Detecting sleep using heart rate and motion data from multisensor consumer-grade wearables, relative to wrist actigraphy and polysomnography

DM Roberts, MM Schade, GM Mathew, D Gartenberg… - Sleep, 2020 - academic.oup.com
sleep assessment has not been directly compared to alternatives such as wrist actigraphy
or polysomnography … participant sleep at home using a sleep diary and wrist actigraphy (…

[HTML][HTML] Efficient embedded sleep wake classification for open-source actigraphy

T Banfi, N Valigi, M di Galante, P d'Ascanio, G Ciuti… - Scientific Reports, 2021 - nature.com
sleep/wake detection algorithms for efficient on-device sleep … the model mapping anamnestic
and behavioral information, and (… alignment between actigraphy and polysomnography, we …

Sleep assessment by means of a wrist actigraphy-based algorithm: agreement with polysomnography in an ambulatory study on older adults

G Regalia, G Gerboni, M Migliorini, M Lai… - Chronobiology …, 2021 - Taylor & Francis
… with physiological and behavioral alterations of sleep, especially an … sleep detection, the
algorithm (hereafter referred to as … -based sleep staging compared with polysomnography in …

A systematic review of the accuracy of sleep wearable devices for estimating sleep onset

H Scott, L Lack, N Lovato - Sleep Medicine Reviews, 2020 - Elsevier
Actigraphy devices produced average estimations of sleepsleep in the order of 2–3 min
according to polysomnography (… behavioural responses to tone stimuli to estimate sleep onset…

Validation of Zulu watch against polysomnography and actigraphy for on-wrist sleep-wake determination and sleep-depth estimation

JK Devine, ED Chinoy, RR Markwald, LP Schwartz… - Sensors, 2020 - mdpi.com
… onset, and final awakening in healthy adults compared with PSG or actigraphy. The next …
Developing a wearable that can account for variability in sleep behaviors across individuals …

[HTML][HTML] Detecting sleep outside the clinic using wearable heart rate devices

I Perez-Pozuelo, M Posa, D Spathis, K Westgate… - Scientific Reports, 2022 - nature.com
compared our optimized method against polysomnography, … , actigraphy algorithms have
only been optimised to detect … been spent in active behaviour and participants would have …

[HTML][HTML] … multisport activity tracker and one accelerometer against polysomnography for measuring sleep parameters and vital data in a laboratory setting in sleep …

M Budig, R Stoohs, M Keiner - Sensors, 2022 - mdpi.com
actigraphy can generally only be used to determine sleep/wake patterns. The detection and
further analysis of sleep … These behavioral differences and their physiological responses are …

Performance of seven consumer sleep-tracking devices compared with polysomnography

ED Chinoy, JA Cuellar, KE Huwa, JT Jameson… - Sleep, 2021 - academic.oup.com
… well or better than the mobile sleep assessment standard, actigraphy, on key performance
metrics. … and behavioral data inputs and continued improvements in sensor technology, sleep-…

Validity, potential clinical utility, and comparison of consumer and research‐grade activity trackers in insomnia disorder I: In‐lab validation against polysomnography

P Kahawage, R Jumabhoy, K Hamill… - Journal of sleep …, 2020 - Wiley Online Library
polysomnography for sleep/wake detection, total sleep time, sleep efficiency, wake after
sleep onset and sleep … To overcome these limitations, wrist actigraphs have been developed …

Pyjamas, Polysomnography and Professional Athletes: The Role of Sleep Tracking Technology in Sport

MW Driller, IC Dunican, SET Omond, O Boukhris… - Sports, 2023 - mdpi.com
… onset latency compared to polysomnography [22]. This result … research-grade actigraphy for
the detection of sleep and wake… elicit behaviour change to try to encourage them to get more …