Affiliation:
1. Physics Department, Lancaster University 1 , Lancaster LA1 4YB, United Kingdom
2. Department of Mathematics and Statistics, University of Exeter 2 , Exeter, United Kingdom
Abstract
Coherence measures the similarity of progression of phases between oscillations or waves. When applied to multi-scale, nonstationary dynamics with time-varying amplitudes and frequencies, high values of coherence provide a useful indication of interactions, which might otherwise go unnoticed. However, the choice of analyzing coherence based on phases and amplitudes (amplitude-weighted phase coherence) vs only phases (phase coherence) has long been seen as arbitrary. Here, we review the concept of coherence and focus on time-localized methods of analysis, considering both phase coherence and amplitude-weighted phase coherence. We discuss the importance of using time-localized analysis and illustrate the methods and their practicalities on both numerically modeled and real time-series. The results show that phase coherence is more robust than amplitude-weighted phase coherence to both noise perturbations and movement artifacts. The results also have wider implications for the analysis of real data and the interpretation of physical systems.
Funder
Engineering and Physical Sciences Research Council
Action Medical Research
Sir John Fisher Foundation
Seventh Framework Programme
Horizon 2020 Framework Programme
The Slovenian Research Agency (ARRS), Slovenia
EPSRC, UK jointly with MyMind GmbH—Brain Hero, Vienna, Austria