This session is open to contributions related to the analysis of time series in all geoscientific disciplines. We welcome contributions on novel methods of (especially nonlinear) time series (or, more general, data) analysis and their application to geoscientific observations and/or models.

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