Within-cycle instantaneous frequency profiles report oscillatory waveform dynamics

Author:

Quinn Andrew J.1ORCID,Lopes-dos-Santos Vítor2,Huang Norden345,Liang Wei-Kuang56,Juan Chi-Hung56,Yeh Jia-Rong45,Nobre Anna C.17ORCID,Dupret David2ORCID,Woolrich Mark W.1

Affiliation:

1. Oxford Centre for Human Brain Activity, Wellcome Centre for Integrative Neuroimaging, Department of Psychiatry, University of Oxford, Oxford, United Kingdom

2. Medical Research Council Brain Network Dynamics Unit, Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, United Kingdom

3. Data Analysis and Application Laboratory, Innovation Centre, The First Institute of Oceanography, Qingdao, China

4. Pilot National Laboratory for Marine Science and Technology, Qingdao, China

5. Cognitive Intelligence and Precision Healthcare Centre, National Central University, Taoyuan City, Taiwan

6. Institute of Cognitive Neuroscience, National Central University, Taoyuan City, Taiwan

7. Department of Experimental Psychology, University of Oxford, Oxford, United Kingdom

Abstract

We propose a novel analysis approach quantifying nonsinusoidal waveform shape. The approach isolates oscillations with empirical mode decomposition before waveform shape is quantified using phase-aligned instantaneous frequency. This characterizes the full shape profile of individual cycles while accounting for between-cycle differences in duration, amplitude, and timing. We validated in simulations before applying to identify a range of data-driven nonsinusoidal shape motifs in hippocampal theta oscillations.

Funder

UKRI | Medical Research Council

Wellcome Trust

James S. McDonnell Foundation

Publisher

American Physiological Society

Subject

Physiology,General Neuroscience

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