State of the science and recommendations for using wearable technology in sleep and circadian research

M De Zambotti, C Goldstein, J Cook, L Menghini… - Sleep, 2024 - academic.oup.com
Wearable sleep-tracking technology is of growing use in the sleep and circadian fields,
including for applications across other disciplines, inclusive of a variety of disease states …

Guidelines for wrist-worn consumer wearable assessment of heart rate in biobehavioral research

BW Nelson, CA Low, N Jacobson, P Areán… - NPJ digital …, 2020 - nature.com
Researchers have increasingly begun to use consumer wearables or wrist-worn
smartwatches and fitness monitors for measurement of cardiovascular psychophysiological …

A review of wearable multi-wavelength photoplethysmography

D Ray, T Collins, SI Woolley… - IEEE Reviews in …, 2021 - ieeexplore.ieee.org
Optical pulse detection 'photoplethysmography'(PPG) provides a means of low cost and
unobtrusive physiological monitoring that is popular in many wearable devices. However …

Validating measures of electrodermal activity and heart rate variability derived from the empatica E4 utilized in research settings that involve interactive dyadic states

N Milstein, I Gordon - Frontiers in Behavioral Neuroscience, 2020 - frontiersin.org
Portable and wireless devices that collect physiological data are becoming more and more
sought after in clinical and psychophysiological research as technology swiftly advances …

Advances in machine learning for wearable sensors

X **ao, J Yin, J Xu, T Tat, J Chen - ACS nano, 2024 - ACS Publications
Recent years have witnessed tremendous advances in machine learning techniques for
wearable sensors and bioelectronics, which play an essential role in real-time sensing data …

[HTML][HTML] Wearable devices for continuous monitoring of biosignals: Challenges and opportunities

T Stuart, J Hanna, P Gutruf - APL bioengineering, 2022 - pubs.aip.org
The ability for wearable devices to collect high-fidelity biosignals continuously over weeks
and months at a time has become an increasingly sought-after characteristic to provide …

[HTML][HTML] Photoplethysmograhic sensors, potential and limitations: Is it time for regulation? A comprehensive review

F Scardulla, G Cosoli, S Spinsante, A Poli, G Iadarola… - Measurement, 2023 - Elsevier
Healthcare is expected to increasingly shift care out of inpatient settings thanks to wearable
monitoring systems. Photoplethysmography (PPG) is an optical technique already integrated …

A comprehensive accuracy assessment of Samsung smartwatch heart rate and heart rate variability

F Sarhaddi, K Kazemi, I Azimi, R Cao, H Niela-Vilén… - PloS one, 2022 - journals.plos.org
Background Photoplethysmography (PPG) is a low-cost and easy-to-implement method to
measure vital signs, including heart rate (HR) and pulse rate variability (PRV) which widely …

Privacy-preserving federated deep learning for wearable IoT-based biomedical monitoring

YS Can, C Ersoy - ACM Transactions on Internet Technology (TOIT), 2021 - dl.acm.org
IoT devices generate massive amounts of biomedical data with increased digitalization and
development of the state-of-the-art automated clinical data collection systems. When …

Wearable technologies for electrodermal and cardiac activity measurements: a comparison between fitbit sense, empatica E4 and shimmer GSR3+

V Ronca, AC Martinez-Levy, A Vozzi, A Giorgi, P Aricò… - Sensors, 2023 - mdpi.com
The capability of measuring specific neurophysiological and autonomic parameters plays a
crucial role in the objective evaluation of a human's mental and emotional states. These …