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 …

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 …

LSTM‐based real‐time stress detection using PPG signals on raspberry Pi

A Rostami, K Motaman, B Tarvirdizadeh… - IET Wireless Sensor …, 2024 - Wiley Online Library
Stress, widely recognised for its profound adverse effects on both physical and mental
health, necessitates the development of innovative real‐time detection methods. In this …

Identification of psychological stress states based on joint analysis of multidomain features of skin conductance

L Zhao, X Wang, D Wang, Y Jiao, H Dong, G Du… - … Signal Processing and …, 2023 - Elsevier
Abstract Background and Objective Psychological stress identification generally uses a
questionnaire with strong subjectivity. In contrast, skin conductance (SC) is not controlled by …

Systematic Evaluation of Personalized Deep Learning Models for Affect Recognition

Y Han, P Zhang, M Park, U Lee - Proceedings of the ACM on Interactive …, 2024 - dl.acm.org
Understanding human affective states such as emotion and stress is crucial for both practical
applications and theoretical research, driving advancements in the field of affective …

Noninvasive Hemoglobin Measurements With Photoplethysmography in Wrist

VV Lychagov, VM Semenov, EK Volkova… - IEEE …, 2023 - ieeexplore.ieee.org
This paper describes the application of multiwavelength photoplethysmography (MW-PPG)
in reflectance mode for noninvasive measurements of total hemoglobin concentration …

Photoplethysmographic Signal-Diffusive Dynamics as a Mental-Stress Physiological Indicator Using Convolutional Neural Networks

J de Pedro-Carracedo, J Clemente… - Applied Sciences, 2023 - mdpi.com
Stress is one of the primary triggers of serious pathologies (eg, depression, obesity, heart
attack). Prolonged exposure to it can lead to addictive substance consumption and even …

Real-Time Stress Detection from Raw Noisy PPG Signals Using LSTM Model Leveraging TinyML

A Rostami, B Tarvirdizadeh, K Alipour… - Arabian Journal for …, 2024 - Springer
The negative effects of stress on well-being demonstrate the need for real-time detection.
The increasing prevalence of wearables with AI capabilities to continually monitor vital signs …

Identifying neurophysiological correlates of stress

D Pei, S Tirumala, KT Tun, A Ajendla… - Frontiers in Medical …, 2024 - frontiersin.org
Stress has been recognized as a pivotal indicator which can lead to severe mental
disorders. Persistent exposure to stress will increase the risk for various physical and mental …

Detection and Classification of Mental Stress Using In-Ear Plethysmography and a Vision Transformer

H Barki, L Nkenyereye, WY Chung - IEEE Sensors Journal, 2024 - ieeexplore.ieee.org
This study addresses the critical need for effective mental stress monitoring, linked to severe
health issues like depression and heart disease. We introduce a robust method using in-ear …