ELECTROENCEPHALOGRAM-BASED MENTAL STRESS DETECTION

Therefore, the EEG-based mental stress detection system has been successfully developed. First, the system. works using various functions that include classification of stress levels and the. presentation of results. This has been achieved by the fact that all these functions. have their importance in relation. to the main objective of the design which is accuracy in results. In this case, the stress level. of the individual will be categorized into. low medium and high. The results will be presented in a very. Moreover, the proposed. system will guide the individual in relaxation if the results indicate a certain. stress level. The system is more accurate, non-invasive and immediate than the previous approaches. used in mental stress detections due to the fact that the system. can measure the brain signal accurately. Finally, the EEG-based mental stress detection system. has been successful in mental stress detections. This has been possible due to advances. in technology especially. concerning the sensor as well as the algorithm.

[1]            Hosseini S A Khalilzadeh M. A & Niazmand V. (2010). Emotional stress recognition using EEG signals. IEEE Conference on Biomedical Engineering and Computer  [2]            Al-Shargie F. Tang T. B. & Kiguchi M. (2017). Assessment of mental stress using EEG and fNIRS signals. Biomedical Opt  [3]            Jenke R. Peer A. & Buss M. (2014). Feature extraction for emotion recognition from EEG. IEEE Transactions on Affective Computing.  [4]            Zheng W.L. & Lu B.L. (2015). EEGbased emotion recognition with deep neural networks. IEEE Transactions on Autonomous Mental Development.  [5]            Sulaiman N. Et al. Review of stress detection methods using EEG signals. Symmetry Journal.2019.  [6]            Shon D. Im K. & Kim J. M. (2018). Stress state detection using EEG and machine learning techniques. Applied Sciences Journal.  [7]            Sanei S. & Chambers J. A. (2013). EEG Signal Processing. John Wiley & Sons 8. Li X. & Zhang H. (2020). EEG-based mental stress detection using deep learning. Frontiers in Psychology.  [8]            OpenBCI. (2024). EEG Headset and Data Acquisition Platform.  [9]            Sulaiman N. Et al. Review of stress detection methods using EEG signals. Symmetry Journal.2019.  [10]         Shon D. Im K. & Kim J. M. (2018). Stress state detection using EEG and machine learning techniques. Applied Sciences Journal.  [11]         Sanei S. & Chambers J. A. (2013). EEG Signal Processing. John Wiley & Sons 8. Li X. & Zhang H. (2020). EEG-based mental stress detection using deep learning. Frontiers in Psychology.  [12]         OpenBCI. (2024). EEG Headset and Data Acquisition Platform.