Decoding of individuated finger movements using surface EMG and input optimization applying a genetic algorithm

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

Volumn , Issue , 2011, Pages 1608-1611

  Kanitz, Gunter R ^a   Antfolk, Christian ^b   Cipriani, Christian ^a   Sebelius, Fredrik ^b   Carrozza, Maria Chiara ^a  

^a BioRobotics Institute of the Scuola Superiore sant'Anna   (Italy)

^b LUND UNIVERSITY   (Sweden)

Author keywords

Genetic Algorithm (GA); Myoelectric control; Pattern recognition; Surface electrodes; Upper limb prosthesis

Indexed keywords

CLASSIFICATION ACCURACY; DATA SETS; FINGER MOVEMENTS; GA OPTIMIZATION; HIGH REDUNDANCY; INPUT OPTIMIZATION; K-NEAREST NEIGHBORS; LINEAR DISCRIMINANT ANALYSIS; MYOELECTRIC CONTROL; SURFACE ELECTRODES; SURFACE EMG; TIME DOMAIN; UPPER LIMBS;

DISCRIMINANT ANALYSIS; IMAGE RETRIEVAL; INFORMATION DISSEMINATION; MUSCLE; OPTIMIZATION; PATTERN RECOGNITION; PROSTHETICS; SUPPORT VECTOR MACHINES; TIME DOMAIN ANALYSIS; WAGES;

GENETIC ALGORITHMS;

ADULT; ALGORITHM; ARTICLE; AUTOMATED PATTERN RECOGNITION; ELECTROMYOGRAPHY; FEMALE; FINGER; HUMAN; MALE; METHODOLOGY; MOVEMENT (PHYSIOLOGY); MUSCLE CONTRACTION; PHYSIOLOGY; REPRODUCIBILITY; SENSITIVITY AND SPECIFICITY; SKELETAL MUSCLE;

ADULT; ALGORITHMS; ELECTROMYOGRAPHY; FEMALE; FINGERS; HUMANS; MALE; MOVEMENT; MUSCLE CONTRACTION; MUSCLE, SKELETAL; PATTERN RECOGNITION, AUTOMATED; REPRODUCIBILITY OF RESULTS; SENSITIVITY AND SPECIFICITY;

EID: 84862248333     PISSN: 1557170X     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IEMBS.2011.6090465     Document Type: Conference Paper

References (15)

1. TouchBionics, information available at http://www.touchbionics.com/.
2. bebionic, information available at http://www.bebionic.com/.
3. X. Chen, X. Zhang, Z.-Y. Zhao, J.-H. Yang, V. Lantz, and K.-Q. Wang, "Multiple Hand Gesture Recognition Based on Surface EMG Signal," 2007 1st International Conference on Bioinformatics and Biomedical Engineering, pp. 506-509, Jul. 2007.
4. F. V. G. Tenore, A. Ramos, A. Fahmy, S. Acharya, R. Etienne-Cummings, and N. V. Thakor, "Decoding of individuated finger movements using surface electromyography." IEEE transactions on bio-medical engineering, vol. 56, no. 5, pp. 1427-34, May 2009.
5. G. Li, A. E. Schultz, and T. a. Kuiken, "Quantifying pattern recognition-based myoelectric control of multifunctional transradial prostheses." IEEE transactions on neural systems and rehabilitation engineering : a publication of the IEEE Engineering in Medicine and Biology Society, vol. 18, no. 2, pp. 185-92, Apr. 2010.
6. A. Arieta, W. Yu, and H. Yokoi, "Integration of a Multi-DOF Individually Adaptable EMG Prosthetic System with Tactile Feedback," System, 2004.
7. C. Cipriani, C. Antfolk, M. Controzzi, G. Lundborg, B. Rosen, M. C. Carrozza, and F. Sebelius, "Online myoelectric control of a dexterous hand prosthesis by transradial amputees," Neural Systems and Rehabilitation Engineering, IEEE Transactions on, vol. 19, no. 3, pp. 260 -270, june 2011.
8. K. Englehart, B. Hudgins, and A. D. Chan, "Continuous multifunction myoelectric control using pattern recognition," Technology and Disability, vol. 15, no. 2/2003, pp. 95-103, Jan 2003.
9. T. Farrell and R. Weir, "A comparison of the effects of electrode implantation and targeting on pattern classification accuracy for prosthesis control," Biomedical Engineering, IEEE Transactions on, vol. 55, no. 9, pp. 2198 -2211, Sep. 2008.
10. A. Chan and G. Green, "Myoelectric control development toolbox," in 30th Conference of the Canadian Medical & Biological Engineering Society, 2007.
11. C.-C. Chang and C.-J. Lin, LIBSVM: a library for support vector machines, 2001, software available at http://www.csie.ntu.edu.tw/cjlin/libsvm.
12. B. Hudgins, P. Parker, and R. Scott, "A new strategy for multifunction myoelectric control," Biomedical Engineering, IEEE Transactions on, vol. 40, no. 1, pp. 82-94, 1993.
13. K. Englehart and B. Hudgins, "A robust, real-time control scheme for multifunction myoelectric control," Biomedical Engineering, IEEE Transactions on, vol. 50, no. 7, pp. 848 -854, jul 2003.
14. M. Zecca, S. Micera, M. C. Carrozza, and P. Dario, "Control of multifunctional prosthetic hands by processing the electromyographic signal." Critical reviews in biomedical engineering, vol. 30, no. 4-6, pp. 459-85, Jan. 2002.
15. M. Mitchell, An introduction to genetic algorithms. The MIT press, Sep. 1998, vol. 32, no. 6.