This interdisciplinary session welcomes contributions on novel conceptual approaches and methods for the analysis of observational as well as model time series and associated uncertainties from all geoscientific disciplines.

Methods to be discussed include, but are not limited to:
- linear and nonlinear methods of time series analysis
- time-frequency methods
- predictive approaches
- statistical inference for nonlinear time series
- nonlinear statistical decomposition and related techniques for multivariate and spatio-temporal data
- nonlinear correlation analysis and synchronisation
- surrogate data techniques
- filtering approaches and nonlinear methods of noise reduction

We particularly encourage submissions addressing the problem of uncertainty of geoscientific time series and its treatment in the context of statistical and dynamical analysis, including:
- representation of time series with uncertain dating (in particular paleoclimatic records from ice cores, sediments, speleothems etc.)
- uncertainties in change point / transition detection
- uncertainty propagation in time series methods like correlation, synchronization, spectral analysis, PCA, networks, and similar techniques
- uncertainty propagation in empirical (i.e., data-derived) inverse models

Co-organized as AS5.17/CL5.24/HS3.7/NH11.5/SM7.7
Convener: Reik Donner | Co-conveners: Andrea Toreti, Niklas Boers, Bedartha Goswami, Aljoscha Rheinwalt
| Mon, 08 Apr, 08:30–10:15
Room L3
| Attendance Tue, 09 Apr, 14:00–15:45
Hall X4

Attendance time: Tuesday, 9 April 2019, 14:00–15:45 | Hall X4

Applications in Space Physics
Hall X4
X4.208 |
An entropic analysis of the polar cap current systems
Giulia D'Angelo, Mirko Piersanti, Massimo Materassi, and Giuseppe Consolini
X4.209 |
Path integrals in ionospheric science
Massimo Materassi
X4.211 |
Giuseppe Consolini, Tommaso Alberti, Paola De Michelis, Monica Laurenza, and Maria Federica Marcucci
X4.212 |
Constantinos Papadimitriou, Georgios Balasis, and Adamantia Zoe Boutsi
Application in Climate and Atmospheric Sciences
X4.214 |
Tracing human behavior in meteorological records: a case of personal exposure to solar UVR time series
Suzana Blesic, David Jean du Preez, Caradee Wright, Djordje Stratimirovic, Jelena Ajtic, and Martin Allen
X4.215 |
Praveen Kumar Pothapakula, Cristina Primo, and Bodo Ahrens
X4.217 |
Mohamed Laib, Fabian Guignard, Mikhail Kanevski, and Luciano Telesca
X4.218 |
Mikhail Kanevski, Mohamed Laib, Fabian Guignard, and Federico Amato
X4.219 |
Fabian Guignard, Dasaraden Mauree, Michele Lovallo, Mikhail Kanevski, and Luciano Telesca
X4.221 |
| presentation
Norbert Marwan, Hauke Krämer, and Karoline Wiesner
Applications in Other Fields
X4.222 |
Time series analysis of Groundwater Storage (GWS) variation for the Indo-Gangetic plain using GRACE data
(withdrawn after no-show)
Saurabh srivastava
X4.225 |
Huseyin Duman and Dogan Ugur Sanli
X4.226 |
Duncan Edwards, Cedric Schmelzbach, Luigi Ferraioli, and Domenico Giardini