Geodetic Time Series Analysis in Earth Sciences

✍ Scribed by Jean-Philippe Montillet, Machiel S. Bos

• Publisher: Springer International Publishing
• Year: 2020
• Tongue: English
• Leaves: 437
• Series: Springer Geophysics
• Edition: 1st ed. 2020
• Category: Library

✦ Synopsis

This book provides an essential appraisal of the recent advances in technologies, mathematical models and computational software used by those working with geodetic data. It explains the latest methods in processing and analyzing geodetic time series data from various space missions (i.e. GNSS, GRACE) and other technologies (i.e. tide gauges), using the most recent mathematical models. The book provides practical examples of how to apply these models to estimate seal level rise as well as rapid and evolving land motion changes due to gravity (ice sheet loss) and earthquakes respectively. It also provides a necessary overview of geodetic software and where to obtain them.

✦ Table of Contents

Front Matter ....Pages i-xxi
The Art and Science of Trajectory Modelling (Michael Bevis, Jonathan Bedford, Dana J. Caccamise II)....Pages 1-27
Introduction to Geodetic Time Series Analysis (Machiel S. Bos, Jean-Philippe Montillet, Simon D. P. Williams, Rui M. S. Fernandes)....Pages 29-52
Markov Chain Monte Carlo and the Application to Geodetic Time Series Analysis (German Olivares-Pulido, Felix Norman Teferle, Addisu Hunegnaw)....Pages 53-138
Introduction to Dynamic Linear Models for Time Series Analysis (Marko Laine)....Pages 139-156
Fast Statistical Approaches to Geodetic Time Series Analysis (Michael A. Floyd, Thomas A. Herring)....Pages 157-183
Least Squares Contribution to Geodetic Time Series Analysis (Alireza Amiri-Simkooei)....Pages 185-209
Modelling the GNSS Time Series: Different Approaches to Extract Seasonal Signals (Anna Klos, Janusz Bogusz, Machiel S. Bos, Marta Gruszczynska)....Pages 211-237
Stochastic Modelling of Geophysical Signal Constituents Within a Kalman Filter Framework (Olga Engels)....Pages 239-260
Filtering of GPS Time Series Using Geophysical Models and Common Mode Error Analysis (Xiaoxing He, Jean-Philippe Montillet, Machiel S. Bos, Rui M. S. Fernandes, Weiping Jiang, Kegen Yu)....Pages 261-278
Comparison of Spacewise and Timewise Methods for GRACE Gravity Field Recovery (Neda Darbeheshti, Florian Wöske, Matthias Weigelt, Hu Wu, Christopher Mccullough)....Pages 279-315
Estimation of the Vertical Land Motion from GNSS Time Series and Application in Quantifying Sea-Level Rise (Jean-Philippe Montillet, Machiel S. Bos, Timothy I. Melbourne, Simon D. P. Williams, Rui M. S. Fernandes, Walter M. Szeliga)....Pages 317-344
Time Series Analysis of Rapid GNSS Measurements for Quasi-static and Dynamic Bridge Monitoring (Gethin Wyn Roberts, Xiaolin Meng, Panos Psimoulis, Christopher J. Brown)....Pages 345-417
Conclusions and Future Challenges in Geodetic Time Series Analysis (Jean-Philippe Montillet, Machiel S. Bos)....Pages 419-422

✦ Subjects

Earth Sciences; Geophysics/Geodesy; Remote Sensing/Photogrammetry; Information Systems Applications (incl.Internet); Geophysics and Environmental Physics; Statistics for Engineering, Physics, Computer Science, Chemistry and Earth Sciences