Mental stress classification based on a support vector machine and naive Bayes using electrocardiogram signals

M Kang, S Shin, G Zhang, J Jung, YT Kim - Sensors, 2021 - mdpi.com
Examining mental health is crucial for preventing mental illnesses such as depression. This
study presents a method for classifying electrocardiogram (ECG) data into four emotional …

Real-time mental stress detection technique using neural networks towards a wearable health monitor

N Mukherjee, S Mukhopadhyay… - … Science and Technology, 2022 - iopscience.iop.org
In recent times, detection of mental stress using physiological signals has received
widespread attention from technology researchers. Although many interesting research …

Machine Learning Methods for stress monitoring using wearable devices

S Gour, CNSV Kumar - 2022 International Conference on …, 2022 - ieeexplore.ieee.org
The physical and mental tension experience due to a challenge or a demand of a situation is
known as stress. It is said that it is a normal human reaction as any other. Stress can help …

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 …

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 …

A new physiology-based objective mental stress detection technique with reduced feature set and class imbalanced dataset management

S Ghosh, S Mukhopadhyay… - 2021 IEEE International …, 2021 - ieeexplore.ieee.org
With the rapid changing world of work habits, social interaction, and ambitious lifestyles of
society, mental stress detection assumes much importance in maintaining good quality of …

Enhancement of Stress Analysis Performance using Respiration Information

S Barik, S Pal - 2023 IEEE 3rd Applied Signal Processing …, 2023 - ieeexplore.ieee.org
Aims: The principal purpose of this study is to identify stress through the analysis of both
electrocardiogram (ECG) and respiration signals (RESP). Various parameters were …

Mixed-Signal Classifier Chip on Flexible Substrate for Cardiovascular Health Monitoring

J Sanchez, SP Bhanushali… - … Circuits and Systems …, 2024 - ieeexplore.ieee.org
This work presents a fully integrated on-chip classifier on a flexible substrate for on-device
detection of atrial fibrillation (AFib) from a electrocardiogram (ECG) signal. The ECG signals …

Fully Integrated Mixed-Signal Classifier for Cardiovascular Health Monitoring

SP Bhanushali, S Sadasivuni… - … Circuits and Systems …, 2023 - ieeexplore.ieee.org
This work presents a fully integrated on-chip classifier for on-device detection of atrial
fibrillation (AFib) from electrocardiogram (ECG) signal. The ECG signals are digitized using …

Wearable Solutions for Stress Monitoring for Individuals with Autism Spectrum Disorder (ASD): Systematic Literature Review

S Cano, E Franco, J Apablaza, M García - 2023 - preprints.org
Research on wearable solutions for individuals with autism spectrum disorder (ASD) has
been conducted to detect stress. However, studies on stress detection for an individual with …