“…periodic) components Davis, 1991, 2002;Hamilton, 1994). Prominent examples that are frequently used for the analysis of realworld time series, including such obtained from geological archives (Schulz and Stattegger, 1997;Schulz and Mudelsee, 2002;Mudelsee et al, 2009;Rehfeld et al, 2011), are correlation functions and power spectra. On the other hand, nonlinear methods follow a dynamical systems point of view, implicitly assuming the presence of certain types of deterministic behaviour Kantz and Schreiber, 1997;Donner and Barbosa, 2008).…”