Mental stress assessment using simultaneous measurement of EEG and fNIRS

F Al-Shargie, M Kiguchi, N Badruddin… - Biomedical optics …, 2016 - opg.optica.org
… In this work, we hypothesize that fusion of EEG and fNIRS can assess mental stress more
accurately than using either technique alone. The EEG and fNIRS have several advantages …

Simultaneous measurement of EEG-fNIRS in classifying and localizing brain activation to mental stress

F Al-Shargie, TB Tang, N Badruddin… - … Conference on Signal …, 2015 - ieeexplore.ieee.org
… of EEG-fNIRS on five … and EEG alpha rhythm of mental stress during arithmetic task. The
study demonstrated the significance of EEG and fNIRS signals in discriminating mental stress

Assessment of mental stress effects on prefrontal cortical activities using canonical correlation analysis: an fNIRS-EEG study

F Al-Shargie, TB Tang, M Kiguchi - Biomedical optics express, 2017 - opg.optica.org
… assess the effects of mental stress on prefrontal cortical activity… recorded by each modality
(EEG/fNIRS) for individual subject. … EEG and fNIRS data to study the effects of mental stress on …

Stress assessment based on decision fusion of EEG and fNIRS signals

F Al-Shargie, TB Tang, M Kiguchi - IEEE Access, 2017 - ieeexplore.ieee.org
… This study proposed a novel decision fusion of EEG+fNIRS for improving the detection rate
of mental stress. The fusion was based on fusing two SVM classifier decisions based on their …

Mental stress assessment based on feature level fusion of fNIRS and EEG signals

F Al-Shargie, TB Tang, N Badruddin… - … on Intelligent and …, 2016 - ieeexplore.ieee.org
… of EEG and fNIRS [13]. In this work, we measured mental stress using fNIRS and EEG, and
… signals in a feature level fusion technique to improve the detection rate of mental stress. …

Identifying the Impact of Noise-Levels on Mental Stress: An EEG-fNIRS Study

E Alyan, NM Saad, N Kamel, SS Al-Bawri… - Journal of Physics …, 2021 - iopscience.iop.org
… at work on mental stress using synchronized measurements of EEG and fNIRS. Two work
environments with low and high noise levels in stressful mental conditions were investigated …

Fusion of fNIRS and EEG signals: Mental stress study

F Al-Shargie - 2019 - engrxiv.org
… (fNIRS) and Electroencephalograph (EEG) is a novel approach. This study aims in improving
the detection rate of mental stress using the complementary nature of fNIRS and EEG

Quantification of mental stress using fNIRS signals

F Al-Shargie - 2019 - engrxiv.org
… ), fNIRS is portable, cheaper and does not confine the subjects to lying position. In this study,
we aim to grade mental stress … Simultaneous measurement of EEG-fNIRS in classifying and …

Assessment of Mental Stress Using EEG and fNIRS Features

F Al-Shargie - 2019 - engrxiv.org
… Functional near-infrared spectroscopy (fNIRS) has allowed human cortical … EEG with fNIRS
modality to provide a complementary nature and improve the detection rate of mental stress

Mental stress grading based on fNIRS signals

F Al-Shargie, TB Tang, M Kiguchi - 2016 38th Annual …, 2016 - ieeexplore.ieee.org
… Compared to EEG, it has better spatial resolution and less … ), fNIRS is portable, cheaper and
does not confine the subjects to lying position. In this study, we aim to grade mental stress by …