Electromyogram (EMG) based fingers movement recognition using Neighborhood Preserving Analysis with QR-decomposition

Proceedings of the 2011 7th International Conference on Intelligent Sensors, Sensor Networks and Information Processing, ISSNIP 2011

Volumn , Issue , 2011, Pages 1-6

  Khushaba, Rami N ^a   Kodagoda, Sarath ^a   Liu, Dikai ^a   Dissanayake, Gamini ^a  

^a UNIVERSITY OF TECHNOLOGY SYDNEY   (Australia)

Author keywords

[No Author keywords available]

Indexed keywords

COMPUTATIONALLY EFFICIENT; CONTROL SCHEMES; DATA SETS; DISCRIMINATIVE FEATURES; ELECTROMYOGRAM; EMG CONTROL; EMG-ELECTRODES; FEATURE PROJECTION; HAND MOVEMENT; LINEAR DISCRIMINANT ANALYSIS; MOVEMENT RECOGNITION; PROSTHETIC DEVICES; QR-DECOMPOSITION; SINGULARITY PROBLEMS; SURFACE ELECTROMYOGRAM;

DATA PROCESSING; INTELLIGENT CONTROL; SENSOR NETWORKS; SMART SENSORS;

PROSTHETICS;

EID: 84863229630     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ISSNIP.2011.6146512     Document Type: Conference Paper

References (24)

1. P.A. Parker, K. B. Englehart, and B. Hudgins, "Myoelectric signal processing for control of powered limb prostheses", Journal of Electromyography and Kinesiology, vol. 16, no. 6, pp. 541-548, 2006. (Pubitemid 44666457)
2. K. Englehart and B. Hudgins, "A robust, real time control scheme for multifunction myoelectric control", IEEE Transactions on Biomedical Engineering, vol. 50, no. 7, pp. 848-854, 2003.
3. M. A. Oskoei and H. Hu, "Support vector machine-based classification scheme for myoelectric control applied to upper limb", IEEE Transactions on Biomedical Engineering, vol. 55, no. 8, pp. 1956-1965, 2008. (Pubitemid 352013532)
4. M. A. Oskoei and H. Hu, "Myoelectric control systems-A survey", Biomedical Signal Processing and Control, vol. 2, no. 4, pp. 275-294, 2007. (Pubitemid 47610329)
5. F. Tenore, A. Ramos, A. Fahmy, S. Acharya, R. Etienne-Cummings, and N. V. Thakor, "Toward the control of individual fingers of a prosthetic hand using surface EMG signals", Proceedings of the 29th Annual International Conference of the IEEE EMBS, pp.6146-6149, 2007.
6. R. J. Smith, D. Huberdeau, F. Tenore, and N. V. Thakor, "Real-time myoelectric decoding of individual finger movements for a virtual target task", Proceedings of the 31st Annual International Conference of the IEEE EMBS, pp. 2376-2379, 2009.
7. D. Peleg, E. Braiman, E. Yom-Tov, and G. F. Inbar, "Classification of finger activation for use in a robotic prostheses arm", IEEE Transactions on Biomedical Engineering, vol. 10, no. 4, pp. 290-293, 2002. (Pubitemid 36207323)
8. G. Tsenov, A. H. Zeghbib, F. Palis, N. Shoylev, V. Mladenov, "Neural networks for online classification of hand and finger movements using surface EMG signals", Proceedings of the 8th Seminar on Neural Network Applications in Electrical Engineering, pp. 167-171, 2006.
9. F. V. G. Tenore, A. Ramos, A. Fahmy, S. Acharya, R. Etienne-Cummings, N. V. Thakor, "Deconding of individual finger movements using surface electrmyography", IEEE Transactions on Biomedical Engineering, vol. 56, no. 5, pp. 1427-1434, 2009.
10. R. J. Smith, F. Tenore, D. Huberdeau, R. Etienne-Cummings, and N. V. Thakor, "Continuous decoding of finger position from surface EMG signals for the control of powered prostheses", Proceedings of the 30th Annual International Conference of the IEEE EMBS, pp. 197-200, 2008.
11. 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", IEEE Transactions on Neural Systems and Rehabilitation Engineering, vol. PP, no. 99, DOI:10.1109/TNSRE.2011.2108667, 2011.
12. J. U. Chu, I. Moon, M. S. Mun, "A supervised feature projection for realtime multifunction myoelectric hand control", In Proc. 28th IEEE EMBS Annual International Conference, New York, USA, 2006, pp. 2417-2420. (Pubitemid 46520394)
13. K. Englehart, "Signal representation for classification of the transient myoelectric signal", PhD dissertation, Department of Electrical and Computer Engineering, University of New Brunswick, New Brunswick, Canada, 1998.
14. A. D. C. Chan and G. C. Green, "Myoelectric control development toolbox", In Proc. 30th Conference of the Canadian Medical and Biological Engineering Society, Toronto, Canada, 2007, M0100.
15. R. N. Khushaba. A. Al-Ani, and A. Al-Jumaily, "Orthogonal fuzzy neighborhood discriminant analysis for multifunction myoelectric hand control", IEEE Transactions on Biomedical Engineering, vol. 57, no. 6, pp. 1410-1419, 2010.
16. J. Ye, R. Janardan, Q. Li, and H. Park, "Feature reduction via generalized uncorrelated linear discriminant analysis", IEEE Transactions on Knowledge and Data Engineering, vol. 18, no. 10, pp. 1312-1322, 2006. (Pubitemid 44335197)
17. H. Xiaofei, C. Deng, Y. Shuicheng, and H. J. Zhang, "Neighborhood preserving embedding", In Proc. 10th IEEE International Conference on Computer Vision, Beijing, China, 2005, pp. 1208-1213.
18. X. He and P. Niyogi, "Locality preserving projections", In Proc. Advances in Neural Information Processing Systems 16 (NIPS), Vancouver, Canada, 2003.
19. D. Cai, X. He, K. Zhou, J. Han, and H. Bao, "Locality sensitive discriminant analysis", In Proc. International Joint Conference on Artificial Intelligence, Hyderabad, India, 2007, pp. 708-713.
20. X. He, S. Yan, Y. Hu, P. Niyogi, and H. J. Zhang, "Face recognition using laplacianfaces", IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 27, no. 3, pp. 328-340, 2005. (Pubitemid 40377326)
21. C. C. Chang and C. J. Lin, "LIBSVM: A library for support vector machines", Available Online: http://www.csie.ntu.edu.tw/ cjlin/libsvm/, 2001.
22. G. B. Hunag, Q. Y. Zhu, and C. K. Siew, "Extreme learning machine: theory and applications", Neurocomputing, vol. 70, pp. 489-501, 2006.
23. M. Sugiyama, "Dimensionality reduction of multimodal labeled data by local Fisher discriminant analysis", Journal of Machine Learning Research, vol. 8, pp. 1027-1061, 2007. (Pubitemid 46798409)
24. Z. P. Chen, J. H. Jiang, Y. Li, Y. Z. Liang, and R. Q. Yu, "Fuzzy linear discriminant analysis for chemical data sets", Chemometrics and Intelligent Laboratory Systems, vol. 45, no. 1-2, pp. 295-302, 1999. (Pubitemid 29087055)