Neural ODE Differential Learning and Its Application in Polar Motion Prediction

Inclusion of data uncertainty in machine learning and its application in geodetic data science, with case studies for the prediction of Earth orientation parameters and GNSS station coordinate time series

(2022) Mostafa Kiani Shahvandi et al.   ADVANCES IN SPACE RESEARCH

Analysis and prediction of polar motion using MSSA method

(2021) Xin Jin et al.   EARTH PLANETS AND SPACE

Improving Atmospheric Angular Momentum Forecasts by Machine Learning

(2021) R. Dill et al.   Earth and Space Science

A new hybrid method to improve the ultra-short-term prediction of LOD

(2020) Sadegh Modiri et al.   JOURNAL OF GEODESY

Evaluating Processing Choices for the Geodetic Estimation of Earth Orientation Parameters With Numerical Models of Global Geophysical Fluids

(2020) R. Dill et al.   JOURNAL OF GEOPHYSICAL RESEARCH-SOLID EARTH

An Experimental Review on Deep Learning Architectures for Time Series Forecasting

(2020) Pedro Lara-Benitez et al.   International Journal of Neural Systems

Sub-daily polar motion from GPS, GLONASS, and Galileo

(2020) Radosław Zajdel et al.   JOURNAL OF GEODESY

Predicting Earth orientation changes from global forecasts of atmosphere-hydrosphere dynamics

(2018) Henryk Dobslaw et al.   ADVANCES IN SPACE RESEARCH

Improved 90-day Earth orientation predictions from angular momentum forecasts of atmosphere, ocean, and terrestrial hydrosphere

(2018) R. Dill et al.   JOURNAL OF GEODESY

Statistical and Machine Learning forecasting methods: Concerns and ways forward

(2018) Spyros Makridakis et al.   PLoS One

Polar motion prediction using the combination of SSA and Copula-based analysis

(2018) Sadegh Modiri et al.   EARTH PLANETS AND SPACE

The crustal dynamics data information system: A resource to support scientific analysis using space geodesy

(2010) Carey E. Noll   ADVANCES IN SPACE RESEARCH

Short-term polar motion forecasts from earth system modeling data

(2010) R. Dill et al.   JOURNAL OF GEODESY

Achievements of the Earth orientation parameters prediction comparison campaign

(2010) M. Kalarus et al.   JOURNAL OF GEODESY

Seasonal polar motion excitation from numerical models of atmosphere, ocean, and continental hydrosphere

(2010) H. Dobslaw et al.   JOURNAL OF GEOPHYSICAL RESEARCH

Long-term polar motion excited by ocean thermal expansion

(2009) Felix W. Landerer et al.   GEOPHYSICAL RESEARCH LETTERS

Atmospheric and oceanic forcing of the rapid polar motion

(2009) Christian Bizouard et al.   JOURNAL OF GEODESY

An improved empirical model for the effect of long-period ocean tides on polar motion

(2008) Richard S. Gross   JOURNAL OF GEODESY