Title :
Linear and non-linear interdependence of EEG and HRV frequency bands in human sleep
Author :
Chaparro-Vargas, Ramiro ; Dissanayaka, P. Chamila ; Patti, Chanakya Reddy ; Schilling, Claudia ; Schredl, Michael ; Cvetkovic, Dean
Author_Institution :
Sch. of Electr. & Comput. Eng., RMIT Univ., Melbourne, VIC, Australia
Abstract :
The characterisation of functional interdependencies of the autonomic nervous system (ANS) stands an evergrowing interest to unveil electroencephalographic (EEG) and Heart Rate Variability (HRV) interactions. This paper presents a biosignal processing approach as a supportive computational resource in the estimation of sleep dynamics. The application of linear, non-linear methods and statistical tests upon 10 overnight polysomnographic (PSG) recordings, allowed the computation of wavelet coherence and phase locking values, in order to identify discerning features amongst the clinical healthy subjects. Our findings showed that neuronal oscillations θ, α and σ interact with cardiac power bands at mid-to-high rank of coherence and phase locking, particularly during NREM sleep stages.
Keywords :
cardiovascular system; electrocardiography; electroencephalography; medical signal processing; neurophysiology; sleep; statistical analysis; wavelet transforms; ANS; EEG; HRV frequency bands; Heart Rate Variability interactions; NREM sleep stages; PSG; autonomic nervous system; biosignal processing approach; cardiac power bands; electroencephalography; functional interdependency characterisation; human sleep; mid-to-high rank; neuronal oscillations; nonlinear interdependence; overnight polysomnographic recordings; phase locking values; sleep dynamic estimation; statistical tests; supportive computational resource; wavelet coherence computation; Coherence; Electroencephalography; Heart rate variability; Oscillators; Sleep; Synchronization; Time-frequency analysis;
Conference_Titel :
Engineering in Medicine and Biology Society (EMBC), 2014 36th Annual International Conference of the IEEE
Conference_Location :
Chicago, IL
DOI :
10.1109/EMBC.2014.6943764