پیوندهای مفید
آمار
| تعداد نشریات | 21 |
| تعداد شماره‌ها | 621 |
| تعداد مقالات | 9,140 |
| تعداد مشاهده مقاله | 67,436,476 |
| تعداد دریافت فایل اصل مقاله | 7,964,207 |
Stress Estimation Using Biological Signals: A Simple and Efficient Method | ||
| Modeling and Simulation in Electrical and Electronics Engineering | ||
| دوره 4، شماره 2 - شماره پیاپی 16، آبان 2024، صفحه 9-17 اصل مقاله (774.54 K) | ||
| نوع مقاله: Research Paper | ||
| شناسه دیجیتال (DOI): 10.22075/mseee.2025.34498.1165 | ||
| نویسندگان | ||
| Ali Maleki* 1؛ Morteza Noori2 | ||
| 1Biomedical Engineering Department, Semnan University, Semnan, Iran. | ||
| 2Department of Biotechnology, Faculty of New Science and Technologies, Semnan University, Semnan, Iran. | ||
| تاریخ دریافت: 30 خرداد 1403، تاریخ بازنگری: 23 شهریور 1403، تاریخ پذیرش: 29 بهمن 1403 | ||
| چکیده | ||
| Stress is the physiological and psychological response of the body to external or internal pressures that the brain perceives as a threat, affecting both physical and mental performance. Low stress levels can enhance performance, but high stress levels can cause psychological and bodily harm. One effective method for estimating stress is mapping the features of biological signals to quantitative values for stress. In recent years, efforts have been made to continuously detect stress using biological signals and applying complex methods to estimate stress. This article introduces a simple and effective method for estimating stress. The existence of a monotonic increasing relationship between stress and biological signal features is an assumption of this study. Accordingly, EMG and ECG signals recorded under stressful conditions were preprocessed. Then, features were extracted and normalized from each time window. Subsequently, by calculating the 2-norm of the features and applying a scaling factor based on the individual's relative heart rate, a continuous value termed estimated stress was obtained. The qualitative evaluation of the results with self-reported values and stress levels at different stages of the experiment confirms the effectiveness of this method. The simplicity, understandability, and low computational cost are characteristics of the proposed method. The proposed method can be implemented in low-cost gadgets and can transfer stress estimation from the laboratory to daily life. | ||
| کلیدواژه‌ها | ||
| Continuous stress؛ Electrocardiogram signal؛ Electromyogram signal؛ 2-norm | ||
| مراجع | ||
|
[1] Chen, B., Wang, L., Li, B., & Liu, W. (2022). Work stress, mental health, and employee performance. Frontiers in Psychology, 13, 1006580. https://doi.org/10.3389/fpsyg.2022.1006580
[2] I. H. Robertson. (2017). “The stress test: Can stress ever be beneficial?” Journal of the British Academy, volume 5, pp. 163-176, doi: 10.5871/jba/005.163.
[3] J. N. Morey, I. A. Boggero, A. B. Scott, and S. C. Segerstrom. (2015). “Current directions in stress and human immune function,” Current Opinion in Psychology, vol. 5. doi: 10.1016/j.copsyc.2015.03.007.
[4] Rosenbaum, D. L., & White, K. S. (2015). The relation of anxiety, depression, and stress to binge eating behavior. Journal of Health Psychology, 20(6), 887–898. https://doi.org/10.1177/1359105315580212.
[5] Watanabe, K., Imamura, K., Eguchi, H., Hidaka, Y., Komase, Y., Sakuraya, A., Inoue, A., Kobayashi, Y., Sasaki, N., Tsuno, K., Ando, E., Arima, H., Asaoka, H., Hino, A., Iida, M., Iwanaga, M., Inoue, R., Otsuka, Y., Shimazu, A., Kawakami, N., … Tsutsumi, A. (2023). Usage of the Brief Job Stress Questionnaire: A Systematic Review of a Comprehensive Job Stress Questionnaire in Japan from 2003 to 2021. International journal of environmental research and public health, 20(3), 1814. https://doi.org/10.3390/ijerph20031814.
[6] Sudman, S., & Bradburn, N. M. (1973). Effects of Time and Memory Factors on Response in Surveys. Journal of the American Statistical Association, 68(344), 805–815. https://doi.org/10.1080/01621459.1973.10481428.
