Real-time comparison of conventional direct control and pattern recognition myoelectric control in a two-dimensional Fitts' law style test

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

Volumn , Issue , 2013, Pages 3630-3633

  Wurth, Sophie M ^a   Hargrove, Levi J ^b  

^a EPFL   (Switzerland)

^b REHABILITATION INSTITUTE OF CHICAGO   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

CLASSIFICATION ACCURACY; CONTROL PERFORMANCE; CONTROL STRATEGIES; MYOELECTRIC CONTROL; PERFORMANCE METRICS; SYSTEM EVALUATION; TARGET ACQUISITION; UPPER LIMB PROSTHESIS;

MYOELECTRICALLY CONTROLLED PROSTHETICS; REAL TIME CONTROL; TESTING; TOOLS;

PATTERN RECOGNITION;

AUTOMATED PATTERN RECOGNITION; COMPARATIVE STUDY; ELECTRICITY; HUMAN; LIMB PROSTHESIS; MOVEMENT (PHYSIOLOGY); MUSCLE; PHYSIOLOGY; PILOT STUDY; PROCEDURES; PROSTHESIS;

ARTIFICIAL LIMBS; ELECTRICITY; HUMANS; MOVEMENT; MUSCLES; PATTERN RECOGNITION, AUTOMATED; PILOT PROJECTS; PROSTHESIS DESIGN;

EID: 84886484403     PISSN: 1557170X     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/EMBC.2013.6610329     Document Type: Conference Paper

References (17)

1. T. W. Williams III, "Practical methods for controlling powered upperextremity prostheses, " Assistive Technology, vol. 2, pp. 3-18, 1990.
2. D. Graupe, J. Salahi, and K. H. Kohn, "Multifunctional prosthesis and orthosis control via microcomputer identification of temporal pattern differences in single-site myoelectric signals, " Journal of Biomedical Engineering, vol. 4, pp. 17-22, 1982.
3. B. Hudgins, P. Parker, and R. N. Scott, "A new strategy for multifunction myoelectric control, " Biomedical Engineering, IEEE Transactions on, vol. 40, pp. 82-94, 1993.
4. K. Englehart and B. Hudgins, "A robust, real-time control scheme for multifunction myoelectric control, " Biomedical Engineering, IEEE Transactions on, vol. 50, pp. 848-854, 2003.
5. A. B. Ajiboye and R. F. Weir, "A heuristic fuzzy logic approach to EMG pattern recognition for multifunctional prosthesis control, " Neural Systems and Rehabilitation Engineering, IEEE Transactions on, vol. 13, pp. 280-291, 2005.
6. M. Zecca, S. Micera, M. Carrozza, and P. Dario, "Control of multifunctional prosthetic hands by processing the electromyographic signal, " Critical Reviews in Biomedical Engineering, vol. 30, p. 459, 2002.
7. L. H. Smith, L. J. Hargrove, B. A. Lock, and T. A. Kuiken, "Determining the optimal window length for pattern recognition-based myoelectric control: Balancing the competing effects of classification error and controller delay, " Neural Systems and Rehabilitation Engineering, IEEE Transactions on, vol. 19, pp. 186-192, 2011.
8. A. J. Young, L. J. Hargrove, and T. A. Kuiken, "Improving Myoelectric Pattern Recognition Robustness to Electrode Shift by Changing Interelectrode Distance and Electrode Configuration, " Biomedical Engineering, IEEE Transactions on, vol. 59, pp. 645-652, 2012.
9. F. Wright, "Measurement of functional outcome with individuals who use upper extremity prosthetic devices: current and future directions, " JPO: Journal of Prosthetics and Orthotics, vol. 18, p. 46, 2006.
10. A. M. Simon, L. J. Hargrove, B. A. Lock, and T. A. Kuiken, "Target Achievement Control Test: Evaluating real-time myoelectric patternrecognition control of multifunctional upper-limb prostheses, " J Rehabil Res Dev, vol. 48, pp. 619-28, 2011.
11. P. M. Fitts, "The information capacity of the human motor system in controlling the amplitude of movement, " Journal of experimental psychology, vol. 47, p. 381, 1954.
12. R W Soukcreff and I. S. MacKenzie. "Towards a standard for poitim; device evahiaeon. perspectives on 27 yean of Fins' law research in HCL" International Journal of Huiriin -Computer Studies. vol 61. pp. 751-789.2004.
13. M. R. Williams and R. F. Kirsch, "Evaluation of head orientation and neck muscle EMG signals as command inputs to a human±computer interface for individuals with high tetraplegia, " Neural Systems and Rehabilitation Engineering, IEEE Transactions on, vol. 16, pp. 485- 496, 2008.
14. E. Scheme and K. Englehart. "Validation of a Selective t-nsemble- Based Classification Scheme for Myoelectric Control Using a Three Dimensional Fins' Law Test.' 2012.
15. A. M. Simon, L. J. Hargrove, B. A. Lock, and T. A. Kuiken, "A decision-based velocity ramp for minimizing the effect of misclassifications during real-time pattern recognition control, " Biomedical Engineering, IEEE Transactions on, vol. 58, pp. 2360- 2368, 2011.
16. I. S. MacKenzie, "Fitts' law as a research and design tool in humancomputer interaction, " Human-computer interaction, vol. 7, pp. 91- 139, 1992.
17. L. J. Hargrove, E. J. Scheme, K. B. Englehart, and B. S. Hudgins, "Multiple binary classifications via linear discriminant analysis for improved controllability of a powered prosthesis, " Neural Systems and Rehabilitation Engineering, IEEE Transactions on, vol. 18, pp. 49-57, 2010.