Ultra-short-term prediction of LOD using LSTM neural networks

J Gou, M Kiani Shahvandi, R Hohensinn, B Soja - Journal of Geodesy, 2023 - Springer
Earth orientation parameters (EOPs) are essential in geodesy, linking the terrestrial and
celestial reference frames. Due to the time needed for data processing and combining …

Global zenith wet delay modeling with surface meteorological data and machine learning

Q Li, J Böhm, L Yuan, R Weber - GPS Solutions, 2024 - Springer
The tropospheric delay is a major error source for space geodetic techniques, and the
performance of its modeling is significantly limited due to the high spatiotemporal variability …

Tropospheric delays derived from ground meteorological parameters: comparison between machine learning and empirical model approaches

L Miotti, E Shehaj, A Geiger, S D'Aronco… - 2020 European …, 2020 - ieeexplore.ieee.org
High spatio-temporal variability of atmospheric water vapor is directly reflected in the
tropospheric pathdelays that microwave satellite signals experience. The so-called zenith …

[HTML][HTML] High-resolution tropospheric refractivity fields by combining machine learning and collocation methods to correct earth observation data

E Shehaj, L Miotti, A Geiger, S D'Aronco, JD Wegner… - Acta Astronautica, 2023 - Elsevier
Signals used for Earth observation, when travelling through the atmosphere, are sensitive to
refractivity; especially high spatio-temporal variations of water vapor are difficult to model …

Mean Tropospheric Temperature Estimation Using Deep Learning and Ensemble Methods

D Brum, VF Rofatto, L Gonzaga… - IGARSS 2022-2022 …, 2022 - ieeexplore.ieee.org
The Precipitable Water Vapor is an important quantity for both meteorological and GNSS
satellite-based positioning applications. Its quantification is closely related to the mean …

[PDF][PDF] GFZ Analysis Center 2019–2020 Report

R Heinkelmann, S Glaser, G Beyerle, H Schuh… - ivscc.gsfc.nasa.gov
GFZ Analysis Center 2019–2020 Report Page 1 GFZ Analysis Center 2019–2020 Report
Robert Heinkelmann1, Susanne Glaser1, Georg Beyerle1, Harald Schuh1,2, James …