Application of support vector machines in upper limb motion classification using myoelectric signals

2007 IEEE International Conference on Robotics and Biomimetics, ROBIO

Volumn , Issue , 2007, Pages 388-393

  Oskoei, Mohammadreza Asghari ^a   Hu, Osheng ^a  

^a UNIVERSITY OF ESSEX   (United Kingdom)

Author keywords

Entropy; Myoelectric control; SVM; Upper limb motion classification

Indexed keywords

AUTOMATION; BIOMIMETICS; CLASSIFICATION (OF INFORMATION); CONTROL SYSTEMS; GEARS; IMAGE RETRIEVAL; LEARNING SYSTEMS; MULTILAYER NEURAL NETWORKS; ONLINE SYSTEMS; ROBOTICS; VECTORS;

CLASSIFICATION ACCURACIES; COMPUTATIONAL COSTS; ENTROPY; INTERNATIONAL CONFERENCES; MOTION CLASSIFICATION; MYO-ELECTRIC SIGNALS; MYOELECTRIC CONTROL; ON-LINE TRAINING; SUPPORT-VECTOR MACHINE; SVM; SVM-BASED CLASSIFIERS; UPPER LIMB MOTION; UPPER LIMB MOTION CLASSIFICATION;

SUPPORT VECTOR MACHINES;

EID: 49249094739     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ROBIO.2007.4522193     Document Type: Conference Paper

References (18)

1. M. Asghari Oskoei, and H Hu, Myoelectric control systems - A survey, Biomedical Signal Processing & Control (2007). In press.
2. B. Hudgins, P. Parker, and R. Scott, "Control of artificial limbs using myoelectric pattern recognition", Journal of Medical & Lite Science Engineering, Vol. 13, 1994, Page 21-38
3. K. Englehart, B. Hudgins, and P. A. Parker, "A Wavelet-Based Continuous Classification Scheme for Multifunction Myoelectric Control", IEEE Transactions on Biomedical Engineering, Vol. 48, No. 3, March 2001, Page 302-310
4. K. Englehart, and B. Hudgins, "A Robust, Real-Time Control Scheme for Multifunction Myoelectric Control", IEEE Transactions on Biomedical Engineering, Vol. 50, No. 7, July 2003, Page 848-854
5. Y. Huang, K. Englehart, B. Hudgins, and A. D. C. Chan, "A Gaussian Mixture Model Based Classification Scheme for Myoelectric Control of Powered Upper Limb Prostheses", IEEE Transactions on Biomedical Engineering, Vol. 52, No. 11, November 2005, Page 1801-1811
6. O. Fukuda, T. Tsuji, M. Kaneko, and A. Otsuka, "A Human-Assisting Manipulator Tele-operated by EMG Signals and Arm Motions", IEEE Trans. on Robotics & Automation, Vol. 19, No. 2, 2003, Page 210-222
7. M. Vuskovic and S. J. Du, "Classification of Prehensile EMG Patterns With Simplified Fuzzy ARTMAP Networks", Proceedings of Int. Joint Conference on Neural Networks, Volume 3, 2002, Page 2539-2544
8. A. D. C. Chan, and K. Englehart, "Continuous Classification of Myoelectric Signals for Powered Prostheses using Gaussian Mixture Models", Proceedings of 25th Annual Int. Conference of the Engineering in Medicine and Biology Society, Cancun, Mexico, September, 2003
9. A. D. C. Chan, and K. Englehart, "Continuous Myoelectric Control for Powered Prostheses Using Hidden Markov Models", IEEE Transactions On Biomedical Engineering, 2004
10. F. H. Y. Chan, Y. S. Yang, F. K. Lain, Y. T. Zhang, and P. A. Parker, "Fuzzy EMG Classification for Prosthesis Control", IEEE Transactions on Rehabilitation Engineering, Vol. 8, No. 3, Sept. 2000, Page 305-311
11. K. Englehart, B. Hudgins, and P. Parker, "Intelligent Systems and Technologies in Rehabilitation Engineering", 5th chapter, published by CRC Press, 2001, ISBN 0-8493-0140-8
12. M. Asghari Oskoei, and H Hu, "GA-based Feature Subset Selection for Myoelectric Classification", Proceedings Of International Conference on Robotics and Biomimetics, China, December 2006, Pages 1465-1470
13. R. Kato, H. Yokoi, and T. Arai, "Real-time Learning Method for Adaptable Motion-Discrimination using Surface EMG Signal", Proceedings of IEEE/RSJ International Conference on intelligent Robots and Systems, China, 2006, Page 2127-2132
14. R.-E. Fan, P.-H. Chen, and C.-J. Lin, "Working set selection using second order information for training SVM", Journal of Machine Learning Research 6, 1889-1918, 2005
15. Chih-Chung Chang and Chin-Jen Lin, "LIBSVM: a library for support vector machines", at http://www.csie.ntu.edu.tw/~cjlin/libsvm, 2001
16. P.-H. Chen, C.-J. Lin, and B. Schölkopf, "A tutorial on nu-support vector machines", Applied Stochastic Models in Business and Industry, 21(2005), 111-136
17. T.-F. Wu, C.-J. Lin, and R. C. Weng, "Probability Estimates for Multiclass Classification by Pairwise Coupling", Journal of Machine Learning Research, 5(2004), 975-1005
18. R. Kato, H. Yokoi, and T. Arai, "Real-time Learning Method for Adaptable Motion-Discrimination using Surface EMG Signal", Proceedings of IEEE/RSJ International Conference on intelligent Robots and Systems, China, 2006. Page 2127-2132