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Updated: Jul 4, 2026

Using Near-Infrared Spectroscopy Wearable Devices to Identify Central Versus Peripheral Limitations During Exercise
Published on: December 19, 2024
Noninvasive detection of the hemodynamic stress of exercise using the photoplethysmogram
Stephen Paul Linder1, Suzanne Wendelken, Jeffrey Clayman
1Intel, One Cambridge Center, Cambridge, MA 02142, USA. spl@alum.mit.edu
Abstract:
Exercise induced hemodynamic stress has been studied extensively using a wide range of physiological sensors. While athletes can modulate their training intensity using EKG-based heart rate monitors, there are currently no noninvasive monitors that can be used to ascertain with a high degree of certainty the hemodynamic stress an individual is experiencing because of fatigue or an underlying pathology. We propose that cardiac stress will result in detectable changes in skin blood flow. In a clinical trial with eleven healthy subjects performing the Bruce Protocol treadmill test low frequency waves were observed in the blood flow to both the forehead and ear, but not the finger, using photople- thysmographs (PPG) measured by a pulse oximeter. As volitional fatigue approached, the low frequency (f = 0.05-0.2 Hz) amplitude modulation observed in the PPG became more pronounced; then, within several seconds of the cessa- tion of the protocol, they disappeared. Using a software-based detector, these distinct waves are reliably detected, with a low incidence of false positives, in all subjects before the onset of volitional fatigue. We hypothesize that the low frequency waves observed in the PPG of individuals exercising to volitional fatigue provide a mechanism for noninvasively detecting hemodynamic stress to the human vascular system.
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