Key result
The 0-1 test reveals healthy PPG signals are quasi-periodic on small and chaotic on large timescales.
Why the study?
The PPG signal contains extensive physiological dynamics information beyond heart rate and oxygen saturation, and a modified 0-1 test allows evaluation of dynamic behaviors in biological signals.
Answers are grounded in this paper and cite their sources.
The modified 0-1 test reveals that PPG signals exhibit quasi-periodic behavior on small timescales and chaotic or aperiodic behavior on large timescales.
The 0–1 test distinguishes between regular and chaotic dynamics for a deterministic system using a time series as a starting point without appealing to any state space reconstruction method. A modification of the 0–1 test allows for the determination of a more comprehensive range of signal dynamic behaviors, particularly in the field of biological signals. We report the results of applying the test and study with more details the PhotoPlethysmoGraphic (PPG) signal behavior from different healthy young subjects, although its use is extensible to other biological signals. While mainly used for heart rate and blood oxygen saturation monitoring, the PPG signal contains extensive physiological dynamics information. We show that the PPG signal, on a healthy young individual, is predominantly quasi-periodic on small timescales (short span of time concerning the dominant frequency). However, on large timescales, PPG signals yield an aperiodic behavior that can be firmly chaotic or a prior transition via an SNA (Strange Nonchaotic Attractor). The results are based on the behavior of well-known time series that are random, chaotic, aperiodic, periodic, and quasi-periodic.
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Pedro-Carracedo et al. (2021) studied Healthy. 0-1 test was evaluated on PPG signal dynamic behavior. The 0-1 test revealed that PPG signals in healthy young individuals are predominantly quasi-periodic on small timescales and aperiodic or chaotic on large timescales.
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