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Reconstructing effective phase connectivity of oscillator networks from observations

Authors :
Arkady Pikovsky
Michael Rosenblum
Bjoern Kralemann
Publication Year :
2014

Abstract

We present a novel approach for recovery of the directional connectivity of a small oscillator network by means of the phase dynamics reconstruction from multivariate time series data. The main idea is to use a triplet analysis instead of the traditional pairwise one. Our technique reveals an effective phase connectivity which is generally not equivalent to a structural one. We demonstrate that by comparing the coupling functions from all possible triplets of oscillators, we are able to achieve in the reconstruction a good separation between existing and non-existing connections, and thus reliably reproduce the network structure.

Details

Language :
English
Database :
OpenAIRE
Accession number :
edsair.doi.dedup.....82cda049f1dec3bdb82e066443b29a47