Classification of the surface EMG signal using RQA based representations

Proceedings of the International Joint Conference on Neural Networks

Volumn , Issue , 2008, Pages 2106-2111

  Yuan, Changsong ^a   Zhu, Xiangyang ^a   Liu, Guangquan ^a   Lei, Min ^a  

^a SHANGHAI JIAO TONG UNIVERSITY   (China)

Author keywords

EMG signals; Motion classification; Recurrence plots; Recurrence quantification analysis

Indexed keywords

BP NEURAL NETWORKS; EMG SIGNALS; FEATURE EXTRACTORS; FEATURE VECTORS; HAND MOTIONS; KEY ELEMENTS; MOTION CLASSIFICATION; MOTION CLASSIFICATIONS; MYOELECTRIC CONTROLS; RECURRENCE PLOTS; RECURRENCE QUANTIFICATION ANALYSIS; SURFACE EMG SIGNALS;

FEATURE EXTRACTION; MUSCLE; PATTERN RECOGNITION; SPEECH PROCESSING; VECTORS; VEGETATION;

NEURAL NETWORKS;

EID: 56349086126     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IJCNN.2008.4634087     Document Type: Conference Paper

References (24)

1. Kristin A. Farry, Ian D. Walker, Richard G., "Myoelectric teleoperation of a complex robotic hand," IEEE Transactions on Robotics & Automation, vol. 12, pp.775-788, 1996.
2. K.D.Strange, "Restoration of use of paralyzed limb muscles using sensory nerve signals for state control of FES-assisted walking," IEEE Transaction on rehabilitation engineering, vol.7, pp. 289-300, 1999.
3. M.Zecca, S.Micera, M.C.Carrozza, & P.Dario, "Control of multifunctional prosthetic hands by processing the electromyographic signal," Critical Reviews in Biomedical Engineering, 30(4-6):459485(2002)
4. Hudgins B, Parker PA, Scott RN., "A new strategy for multifunction myoelectric control," IEEE Transaction on Biomedical Engineering, vol.40, pp.82-94, 1993.
5. Mahyar Zardoshti-Kermani, Bruce C. Wheeler, Kambiz Badie & Reza M. Hashemi, "EMG feature evaluation for movement control of upper extremity prostheses," IEEE Transaction on Rehabilitation Engineering, vol.3, pp.324-333, 1995.
6. W.J. Kang, C.K. Cheng, J.S. Lai, J.R. Shiu & T.S. Kuo, "Acomparative analysis of various EMG pattern recognition methods," Med.Eng.Phys. vol.18, pp390-395, 1996
7. Micera S, Sabatini AM, Dario P, "On automatic identification of upper-limb movements using small-sized training sets of EMG signals," Med. Eng. Phys. vol.22, pp527-533, 2000.
8. Kalsson S, Yu J, Akay M, "Time-frequency analysis of myoelectric signals during dynamic contractions: a comparative study," IEEE Transaction on Biomedical Engineering, vol.47, pp.228-238, 2000.
9. Englehart K, Hudgins B, Parker PA, "A wavelet-based continuous classification scheme for multifunction myoelectric control," IEEE Transaction on Biomedical Engineering, vol.48, pp.302-311, 2001.
10. Lei M, Wang ZZ, Feng ZJ, "Detecting nonlinearity of action surface EMG signal," Physics Letter A, vol. 290, pp.297-303, 2001.
11. C. L. Webber, M. A. Schmidt, J. M. Walsh, "Influence of isometric loading on biceps EMG dynamics as assessed by linear and nonlinear tools," J Appl Physiol, vol.78, pp.814-822, 1995.
12. Vineet G, Srikanth S, Narender P. R, "Fractal analysis of surface EMG signals from the biceps," International Journal of Medical Informatics, vol.45, pp. 185-192, 1997.
13. Swie YW, Sakamoto K, Shimizu Y, "Chaotic analysis of electromyography signal at low back and lower limb muscles during forward bending posture," Electromyogr Clin Neurophysiol, vol. 45, pp. 329-342, 2005.
14. C. L. Webber Jr, J. P. Zbilut, "Dynamical assessment of physiological systems and states using recurrence plot strategies," J Appl Physiol, vol.76, pp:965-973, 1994.
15. C. L. Webber Jr, M. A. Schmidt, J. M. Walsh, "Influence of isometric loading on biceps EMG dynamics as assessed by linear and nonlinear tools," J Appl Physithol, vol.78, pp:814-822, 1995.
16. S. Ikegawa, M Shinohara, T. Fukunaga, etc, "Nonlinear time-course of lumbar muscle fatigue using recurrence quantifications," Biol. Cybem, Vol.82, pp:373-382, 2000.
17. Yiwei Liu, M. Kankaanpaa, J.P.Zbilut,etc, "EMG recurrence quantifications in dynamic exercise,"Biol. Cybem, Vol.90, pp:337-348, 2004.
18. N. Marwan. "Encounters With Neighbours Current Developments Of Concepts Based On Recurrence Plots And Their Applications," PhD Dissertation of University Potsdam, 2003,5.
19. J.P.Zbilut, Nita Thomasson, C.L.Webber, "Recurrence quantification analysis as a tool for nonlinear exploration of nonstationary cardiac signals, " Medical Engineering & Physics, vol.24,pp:53-60, 2002.
20. L. L. Trulla, A. Giuliani, J. P. Zbilut, C. L. Webber Jr, "Recurrence quantification analysis of the logistic equation with transients," Physics Letters A, vol.223,pp: 255-260, 1996.
21. N. Marwan, N. Wessel, U. Meyerfeldt, A. Schirdewan, J. Kurths, "Recurrence Plot Based Measures of Complexity and its Application to Heart Rate Variability Data," Physical Review E, 66(2), 026702 (2002).
22. J.B. Gao, "Recurrence Time Statistics for Chaotic Systems and Their Applications," Physical Review Letters, vol.83, pp:3178-3181,1999.
23. N. Marwan, M. Carmen Romano, M. Thiel, J. Kurths, "Recurrence plots for the analysis of complex systems," Physical Reprots, vol.438,pp: 237-329,2007.
24. Min Lei, Zhizhong Wang, Zhengjin Feng. "A. method of embedding dimension estimation based on symplectic geometry," Physics Letters A, vol.303,pp:179-189,2002