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Adaptive Gaussian mixture model driven level set segmentation for remote pulse rate detection
(2021)
Photoplethysmography (PPG) allows various statements about the physiological state. It supports multiple recording setups, i.e., application to various body sites and different acquisition modes, rendering the technique a versatile tool for various situations. Owing to anatomical, physiological and metrological factors, PPG signals differ with the actual setup. Research on such differences can deepen the understanding of prevailing physiological mechanisms and path the way towards improved or novel methods for PPG analysis. The presented work systematically investigates the impact of the cold pressor test (CPT), i.e., a painful stimulus, on the morphology of PPG signals considering different recording setups. Our investigation compares contact PPG recorded at the finger, contact PPG recorded at the earlobe and imaging PPG (iPPG), i.e., non-contact PPG, recorded at the face. The study bases on own experimental data from 39 healthy volunteers. We derived for each recording setup four common morphological PPG features from three intervals around CPT. For the same intervals, we derived blood pressure and heart rate as reference. To assess differences between the intervals, we used repeated measures ANOVA together with paired t-tests for each feature and we calculated Hedges’ g to quantify effect sizes. Our analyses show a distinct impact of CPT. As expected, blood pressure shows a highly significant and persistent increase. Independently of the recording setup, all PPG features show significant changes upon CPT as well. However, there are marked differences between recording setups. Effect sizes generally differ with the finger PPG showing the strongest response. Moreover, one feature (pulse width at half amplitude) shows an inverse behavior in finger PPG and head PPG (earlobe PPG and iPPG). In addition, iPPG features behave partially different from contact PPG features as they tend to return to baseline values while contact PPG features remain altered. Our findings underline the importance of recording setup and physiological as well as metrological differences that relate to the setups. The actual setup must be considered in order to properly interpret features and use PPG. The existence of differences between recording setups and a deepened knowledge on such differences might open up novel diagnostic methods in the future.
Photoplethysmography imaging (PPGI) can yield far- reaching statements on the health state in a convenient way. The presented work investigates the morphology of PPGI signals upon stimulation in comparison to the be- havior of contact PPG signals. We use own experimental data of 39 healthy volunteers recorded during a cold pres- sure test (CPT). We analyze PPGI signals from the face and from the forearm together with contact PPG from the finger and the earlobe. Signals’ morphology is assessed by means of four common features at three time intervals around CPT. Our results show significant differences upon stimulation for most features from finger and earlobe PPG (p < 0.001). Even PPGI signals show significant differ- ences upon stimulation, though forearm signals’ analysis is hampered by a lower signal quality. Beyond a general effect of stimulation, there are differences in the signals’ behavior according to the recording setup. E.g., finger and forearm signals show stronger and even more persistent effects upon stimulation than earlobe and facial signals.
Our study highlights the importance of recording setup.
While care must be taken when knowledge or methods are transferred from contact PPG to PPGI, the found behavior opens novel analysis opportunities if multiple PPG signals are available.