A review on mental stress detection using wearable sensors and machine learning techniques

S Gedam, S Paul - IEEE Access, 2021 - ieeexplore.ieee.org
Stress is an escalated psycho-physiological state of the human body emerging in response
to a challenging event or a demanding condition. Environmental factors that trigger stress …

[HTML][HTML] Stress detection in daily life scenarios using smart phones and wearable sensors: A survey

YS Can, B Arnrich, C Ersoy - Journal of biomedical informatics, 2019 - Elsevier
Stress has become a significant cause for many diseases in the modern society. Recently,
smartphones, smartwatches and smart wrist-bands have become an integral part of our lives …

Continuous stress detection using wearable sensors in real life: Algorithmic programming contest case study

YS Can, N Chalabianloo, D Ekiz, C Ersoy - Sensors, 2019 - mdpi.com
The negative effects of mental stress on human health has been known for decades. High-
level stress must be detected at early stages to prevent these negative effects. After the …

Smartwatches in healthcare medicine: assistance and monitoring; a scoping review

M Masoumian Hosseini… - BMC Medical Informatics …, 2023 - Springer
Smartwatches have become increasingly popular in recent times because of their capacity
to track different health indicators, including heart rate, patterns of sleep, and physical …

Detection of mental fatigue state with wearable ECG devices

S Huang, J Li, P Zhang, W Zhang - International journal of medical …, 2018 - Elsevier
Overwork-related disorders, such as cerebrovascular/cardiovascular diseases (CCVD) and
mental disorders due to overwork, are a major occupational and public health issue …

[PDF][PDF] A scoping review on monitoring mental health using smart wearable devices

N Long, Y Lei, L Peng, P Xu, P Mao - Math. Biosci. Eng, 2022 - aimspress.com
With the continuous development of the times, social competition is becoming increasingly
fierce, people are facing enormous pressure and mental health problems have become …

Heart rate variability-based mental stress detection: an explainable machine learning approach

JS Banerjee, M Mahmud, D Brown - SN Computer Science, 2023 - Springer
Stress may be identified by examining changes in everyone's physiological reactions. Due
to its usefulness and non-intrusive appearance, wearable devices have gained popularity in …

Methods to detect and reduce driver stress: a review

WY Chung, TW Chong, BG Lee - International journal of automotive …, 2019 - Springer
Automobiles are the most common modes of transportation in urban areas. An alert mind is
a prerequisite while driving to avoid tragic accidents; however, driver stress can lead to …

Toward soft real-time stress detection using wrist-worn devices for human workspaces

SA Khowaja, AG Prabono, F Setiawan, BN Yahya… - Soft Computing, 2021 - Springer
Continuous exposure to stress leads to many health problems and substantial economic
loss in companies. A lot of attention has been given to the development of wearable systems …

Modeling mental stress using a deep learning framework

K Masood, MA Alghamdi - IEEE access, 2019 - ieeexplore.ieee.org
In this research proposal, the disparity in stress severity is modeled using a deep learning
framework to determine mental stress. A wireless network sensor platform is used to monitor …