|
|||||
|
|
Complex network approach for recurrence analysis of time series |
|
| Authors: | Norbert Marwan,Jonathan F. Donges,Yong Zou,Jü rgen Kurths |
| Affiliation: | a Potsdam Institute for Climate Impact Research, PO Box 601203, 14412 Potsdam, Germany b Department of Physics, Humboldt University Berlin, Newtonstr. 15, 12489 Berlin, Germany c Institute for Transport and Economics, Dresden University of Technology, Andreas-Schubert-Str. 23, 01062 Dresden, Germany d Graduate School of Science, Osaka Prefecture University, 1-1 Gakuencho, Naka-ku, Sakai 599-8531, Japan |
| Abstract: | We propose a novel approach for analysing time series using complex network theory. We identify the recurrence matrix (calculated from time series) with the adjacency matrix of a complex network and apply measures for the characterisation of complex networks to this recurrence matrix. By using the logistic map, we illustrate the potential of these complex network measures for the detection of dynamical transitions. Finally, we apply the proposed approach to a marine palaeo-climate record and identify the subtle changes to the climate regime. |
| Keywords: | 05.40.-a 05.45.-a 05.45.Tp 91.10.Vr 91.50.Jc |
| 本文献已被 ScienceDirect 等数据库收录！ | |