MDPI AG 2021-07-01
Series:Remote Sensing
Subjects:
Online Access:https://www.mdpi.com/2072-4292/13/14/2714
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spelling doaj-290e2ec4e31a4913bba6325c5066712d2021-07-23T14:04:19ZengMDPI AGRemote Sensing2072-42922021-07-01132714271410.3390/rs13142714A Method to Accelerate the Convergence of Satellite Clock Offset Estimation Considering the Time-Varying Code BiasesShuai Liu0Yunbin Yuan1State Key Laboratory of Geodesy and Earth’s Dynamics, Innovation Academy for Precision Measurement Science and Technology, Wuhan 430071, ChinaState Key Laboratory of Geodesy and Earth’s Dynamics, Innovation Academy for Precision Measurement Science and Technology, Wuhan 430071, ChinaContinuous and stable precision satellite clock offsets are an important guarantee for real-time precise point positioning (PPP). However, in real-time PPP, the estimation of a satellite clock is often interrupted for various reasons such as network fluctuations, which leads to a long time for clocks to converge again. Typically, code biases are assumed to stay constant over time in clock estimation according to the current literature. In this contribution, it is shown that this assumption reduces the convergence speed of estimation, and the satellite clocks are still unstable for several hours after convergence. For this reason, we study the influence of different code bias extraction schemes, that is, taking code biases as constants, extracting satellite code biases (SCBs), extracting receiver code biases (RCBs) and simultaneously extracting SCBs and RCBs, on satellite clock estimation. Results show that, the time-varying SCBs are the main factors leading to the instability of satellite clocks, and considering SCBs in the estimation can significantly accelerate the filter convergence and improve the stability of clocks. Then, the products generated by introducing SCBs in the clock estimation based on undifferenced observations are applied to PPP experiments. Compared with the original undifferenced model, clocks estimated using the new method can significantly accelerate the convergence speed of PPP and improve the positioning accuracy, which illustrates that our estimated clocks are effective and superior.https://www.mdpi.com/2072-4292/13/14/2714precise point positioningsatellite code biassatellite clock offsetsundifferenced observations
collection DOAJ
language English
format Article
sources DOAJ
author Shuai Liu
Yunbin Yuan
spellingShingle Shuai Liu
Yunbin Yuan
A Method to Accelerate the Convergence of Satellite Clock Offset Estimation Considering the Time-Varying Code Biases
Remote Sensing
precise point positioning
satellite code bias
satellite clock offsets
undifferenced observations
author_facet Shuai Liu
Yunbin Yuan
author_sort Shuai Liu
title A Method to Accelerate the Convergence of Satellite Clock Offset Estimation Considering the Time-Varying Code Biases
title_short A Method to Accelerate the Convergence of Satellite Clock Offset Estimation Considering the Time-Varying Code Biases
title_full A Method to Accelerate the Convergence of Satellite Clock Offset Estimation Considering the Time-Varying Code Biases
title_fullStr A Method to Accelerate the Convergence of Satellite Clock Offset Estimation Considering the Time-Varying Code Biases
title_full_unstemmed A Method to Accelerate the Convergence of Satellite Clock Offset Estimation Considering the Time-Varying Code Biases
title_sort method to accelerate the convergence of satellite clock offset estimation considering the time-varying code biases
publisher MDPI AG
series Remote Sensing
issn 2072-4292
publishDate 2021-07-01
description Continuous and stable precision satellite clock offsets are an important guarantee for real-time precise point positioning (PPP). However, in real-time PPP, the estimation of a satellite clock is often interrupted for various reasons such as network fluctuations, which leads to a long time for clocks to converge again. Typically, code biases are assumed to stay constant over time in clock estimation according to the current literature. In this contribution, it is shown that this assumption reduces the convergence speed of estimation, and the satellite clocks are still unstable for several hours after convergence. For this reason, we study the influence of different code bias extraction schemes, that is, taking code biases as constants, extracting satellite code biases (SCBs), extracting receiver code biases (RCBs) and simultaneously extracting SCBs and RCBs, on satellite clock estimation. Results show that, the time-varying SCBs are the main factors leading to the instability of satellite clocks, and considering SCBs in the estimation can significantly accelerate the filter convergence and improve the stability of clocks. Then, the products generated by introducing SCBs in the clock estimation based on undifferenced observations are applied to PPP experiments. Compared with the original undifferenced model, clocks estimated using the new method can significantly accelerate the convergence speed of PPP and improve the positioning accuracy, which illustrates that our estimated clocks are effective and superior.
topic precise point positioning
satellite code bias
satellite clock offsets
undifferenced observations
url https://www.mdpi.com/2072-4292/13/14/2714
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