A systematic review of sensing technologies for wearable sleep staging
SA Imtiaz - Sensors, 2021 - mdpi.com
Designing wearable systems for sleep detection and staging is extremely challenging due to
the numerous constraints associated with sensing, usability, accuracy, and regulatory …
the numerous constraints associated with sensing, usability, accuracy, and regulatory …
[HTML][HTML] Sleep classification using Consumer Sleep Technologies and AI: A review of the current landscape
Classifying sleep stages in real-time represents considerable potential, for instance in
enabling interactive noise masking in noisy environments when persons are in a state of …
enabling interactive noise masking in noisy environments when persons are in a state of …
A deep transfer learning approach for wearable sleep stage classification with photoplethysmography
Unobtrusive home sleep monitoring using wrist-worn wearable photoplethysmography
(PPG) could open the way for better sleep disorder screening and health monitoring …
(PPG) could open the way for better sleep disorder screening and health monitoring …
[HTML][HTML] Photoplethysmograhic sensors, potential and limitations: Is it time for regulation? A comprehensive review
Healthcare is expected to increasingly shift care out of inpatient settings thanks to wearable
monitoring systems. Photoplethysmography (PPG) is an optical technique already integrated …
monitoring systems. Photoplethysmography (PPG) is an optical technique already integrated …
Spatiotemporal convolution sleep network based on graph attention mechanism with automatic feature extraction
Background and objective Graph neural networks (GNNs) are widely used for automatic
sleep staging. However, the majority of GNNs are based on spectral approaches, as far as …
sleep staging. However, the majority of GNNs are based on spectral approaches, as far as …
Photoplethysmography in normal and pathological sleep
RS Vulcan, S André, M Bruyneel - Sensors, 2021 - mdpi.com
This article presents an overview of the advancements that have been made in the use of
photoplethysmography (PPG) for unobtrusive sleep studies. PPG is included in the quickly …
photoplethysmography (PPG) for unobtrusive sleep studies. PPG is included in the quickly …
Performance of a convolutional neural network derived from PPG signal in classifying sleep stages
Automatic sleep stage classification is vital for evaluating the quality of sleep.
Conventionally, sleep is monitored using multiple physiological sensors that are …
Conventionally, sleep is monitored using multiple physiological sensors that are …
Feasibility of wearable devices and machine learning for sleep classification in children with Rett syndrome: A pilot study
Sleep is vital to many processes involved in the well-being and health of children; however,
it is estimated that 80% of children with Rett syndrome suffer from sleep disorders. Caregiver …
it is estimated that 80% of children with Rett syndrome suffer from sleep disorders. Caregiver …
Photoplethysmography (PPG): state-of-the-art methods and applications
Photoplethysmography (PPG) is a simple low-cost optics technique that can be used to
detect blood volume changes in the microvascular bed of tissue with each heartbeat. It is …
detect blood volume changes in the microvascular bed of tissue with each heartbeat. It is …
Actigraphy in mechanically ventilated pediatric ICU patients: comparison to PSG and evaluation of behavioral circadian rhythmicity
REA Sanchez, JE Wrede, RS Watson… - Chronobiology …, 2022 - Taylor & Francis
Sleep disruption is common in pediatric intensive care unit (PICU) patients, but measuring
sleep in this population is challenging. We aimed to evaluate the utility of actigraphy for …
sleep in this population is challenging. We aimed to evaluate the utility of actigraphy for …