A training strategy to reduce classification degradation due to electrode displacements in pattern recognition based myoelectric control

Biomedical Signal Processing and Control

Volumn 3, Issue 2, 2008, Pages 175-180

  Hargrove, Levi ^a   Englehart, Kevin ^a   Hudgins, Bernard ^a  

^a UNIVERSITY OF NEW BRUNSWICK   (Canada)

Author keywords

EMG; MES; Myoelectric control; Pattern recognition; Powered prostheses

Indexed keywords

CONTROL SYSTEMS; DEGRADATION; ELECTRODES; PROSTHETICS;

ELECTRODE DISPLACEMENTS; MYOELECTRIC CONTROL;

PATTERN RECOGNITION;

ACCURACY; ARTICLE; CLASSIFICATION; CLASSIFIER; CONTROLLED STUDY; ELECTRODE; ELECTROMYOGRAPHY; EXPERIMENTAL DESIGN; FOREARM; HAND MOVEMENT; HUMAN; HUMAN EXPERIMENT; MUSCLE ISOMETRIC CONTRACTION; MYOELECTRIC CONTROL; NORMAL HUMAN; PATTERN RECOGNITION; PRIORITY JOURNAL; SIGNAL PROCESSING;

EID: 41149111431     PISSN: 17468094     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.bspc.2007.11.005     Document Type: Article

References (17)

1. Graupe D., Salahi J., and Kohn K. Multifunctional prosthesis and orthosis control via microcomputer identification of temporal pattern differences in single-site myoelectric signals. J. Biomed. Eng. 4 (1982) 17-22
2. Hudgins B., Parker P., and Scott R.N. A new strategy for multifunction myoelectric control. IEEE Trans. Biomed. Eng. 40 (1993) 82-94
3. Hargrove L., Englehart K., and Hudgins B. The effect of electrode displacements on pattern recognition based myoelectric control. Proceedings of the 28th IEEE EMBS Annual International Conference. New York City (2006)
4. Zhou P., Lowery M., Englehart L., Hargrove L., Dewald J.P.A., and Kuiken T.A. Decoding a new neural-machine interface for superior artificial limb control. J. Neurophysiol. 98 (2007) 2974-2982
5. Farry K.A., Fernandez J.J., Abramczyk R., Novy M., and Atkins D. Applying genetic programming to control of an artificial arm. Myoelectric Control Conference. Fredericton, New Brunswick, Canada (1997) 50-55
6. Chan F.H.Y., Yang Y.-S., Lam F.K., Zhang Y.-T., and Parker P.A. Fuzzy EMG classification for prosthesis control. IEEE Trans. Rehab. Eng. 8 (2000) 305-311
7. Chan A.D.C., and Englehart K. Continuous myoelectric control for powered prostheses using hidden Markov models. IEEE Trans. Biomed. Eng. 52 (2005) 121-124
8. Englehart K., Hudgins B., Parker P.A., and Stevenson M. Classification of the myoelectric signal using time-frequency based representations. Med. Eng. Phys. 21 (1999) 431-438
9. Chu J.-U., Moon I., and Mun M.-S. A real-time EMG pattern recognition system based on linear-nonlinear feature projection for a multifunction myoelectric hand. IEEE Trans. Biomed. Eng. 53 (2006) 2232-2239
10. Huang Y.H., Englehart K., Hudgins B., and Chan A.D.C. A Gaussian mixture model based classification scheme for myoelectric control of powered upper limb prostheses. IEEE Trans. Biomed. Eng. 52 (2005) 1801-1811
11. Englehart K., Hudgins B., and Parker P.A. A wavelet-based continuous classification scheme for multifunction myoelectric control. IEEE Trans. Biomed. Eng. 48 (2001) 302-311
12. Englehart K., and Hudgins B. A robust, real-time control scheme for multifunction myoelectric control. IEEE Trans. Biomed. Eng. 50 (2003) 848-854
13. Fukuda O., Tsuji T., Kaneko M., and Otsuka A. A human-assisting manipulator teleoperated by EMG signals and arm motions. IEEE Trans. Robotics Autom. 19 (2003) 210-222
14. Ajiboye A.B., and Weir R.F. A heuristic fuzzy logic approach to EMG pattern recognition for multifunctional prosthesis control. IEEE Trans. Neural Syst. Rehab. Eng. 13 (2005) 280-291
15. Hargrove L., Englehart K., and Hudgins B. A comparison of surface and intramuscular myoelectric signal classification. IEEE Trans. Biomed. Eng. 54 (2007) 847-853
16. Chan A.D.C., and Green G.C. Myoelectric control development toolbox. 30th Conference of the Canadian Medical & Biological Engineering Society. Toronto, Canada (2007) M0100
17. Lock B.A., Englehart K., and Hudgins B. Real-time myoelectric control in a virtual environment to relate usability vs. accuracy. Myoelectric Control Conference. Fredericton, New Brunswick, Canada (2005)