A multi-modal approach for hand motion classification using surface EMG and accelerometers

Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS

Volumn , Issue , 2011, Pages 4247-4250

  Fougner, A ^a   Scheme, E ^b   Chan, A D C ^c   Englehart, K ^b   Stavdahl, O ^a  

^a NORWEGIAN UNIVERSITY OF SCIENCE AND TECHNOLOGY   (Norway)

^b UNIVERSITY OF NEW BRUNSWICK   (Canada)

^c CARLETON UNIVERSITY   (Canada)

Author keywords

Accelerometer; electromyography; prosthetic hands; prosthetics

Indexed keywords

CLASSIFICATION ACCURACY; ELECTRODE SITES; EMG-ELECTRODES; HAND MOTION; HUMAN MACHINE INTERFACE; IMPROVE-A; INERTIAL SENSOR; MULTI-MODAL APPROACH; MULTIFUNCTION SYSTEMS; MUSCLE FORCE; PROSTHESIS CONTROL; PROSTHETIC HANDS; PROSTHETIC SOCKETS; SPACE LIMITATIONS; SUPPLEMENTARY INFORMATION; SURFACE EMG; THIRD ELECTRODE; UPPER LIMBS;

ARTIFICIAL LIMBS; ELECTROMYOGRAPHY; MUSCLE; PROSTHETICS;

ACCELEROMETERS;

ACCELERATION; ARTICLE; ELECTROMYOGRAPHY; HAND; HUMAN; MAN MACHINE INTERACTION; METHODOLOGY; MOVEMENT (PHYSIOLOGY); PHYSIOLOGY; PROSTHESES AND ORTHOSES;

ACCELERATION; ELECTROMYOGRAPHY; HAND; HUMANS; MAN-MACHINE SYSTEMS; MOVEMENT; PROSTHESES AND IMPLANTS;

EID: 84863572543     PISSN: 1557170X     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IEMBS.2011.6091054     Document Type: Conference Paper

References (17)

1. P. A. Parker and R. N. Scott, "Myoelectric Control of Prostheses", CRC Crit. Rev. Biomed. Eng., 13(4):283-310, 1986.
2. P. A. Parker, K. B. Englehart, and B. S. Hudgins, "Control of Powered Upper Limb Prostheses", in: Electromyography: Physiology, Engineering, and Noninvasive Applications, R. Merletti and P. A. Parker, Ed., Chapter 18, pp. 453-475, New York: IEEE Press, 2004.
3. L. P. J. Kenney, I. Lisitsa, P. Bowker, G. H. Heath, and D. Howard, "Dimensional Change in Muscle as a Control Signal for Powered Upper Limb Prostheses: a Pilot Study", Med. Eng. Phys., 21(8):589-597, Oct. 1999.
4. J. Canderle, L. P. J. Kenney, A. Bowen, D. Howard, and H. Chatterton, "A Dual-task Approach to the Evaluation of the Myokinemetric Signal as an Alternative to EMG", Conf. Proc. IEEE Eng. Med. Biol. Soc. 2004, 26:4548-4551, Sep. 2004.
5. E.M. Scheeren, E. Krueger-Beck, G. Nogueira-Neto, P. Nohama, and V. L. S. N. Button, "Wrist Movement Characterization by Mechanomyography Technique", J. Med. Biol. Eng., 30(6):373-380, Dec. 2010.
6. M. E. Harrington, R. W. Daniel, P. J. Kyberd, "A Measurement System for the Recognition of Arm Gestures using Accelerometers", Proc. Inst. Mech. Eng. Part H: J. Eng. Med., 209(H2):129-134, 1995.
7. L. J. Hargrove, K. Englehart, B. Hudgins, "A Comparison of Surface and Intramuscular Myoelectric Signal Classification", IEEE Trans. Biomed. Eng., 54(5):847-853, May 2007.
8. A. Fougner, M. Sæther, Ø. Stavdahl, J. Blum, P. J. Kyberd, "Cancellation of Force Induced Artifacts in Surface EMG Using FSR Measurements", Proc. Of Myoelectric Controls Symposium (MEC) 2008, pp. 146-149, Aug. 2008.
9. E. Scheme, A. Fougner, Ø. Stavdahl, A. D. C. Chan, K. Englehart, "Examining the Adverse Effects of Limb Position on Pattern Recognition Based Myoelectric Control", Conf. Proc. IEEE Eng. Med. Biol. Soc. 2010, 32:6337-40, Sep. 2010.
10. A. D. C. Chan, K. Englehart, B. Hudgins, and D. F. Lovely, "Multi-expert automatic speech recognition using acoustic and myoelectric signals", IEEE Trans. Biomed. Eng., 53(4):676-685, Apr. 2006.
11. B. Duc, E. S. Bigun, J. Bigun, G. Maitre, and S. Fischer, "Fusion of Audio and Video Information for Multi-Modal Person Authentication," Pattern Recognit. Lett., 18(9):835-843, Sep. 1997.
12. A. Fougner, E. Scheme, A. D. C. Chan, K. Englehart, and Ø. Stavdahl, "Resolving the Limb Position Effect in Myoelectric Pattern Recognition", IEEE Trans. Neural Syst. Rehabil. Eng., submitted for publication.
13. A. Loomis, Figure Drawing For All It's Worth, Walter Foster Publishing Inc., 1943.
14. K. Englehart and B. Hudgins, "A Robust Real-time Control Scheme For Multifunction Myoelectric Control", IEEE Trans. Biomed. Eng., 50(7):848-854, Jul. 2003.
15. H. Bouwsema, C. K. van der Sluis, R. M. Bongers, "Learning to Control Opening and Closing a Myoelectric Hand", Archives of Physical Medicine and Rehabilitation, 91(9):1442-1446, Sep. 2010.
16. N. Jiang, K. Englehart, and P. A. Parker, "Extracting Simultaneous and Proportional Neural Control Information for Multiple-DOF Prostheses From the Surface Electromyographic Signal", IEEE Trans. Biomed. Eng., 56(4):1070-1080, 2009.
17. A. Fougner, "Proportional Myoelectric Control of a Multifunction Upper-Limb Prosthesis", Master's Thesis, Norwegian University of Science and Technology, Trondheim, Norway, Jun. 2007.