Continuous Classification of Myoelectric Signals for Powered Prostheses using Gaussian Mixture Models

Annual International Conference of the IEEE Engineering in Medicine and Biology - Proceedings

Volumn 3, Issue , 2003, Pages 2841-2844

  Chan, A D C ^a   Englehart, K B ^b,c  

^a CARLETON UNIVERSITY   (Canada)

^b UNIVERSITY OF NEW BRUNSWICK   (Canada)

^c UNIVERSITY OF NEW BRUNSWICK   (Canada)

Author keywords

EMG; Gaussian mixture model; Myoelectric signals; Pattern recognition; Prosthesis

Indexed keywords

AMPLIFICATION; DATA ACQUISITION; EMBEDDED SYSTEMS; LOW PASS FILTERS; MUSCLE; MYOELECTRICALLY CONTROLLED PROSTHETICS; PATTERN RECOGNITION; REAL TIME SYSTEMS; SIGNAL DETECTION;

GAUSSIAN MIXTURE MODELS; MYOELECTRIC SIGNALS;

ELECTROMYOGRAPHY;

EID: 1542270863     PISSN: 05891019     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (9)

1. R. Reiter, "Eine Neue Elektrohunsthand", Grenzgebiete der Medicin, vol. 1, no. 4, pp. 133-135, 1948.
2. D. S. Dorcas, R. N. Scott, "A three state myoelectric control", Medical and Biological Engineering, vol. 4,. pp. 367-372, 1966.
3. D. S. Dorcas, V. A. Dunfield, R. N. Scott, "Improved myoelectric control system", Medical and Biological Engineering, vol. 8, pp. 333-341, 1970.
4. B. Hudgins, P. Parker, R. N. Scott, "A new strategy for multifunction myoelectric control," IEEE Transactions on Biomedical Engineering, vol. 40, no. 1, pp. 82-94, 1993.
5. K. Englehart, B. Hudgins, A. D. C. Chan, "Continuous multifunction myoelectric control using pattern recognition", Technology and Disability, in press.
6. F. H. Y. Chan, Y. S. Yang, F. K. Lam, Y. T. Zhang, P. A. Parker, "Fuzzy EMG Classification for Prosthesis Control," IEEE Transactions on Rehabilitation Engineering, vol. 8, no. 3, pp 305-311, 2000.
7. J. Kwon, S. Lee, C. Shin, Y. Jang, S. Hong, "Signal hybrid HMM-GA-MLP classifier for continuous EMG classification purpose," Proceedings of the 20th Annual International Conference of the IEEE EMBS, vol. 20, no. 3, pp. 1404-1407, 1998.
8. L. R. Rabiner, "A Tutorial on Hidden Markov models and Selected Applications in Speech Recognition," Proceedings of the IEEE, vol. 77, no. 2, pp 257-286, 1989.
9. K. Englehart., B. Hudgins, "A robust, real time control scheme for multifunction myoelectric control," IEEE Transactions on Biomedical Engineering, accepted Sept. 2002.