Classification of surface electromyographic signals for control of upper limb virtual prosthesis using time-domain features

2008 IEEE International Conference on Automation, Quality and Testing, Robotics, AQTR 2008 - THETA 16th Edition - Proceedings

Volumn 3, Issue , 2008, Pages 160-165

  Herle, S ^a   Raica, Paula ^a   Lazea, Gh ^a   Robotin, R ^a   Marcu, C ^a   Tamas, L ^a  

^a TECHNICAL UNIVERSITY OF CLUJ NAPOCA   (Romania)

Author keywords

[No Author keywords available]

Indexed keywords

ARTIFICIAL LIMBS; MUSCLE; MYOELECTRICALLY CONTROLLED PROSTHETICS; ROBOTICS;

CLASSIFICATION TECHNIQUE; ELECTROMYOGRAPHIC SIGNAL; HIDDEN LAYERS; MENTAL EFFORT; MYOELECTRIC PROSTHESIS; PROSTHETIC DEVICES; TIME DOMAIN FEATURES; TRAINING SYSTEMS;

BIOMEDICAL SIGNAL PROCESSING;

EID: 51949112861     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/AQTR.2008.4588902     Document Type: Conference Paper

References (15)

1. P.Parker, K. Englehart, B. Hudgins, "Myoelectric signal processing for control of powered limb prostheses", Journal of Electromyoraphy and Kinesiology, Vol. 16, 2006, pp. 541-548.
2. A.B., Soares, F. Berzin, and A.O., Andrade, "Power spectrum estimation of EMG signals via Chirp-Z transform", in Proceedings of the XIVth Congress of the International Society of Electrophysiology and Kinesiology, Vienna, Austria, 2002, p.43.
3. C.M., Light, P.H., Chappell, B. Hudgins, and K. Engelhart, "Intelligent multifunction myoelectric control of hand prosthesis", Journal of Medical Engineering and Technology, Vol. 26, No. 4, July/August 2002, pp. 139-146.
4. B. Hudgins, P. Parker, R.N., Scott, "A new strategy for multifunction myoelectric control", IEEE Transaction on Biomedical Engineering, Vol. 40, No. 1, 1993.
5. K. Engelhart, B. Hudgins, P. Parker, and M. Stevenson, "Classification of the myoelectric signal using time-frequency based representations", Journal of Medical Engineering and Physics, No. 21, 1999, pp. 431-438.
6. K. Engelhart, B. Hudgins, P. Parker, "A wavelet-based continuous classification scheme for multifunction myoelectric control", IEEE Transaction on Biomedical Engineering, Vol. 48, No.9, 2001, pages 302-310.
7. A. Subasi, M. Yilmaz, H.R., Ozcalik, "Classification of EMG signals using wavelet neural network", Journal of Neuroscience Methods, No. 156, 2006, pp. 360-367.
8. E. Lamounier, A. Soares, A. Andrade, R. Carrijo, "A virtual prosthesis control based on neural networks for EMG pattern classification" , in Proceedings of the Artificial Intelligence and Soft Computing, Canada, 2002.
9. A.B., Ajiboye, R.F., Weir, "A heuristic fuzzy logic approach to EMG pattern recognition for multifunctional prosthesis control", IEEE Transaction on Neural System Rehabilitation Engineering, Vol. 13, No. 3, 2005, pp. 280-291.
10. B. Karlik, M.O., Tokhi, M. Alci, "A fuzzy clustering neural network architecture for multifunction upper-limb prosthesis", IEEE Transaction on Biomedical Engineering, Vol.50, No. 11, 2003, pp.1255-1261.
11. Y. Huang, K. Engelhart, B. Hudgins, and A.D.C, Chan, "A Gaussian mixture model based classification scheme for myoelectric control of powered upper limb prosthesis", IEEE Transaction on Biomedical Engineering, Vol. 52, No.11, 2005, pp.1801-1811.
12. M. Zecca, S. Micera, M.C. Carozza, P. Dario, "Control of Multifunctional Prosthetic Hands by Processing the Electromyographic Signal", Critical Reviews in Biomedical Engineering, Vol.30, No. 4-6, 2002, pp. 459-285.
13. S. Micera, A. M., Sabatini, P. Dario, "On automatic identification of upper-limb movements using small-sized training sets of EMG signals", Journal of Medical Engineering and Physics, No.22, 2000, pp. 527-533.
14. M. Khezir, M. Jahed, "Real-time intelligent pattern recognition algorithm for surface EMG signals", BioMedical Engineering Online 2007, http:/www.biomedical-engineering-online.com/content/6/l/45.
15. J. Cui, J. Gao, Z. Li, R. Lv, X. Xu, "The application of support vector machine in pattern recognition", IEEE International Conference on Control and Automation, Guangzhou, China, May 30 to June 1, 2007