Open Access Open Access  Restricted Access Subscription Access

Stress Detection System using the SVM Algorithm

Namrata Khatape, Pratiksha Lad, Shweta Pawar, Trupti Sonawane, K. R. Pathak

Abstract


Stress affects the everyday lifestyle in such a way that socially, academically, mentally, financially professionally disturbs an individual. When an individual is unable to balance between the strain that are placed on him/her and his/her ability to fight with them, then it causes pressure on psychological state which creates stress. There are multiple attributes are available (ECG, EMG, HR, RESP, SECONDS).These all are helpful in finding the person is stress or not. For this system, ECG was chosen as the initial candidate. SVM was choose for classification. It gives 98.6% accuracy.

 


Full Text:

PDF

References


Oh, B. S., Yeo, Y. K., Wan, F. Y., Wen, Y., Yang, Y., & Lin, Z. (2015, December). Effects of noisy sounds on human stress using ECG signals: an empirical study. In 2015 10th International Conference on Information, Communications and Signal Processing (ICICS) (pp. 1-4). IEEE.

Yu, Y. J., Yang, Z., Oh, B. S., Yeo, Y. K., Liu, Q., Huang, G. B., & Lin, Z. (2016, November). Investigation on driver stress utilizing ECG signals with on-board navigation systems in use. In 2016 14th International Conference on Control, Automation, Robotics and Vision (ICARCV) (pp. 1-6). IEEE.

Subhani, A. R., Mumtaz, W., Saad, M. N. B. M., Kamel, N., & Malik, A. S. (2017). Machine learning framework for the detection of mental stress at multiple levels. IEEE Access, 5, 13545-13556.

Rachakonda, L., Sundaravadivel, P., Mohanty, S. P., Kougianos, E., & Ganapathiraju, M. (2018, December). A smart sensor in the iomt for stress level detection. In 2018 IEEE International Symposium on Smart Electronic Systems (iSES)(Formerly iNiS) (pp. 141-145). IEEE.

Li, Y., Liang, X., & Xie, J. (2019, March). Constructing an Effective Model for Mental Stress Detection with Small–scale Analysis. In 2019 IEEE 3rd Information Technology, Networking, Electronic and Automation Control Conference (ITNEC) (pp. 310-314). IEEE.

Mounika, S. N., Kanumuri, P. K., & Manne, S. (2019, May). Detection of Stress Levels in Students using Social Media Feed. In 2019 International Conference on Intelligent Computing and Control Systems (ICCS) (pp. 1178-1183). IEEE.


Refbacks

  • There are currently no refbacks.