[HTML][HTML] Frontal lobe real-time EEG analysis using machine learning techniques for mental stress detection

O AlShorman, M Masadeh, MBB Heyat… - Journal of integrative …, 2022 - imrpress.com
… Therefore, it is crucial to study stress using different mechanisms such as … (EEG) signals. In
this research study, the frontal lobes EEG spectrum analysis is applied to detect mental stress. …

Stress detection and reduction using EEG signals

MS Kalas, BF Momin - 2016 International Conference on …, 2016 - ieeexplore.ieee.org
… In future, we need to add interventions and perform sensitivity analysis on EEG signals,
whether stress is reduced or not. This can be done by using GRNN (General Regression Neural …

Early stress detection and analysis using EEG signals in machine learning framework

J Agrawal, M Gupta, H Garg - IOP Conference Series: Materials …, 2021 - iopscience.iop.org
analysis of the above-described methods of stress detection and accentuates on stress
detection methodology using EEG signals, as EEG … used in the detection of stress for feature …

EEG data analysis for stress detection

L Malviya, S Mal, P Lalwani - 2021 10th IEEE international …, 2021 - ieeexplore.ieee.org
EEG is one of the best tools for stress detection. It adopts the non-invasive … to stress
detection in controlled laboratory conditions, the number of studies examining stress detection in …

EEG signal analysis and detection of stress using classification techniques

R Sharma, K Chopra - Journal of Information and Optimization …, 2020 - Taylor & Francis
… , EEG shares a good compatibility among the stress signals. We have compiled a detailed
analysis … The outcome feasibility of using the eeg for stress detection and suitable for the …

[PDF][PDF] A method for detection and reduction of stress using EEG

MNB Patil, MRP Mirajkar, MS Patil… - … Research Journal of …, 2017 - academia.edu
… that uses the EEG signals for detecting the stress in humans and introduces the stress reduction
techniques … We analyze the reduced data for establishing stress level of subject. By this …

A review on mental stress assessment methods using EEG signals

R Katmah, F Al-Shargie, U Tariq, F Babiloni… - Sensors, 2021 - mdpi.com
… In this paper, we review the existing EEG signal analysis … methods for the assessment of
mental stress have been … of the published EEG analysis methods on mental stress and to …

EEG based stress level identification

G Jun, KG Smitha - … on systems, man, and cybernetics (SMC), 2016 - ieeexplore.ieee.org
analyze and classify the mental stress level from EEG signals when induced by stress from
multiple modes of stress… are used to evoke different levels of stress. The rest of the paper is …

Stress and EEG

SH Seo, JT Lee, M Crisan - Convergence and hybrid information …, 2010 - books.google.com
Many people suffer from stress in their everyday life. While there is a close relationship between
stress and mental health, psychological stress (and associated emotions such as anger, …

[PDF][PDF] EEG-metric based mental stress detection

RS Gaurav, V Kumar - Computational Biology, 2018 - rguir.inflibnet.ac.in
… This paper describes a method to detect mental stress level … (EEG)-metric parameters
based binary and ternary stressEEG-metrics are generated as discriminant function analysis