[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 …

AI-enabled smart wristband providing real-time vital signs and stress monitoring

N Mitro, K Argyri, L Pavlopoulos, D Kosyvas… - Sensors, 2023 - mdpi.com
This work introduces the design, architecture, implementation, and testing of a low-cost and
machine-learning-enabled device to be worn on the wrist. The suggested wearable device …

Robust ppg peak detection using dilated convolutional neural networks

K Kazemi, J Laitala, I Azimi, P Liljeberg, AM Rahmani - Sensors, 2022 - mdpi.com
Accurate peak determination from noise-corrupted photoplethysmogram (PPG) signal is the
basis for further analysis of physiological quantities such as heart rate. Conventional …

[HTML][HTML] Adaptive scheduling of acceleration and gyroscope for motion artifact cancelation in photoplethysmography

H Lee, H Chung, H Ko, A Parisi, A Busacca… - Computer methods and …, 2022 - Elsevier
Background and objective Recently, various algorithms have been introduced using wrist-
worn photoplethysmography (PPG) to provide high accuracy of instantaneous heart rate …

Machine learning framework for Inter-Beat Interval estimation using wearable Photoplethysmography sensors

VBO Fioravanti, PG Freitas, PG Rodrigues… - … Signal Processing and …, 2024 - Elsevier
Abstract Accurate estimation of Heart Rate (HR) is crucial for various health and fitness
tracking applications in wearable devices. Among the existing techniques, those based on …

Reading between the heat: Co-teaching body thermal signatures for non-intrusive stress detection

Y **ao, H Sharma, Z Zhang, D Bergen-Cico… - Proceedings of the …, 2024 - dl.acm.org
Stress impacts our physical and mental health as well as our social life. A passive and
contactless indoor stress monitoring system can unlock numerous important applications …

Automated detection of mental stress using multimodal characterization of PPG signal for AI based healthcare applications

A Paul, A Chakraborty, D Sadhukhan, S Pal… - SN Computer …, 2024 - Springer
Purpose-The increasing complexity of our society has made mental stress a part of every
human life. The early evaluation of long-term mental stress conditions is necessary since …

Wearable sensing and mining of the informativeness of older adults' physiological, behavioral, and cognitive responses to detect demanding environmental conditions

A Torku, APC Chan, EHK Yung… - Environment and …, 2022 - journals.sagepub.com
Due to the decline in functional capability, older adults are more likely to encounter
excessively demanding environmental conditions (that result in stress and/or mobility …

Affect and stress detection based on feature fusion of LSTM and 1DCNN

M Feng, T Fang, C He, M Li, J Liu - Computer Methods in …, 2024 - Taylor & Francis
The impact of emotions on health, especially stress, is receiving increasing attention. It is
important to provide a non-invasive affect detection system that can be continuously …

Stress detection using ppg signal and combined deep cnn-mlp network

Y Hasanpoor, K Motaman… - 2022 29th National …, 2022 - ieeexplore.ieee.org
Stress has become a fact in people's lives. It has a significant effect on the function of body
systems and many key systems of the body including respiratory, cardiovascular, and even …