[7] Razavi, Tiffani (2001) Self-report measures: an overview of concerns and limitations of questionnaire use in occupational stress research (Discussion Papers in Accounting and Management Science, 01-175) Southampton, UK. University of Southampton 23pp.
[8] S. Pourmohammadi and A. Maleki. (2021). “Continuous mental stress level assessment using electrocardiogram and electromyogram signals,” Biomedical Signal Processing and Control, vol. 68, Jul, doi: 10.1016/j.bspc.2021.102694.
[9] S. Pourmohammadi and A. Maleki. (2020). “Stress detection using ECG and EMG signals: A comprehensive study,” Computer Methods and Programs in Biomedicine, vol. 193, doi: 10.1016/j.cmpb.2020.105482.
[10] S. Pourmohammadi and A. Maleki. (2015). “An automatic approach to continuous stress assessment during driving based on fuzzy c-means clustering,” Modares Journal of Electrical Engineering, vol. 15, no. 4.
[11] J. Wijsman, B. Grundlehner, H. Liu, J. Penders, and H. Hermens. (2012). “Towards continuous mental stress level estimation from physiological signals,” International Journal of Psychophysiology, vol. 85, no. 3, doi: 10.1016/j.ijpsycho.2012.07.158.
[12] M. Gjoreski, H. Gjoreski, M. Luštrek, and M. Gams. (2016). “Continuous stress detection using a wrist device - in laboratory and real life,” in UbiComp 2016 Adjunct - Proceedings of the 2016 ACM International Joint Conference on Pervasive and Ubiquitous Computing. doi: 10.1145/2968219.2968306.
[13] M. Jiang and Z. Wang. (2009). "A Method for Stress Detection Based on FCM Algorithm," 2009 2nd International Congress on Image and Signal Processing, Tianjin, China, 2009, pp. 1-5, doi: 10.1109/CISP.5304150.
[14] S. Tivatansakul and M. Ohkura. (2015). “Improvement of the emotional healthcare system with stress detection from ECG signal,” in Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS, 2015. doi: 10.1109/EMBC.7319953.
[15] A. Burden. (2010). “How should we normalize electromyograms obtained from healthy participants? What we have learned from over 25 years of research,” Journal of Electromyography and Kinesiology, vol. 20, no. 6. doi: 10.1016/j.jelekin.2010.07.004.
[16] Knudson, Duane. (1993). Comparison of EMG normalization methods in a sit-to-stand movement. Journal of Human Movement Studies. 25. 39-50. https://www.researchgate.net/publication/240177110
[17] van Kraaij, A. W. J., Schiavone, G., Lutin, E., Claes, S., & Van Hoof, C. (2020). Relationship Between Chronic Stress and Heart Rate Over Time Modulated by Gender in a Cohort of Office Workers: Cross-Sectional Study Using Wearable Technologies. Journal of medical Internet research, 22(9), e18253. https://doi.org/10.2196/18253.
[18] K. S. Prathyusha and B. E. Reddy. (2021). “Normalization methods for multiple sources of data,” in Proceedings - 5th International Conference on Intelligent Computing and Control Systems, ICICCS 2021. doi: 10.1109/ICICCS51141.2021.9432142.
[19] A. Aytekin. (2021). “Comparative analysis of normalization techniques in the context of MCDM problems,” Decision Making: Applications in Management and Engineering, vol. 4, no. 2, pp. 1–25, doi: 10.31181/dmame210402001a.
[20] M. K. Hossain and S. Abufardeh. (2019). “A new method of calculating Squared Euclidean Distance (SED) using PTreE technology and its performance analysis,” in Proceedings of 34th International Conference on Computers and Their Applications, CATA 2019. doi: 10.29007/trrg.
[21] Ghazali, D. A., Breque, C., Sosner, P., Lesbordes, M., Chavagnat, J. J., Ragot, S., & Oriot, D. (2019). Stress response in the daily lives of simulation repeaters. A randomized controlled trial assessing stress evolution over one year of repetitive immersive simulations. PloS one, 14(7), e0220111. https://doi.org/10.1371/journal.pone.0220111.
| ||
|
آمار تعداد مشاهده مقاله: 104 تعداد دریافت فایل اصل مقاله: 61 |
||