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Published in 2024 at "GPS Solutions"
DOI: 10.1007/s10291-024-01676-w
Abstract: The Low Earth Orbit (LEO) enhanced Global Navigation Satellite System (LeGNSS) relies on LEO satellites to broadcast GNSS-like navigation signals, providing real-time satellite orbit and clock information to enhance GNSS service performance. To ensure real-time…
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Keywords:
navigation;
accelerometer data;
orbit;
orbit prediction ... See more keywords
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Published in 2019 at "Acta Astronautica"
DOI: 10.1016/j.actaastro.2019.05.014
Abstract: Abstract A machine learning (ML) approach has been recently proposed to improve the orbit prediction accuracy of resident space objects (RSOs) through learning from historical data. Previous results have shown that the ML approach can…
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Keywords:
orbit prediction;
gaussian processes;
prediction accuracy;
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Published in 2017 at "Advances in Space Research"
DOI: 10.1016/j.asr.2017.09.022
Abstract: Abstract Analysis centers (ACs) for global navigation satellite systems (GNSSs) cannot accurately obtain real-time Earth rotation parameters (ERPs). Thus, the prediction of ultra-rapid orbits in the international terrestrial reference system (ITRS) has to utilize the…
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Keywords:
ultra rapid;
correction;
orbit prediction;
rapid orbit ... See more keywords
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Published in 2019 at "Journal of Spatial Science"
DOI: 10.1080/14498596.2017.1371089
Abstract: Abstract The accuracy of atmospheric mass density models is critical for OP (orbit prediction) of LEO (low earth orbit) space objects. This paper studies the effects of three methods on the improvement of OP accuracy…
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Keywords:
leo objects;
mass density;
prediction leo;
orbit prediction ... See more keywords
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Published in 2025 at "IEEE Internet of Things Journal"
DOI: 10.1109/jiot.2024.3424672
Abstract: Satellites play a crucial role in Internet of Things (IoT) applications that require precise positioning. Satellite orbit prediction serves as the foundation for providing accurate terminal location services. However, traditional satellite orbit prediction faces challenges…
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Keywords:
satellite orbit;
prediction;
internet things;
orbit ... See more keywords
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Published in 2024 at "IEEE Transactions on Aerospace and Electronic Systems"
DOI: 10.1109/taes.2024.3383430
Abstract: This article introduces a novel approach to improving the accuracy of satellite orbit prediction (OP) by combining XGBoost with the extended Kalman filter (EKF). While EKF is a well-established method in orbit determination, it falls…
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Keywords:
method;
orbit;
orbit separate;
orbit prediction ... See more keywords