Multi-GNSS clock combination for PPP with an epoch-wise clock alignment and variance component estimation

Abstract Applications of Global Navigation Satellite Systems (GNSS) for positioning, navigation, and timing rely on precise orbit and satellite clock corrections provided by multiple Analysis Centers (ACs) of the International GNSS Service (IGS). To address modeling errors and data gaps inherent to individual ACs, the GNSS community develops and refines procedures for receiving a single, robust combined product. While the IGS has recently extended its combination products with demonstrational multi-GNSS solutions for GPS, Galileo, and GLONASS, these are not yet final operational products and do not include BeiDou. This study introduces an integrated operational framework for multi-GNSS clock combination, covering GPS, Galileo, GLONASS, and BeiDou, and implemented in open-access, open-source software using an epoch-wise alignment strategy and variance component estimation. The quality of the combined clocks is assessed through pairwise AC comparisons, frequency stability analysis, and Precise Point Positioning (PPP) results for IGS stations. The epoch-wise alignment strategy successfully removes the issue arising from the non-linear behavior of the ACs’ clock products and reduces inter-AC dispersion to around 0.05 ns. This approach also yields more stable AC weights over time and achieves a higher agreement with the AC products for the GPS and Galileo blocks by 30–70% than the linear-fit alignment strategy. PPP solutions based on the epoch-wise combination deliver coordinate estimates that match or surpass those obtained from individual ACs. Finally, the combination strategy improves reference frame stability, improving the parameter repeatability by up to 40% compared to individual ACs.

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Publication Details

Journal
GPS Solutions
Published
2026-09-28
DOI
https://doi.org/10.1007/s10291-026-02148-z
Primary Topic
GNSS positioning and interference
Type
article
Field-Weighted Citation Impact
0.00
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article

Multi-GNSS clock combination for PPP with an epoch-wise clock alignment and variance component estimation

Marcin Mikoś, Andreas Brack, Radosław Zajdel, Pierre Sakic et al.
GPS Solutions
GNSS positioning and interference
article

Multi-GNSS clock combination for PPP with an epoch-wise clock alignment and variance component estimation

Marcin Mikoś, Andreas Brack, Radosław Zajdel, Pierre Sakic, Jakub Białas, Krzysztof Sośnica, Gustavo Mansur
article en

Abstract

Abstract Applications of Global Navigation Satellite Systems (GNSS) for positioning, navigation, and timing rely on precise orbit and satellite clock corrections provided by multiple Analysis Centers (ACs) of the International GNSS Service (IGS). To address modeling errors and data gaps inherent to individual ACs, the GNSS community develops and refines procedures for receiving a single, robust combined product. While the IGS has recently extended its combination products with demonstrational multi-GNSS solutions for GPS, Galileo, and GLONASS, these are not yet final operational products and do not include BeiDou. This study introduces an integrated operational framework for multi-GNSS clock combination, covering GPS, Galileo, GLONASS, and BeiDou, and implemented in open-access, open-source software using an epoch-wise alignment strategy and variance component estimation. The quality of the combined clocks is assessed through pairwise AC comparisons, frequency stability analysis, and Precise Point Positioning (PPP) results for IGS stations. The epoch-wise alignment strategy successfully removes the issue arising from the non-linear behavior of the ACs’ clock products and reduces inter-AC dispersion to around 0.05 ns. This approach also yields more stable AC weights over time and achieves a higher agreement with the AC products for the GPS and Galileo blocks by 30–70% than the linear-fit alignment strategy. PPP solutions based on the epoch-wise combination deliver coordinate estimates that match or surpass those obtained from individual ACs. Finally, the combination strategy improves reference frame stability, improving the parameter repeatability by up to 40% compared to individual ACs.

GPS SolutionsVol. 30(4)
Centre National de la Recherche Scientifique (FR), Institut de physique du globe de Paris (FR), Université Paris Cité (FR), Wrocław University of Environmental and Life Sciences (PL), Research Institute of Geodesy, Topography and Cartography (CZ), GFZ Helmholtz Centre for Geosciences (DE), Universidade Federal do Paraná (BR)
Openalex Percentile: Top 8%
GNSS positioning and interference
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