EMG signal based human stress level classification using wavelet packet transform

Communications in Computer and Information Science

Volumn 330 CCIS, Issue , 2012, Pages 236-243

  Karthikeyan, P ^a   Murugappan, M ^a   Yaacob, Sazali ^a  

^a UNIVERSITY MALAYSIA PERLIS   (Malaysia)

Author keywords

EMG; KNN classifier; Stress; stroop colour word test; wavelet packet transform

Indexed keywords

CLASSIFICATION ACCURACY; DESCRIPTIVE ANALYSIS; ELECTROMYOGRAM; EMG; EMG SIGNAL; FREQUENCY RANGES; HUMAN STRESS; K-NEAREST NEIGHBORS; K-NN CLASSIFIER; MOTHER WAVELETS; NONLINEAR CLASSIFIERS; STATISTICAL FEATURES; STRESS LEVELS; STROOP COLOUR WORD TEST; SURFACE ELECTRODE; TEST PROTOCOLS; TRAPEZIUS MUSCLE; WAVELET DENOISING METHOD; WAVELET PACKET TRANSFORMS;

FREQUENCY BANDS; MANUFACTURE; MUSCLE; ROBOTICS; STRESSES;

ELECTROMYOGRAPHY;

EID: 84870784364     PISSN: 18650929     EISSN: None     Source Type: Book Series    
DOI: 10.1007/978-3-642-35197-6_26     Document Type: Conference Paper

References (14)

1. Frey, R.J.: Stress (2012), http://www.minddisorders.com/Py-Z/Stress. html#b (cited June 2 2012 )
2. Tulen, H.M., et al.: Characterization of Stress Reactions to the Stroop Color Word Test. Pharmacology Biochemistry & Behavior 32(1), 9-15 (1989)
3. Ushiyama, K., et al.: Mental Physiologic Neuroendocrine Arousal by Mental Arithmetic Stress Test in Healthy Subjects. The American Journal of Cardiology 67, 101-103 (1991)
4. Knowledge Weavers Project -ECG, http://library.med.utah.edu/kw/ecg/ecg- outline/Lesson1/lead-dia.html
5. Hassellund, S.S., et al.: Long term stability of cardiovascular and catecholamine responses to sress tests an 18- year follow - up study. Journal of American Heart Association 55, 131-136 (2010)
6. Healey, J.A., Picard, R.W.: Detecting stress during real-world driving tasks using physiological sensors. IEEE Transactions on Intelligent Transportation Systems 6(2), 156-166 (2005)
7. Karthikeyan, P., Murugappan, M., Yaacob, S.: ECG signals based mental stress assessment using wavelet transform. In: 2011 IEEE International Conference on Control System Computing and Engineering, ICCSCE (2011)
8. Lundberg, U., Melin, B.: Psychophysiological stress and emg activity of the trapezius muscle. International Journal of Behavioral Medicine 1(4), 354-370 (1994)
9. Pehlivanoglu, B., Durmazlar, N., Balkanci, D.: Computer Adapted Stroop Colour-Word Conflict Test as a Laboratory Stress Model. Erciyes Medical Journal 27(2), 58-63 (2005)
10. Zhai, J., Barreto, A.: Stress Detection in Computer Users Based on Digital Signal Processing of Noninvasive Physiological Variables. In: 28th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS 2006 (2006)
11. Karthikeyan, P., Murugappan, M., Yaacob, S.: A review on stress inducement stimuli for assessing human stress using physiological signals. In: 2011 IEEE 7th International Colloquium on Signal Processing and its Applications, CSPA (2011)
12. Waested, M.: Attention Related Muscle Activity. National Institute of Occupational Health, Oslo (1997)
13. Lundberg, U., et al.: Effect of experimentally induceed stress on motor unit recruitment in the trapezius muscle. Work and Stress 16(2), 166-178 (2002)
14. Karthikeyan, P., Murugappan, M., Yaacob, S.: ECG Signal Denoising Using Wavelet Thresholding Technique in Human Stress Assessment. International Journal on Electrical Engineering and Informatics 4(2) (2012)