A review on mental stress assessment methods using EEG signals

R Katmah, F Al-Shargie, U Tariq, F Babiloni… - Sensors, 2021 - mdpi.com
Mental stress is one of the serious factors that lead to many health problems. Scientists and
physicians have developed various tools to assess the level of mental stress in its early …

Stress management using fNIRS and binaural beats stimulation

F Al-Shargie, R Katmah, U Tariq, F Babiloni… - Biomedical Optics …, 2022 - opg.optica.org
In this study, we investigate the effectiveness of binaural beats stimulation (BBs) in
enhancing cognitive vigilance and mitigating mental stress level at the workplace. We …

Analysis of default mode network in social anxiety disorder: EEG resting-state effective connectivity study

A Al-Ezzi, N Kamel, I Faye, E Gunaseli - Sensors, 2021 - mdpi.com
Recent brain imaging findings by using different methods (eg, fMRI and PET) have
suggested that social anxiety disorder (SAD) is correlated with alterations in regional or …

Complexity analysis of EEG in patients with social anxiety disorder using fuzzy entropy and machine learning techniques

A Al-Ezzi, AA Al-Shargabi, F Al-Shargie… - IEEE Access, 2022 - ieeexplore.ieee.org
The diagnosis of social anxiety disorder (SAD) is of great consequence not only due to its
impacts on the individual and society but also the expenditures to the national health …

EEG mental stress assessment using hybrid multi-domain feature sets of functional connectivity network and time-frequency features

A Hag, D Handayani, T Pillai, T Mantoro, MH Kit… - Sensors, 2021 - mdpi.com
Exposure to mental stress for long period leads to serious accidents and health problems.
To avoid negative consequences on health and safety, it is very important to detect mental …

Changes in the power and coupling of infra-slow oscillations in the signals of EEG leads during stress-inducing cognitive tasks

MD Prokhorov, EI Borovkova, AN Hramkov… - Applied Sciences, 2023 - mdpi.com
A change in the human psychophysiological state, caused by stress in particular, affects the
processes of autonomic control, the activity of which is reflected in infra-slow oscillations of …

Mental stress management using fnirs directed connectivity and audio stimulation

R Katmah, F Al-Shargie, U Tariq… - … on Neural Systems …, 2023 - ieeexplore.ieee.org
In this study, we propose a method to enhance cognitive vigilance and mitigate mental
stress in the workplace. We designed an experiment to induce stress by putting participants …

Mental Stress Classification Based on Selected Electroencephalography Channels Using Correlation Coefficient of Hjorth Parameters

A Hag, F Al-Shargie, D Handayani, H Asadi - Brain Sciences, 2023 - mdpi.com
Electroencephalography (EEG) signals offer invaluable insights into diverse activities of the
human brain, including the intricate physiological and psychological responses associated …

Assessment of vigilance level during work: fitting a hidden Markov model to heart rate variability

H Wang, D Chen, Y Huang, Y Zhang, Y Qiao, J Xiao… - Brain sciences, 2023 - mdpi.com
This study aimed to enhance the real-time performance and accuracy of vigilance
assessment by developing a hidden Markov model (HMM). Electrocardiogram (ECG) …

Improved cognitive vigilance assessment after artifact reduction with wavelet independent component analysis

N Abu Farha, F Al-Shargie, U Tariq, H Al-Nashash - Sensors, 2022 - mdpi.com
Vigilance level assessment is of prime importance to avoid life-threatening human error.
Critical working environments such as air traffic control, driving, or military surveillance …