Measurement of stress-induced sympathetic nervous activity using multi-wavelength PPG

Author:

Udhayakumar Radhagayathri1,Rahman Saifur1ORCID,Buxi Dilpreet2ORCID,Macefield Vaughan G.3,Dawood Tye3,Mellor Nicholas2,Karmakar Chandan1ORCID

Affiliation:

1. School of Information Technology Deakin University, Geelong 3225, Australia

2. Philia Labs Pty Ltd, Melbourne, Australia

3. Baker Heart and Diabetes Institute, Melbourne, Australia

Abstract

The onset of stress triggers sympathetic arousal (SA), which causes detectable changes to physiological parameters such as heart rate, blood pressure, dilation of the pupils and sweat release. The objective quantification of SA has tremendous potential to prevent and manage psychological disorders. Photoplethysmography (PPG), a non-invasive method to measure skin blood flow changes, has been used to estimate SA indirectly. However, the impact of various wavelengths of the PPG signal has not been investigated for estimating SA. In this study, we explore the feasibility of using various statistical and nonlinear features derived from peak-to-peak (AC) values of PPG signals of different wavelengths (green, blue, infrared and red) to estimate stress-induced changes in SA and compare their performances. The impact of two physical stressors: and Hand Grip are studied on 32 healthy individuals. Linear (Mean, s.d.) and nonlinear (Katz, Petrosian, Higuchi, SampEn, TotalSampEn) features are extracted from the PPG signal’s AC amplitudes to identify the onset, continuation and recovery phases of those stressors. The results show that the nonlinear features are the most promising in detecting stress-induced sympathetic activity. TotalSampEn feature was capable of detecting stress-induced changes in SA for all wavelengths, whereas other features (Petrosian, AvgSampEn) are significant (AUC ≥ 0.8) only for IR and Red wavelengths. The outcomes of this study can be used to make device design decisions as well as develop stress detection algorithms.

Publisher

The Royal Society

Subject

Multidisciplinary

Cited by 2 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Physiological Regularity and Synchrony in Individuals with Gaming Disorder;Entropy;2024-09-08

2. Automated estimation of blood pressure using PPG recordings: an updated review;Signal Processing Driven Machine Learning Techniques for Cardiovascular Data Processing;2024

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