Classification of upper arm EMG signals during object-specific grasp

Proceedings of the 30th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS'08 - "Personalized Healthcare through Technology"

Volumn , Issue , 2008, Pages 5061-5064

  Martelloni, C ^a   Carpaneto, J ^a   Micera, S ^a,b  

^a SCUOLA SUPERIORE SANT ANNA   (Italy)

^b ETH ZURICH   (Switzerland)

Author keywords

[No Author keywords available]

Indexed keywords

ARTIFICIAL LIMBS; MUSCLE; PATTERN RECOGNITION; SUPPORT VECTOR MACHINES;

CENTRAL NERVOUS SYSTEMS; CONTROL STRATEGIES; ELECTROMYOGRAPHIC SIGNAL; EMG-BASED CONTROL; MUSCULAR ACTIVITIES; PATTERN RECOGNITION ALGORITHMS; PROSTHETIC DEVICES; REACH-TO-GRASP MOVEMENTS;

BIOMEDICAL SIGNAL PROCESSING;

ADULT; ALGORITHM; ARM; ARTICLE; AUTOMATED PATTERN RECOGNITION; ELECTROMYOGRAPHY; HAND STRENGTH; HUMAN; MALE; METHODOLOGY; MUSCLE CONTRACTION; PHYSIOLOGY; PSYCHOMOTOR PERFORMANCE; REPRODUCIBILITY; SENSITIVITY AND SPECIFICITY; SKELETAL MUSCLE;

ADULT; ALGORITHMS; ARM; ELECTROMYOGRAPHY; HAND STRENGTH; HUMANS; MALE; MUSCLE CONTRACTION; MUSCLE, SKELETAL; PATTERN RECOGNITION, AUTOMATED; PSYCHOMOTOR PERFORMANCE; REPRODUCIBILITY OF RESULTS; SENSITIVITY AND SPECIFICITY;

EID: 61849162226     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/iembs.2008.4650351     Document Type: Conference Paper

References (20)

1. M. C. Carrozza, G. Cappiello, S. Micera, B. B. Edin, L. Beccai, and C. Cipriani, "Design of a cybernetic hand for perception and action," Biol Cybern, vol. 95, pp. 629-44, Dec 2006.
2. P. J. Kyberd and P. H. Chappell, "The Southampton Hand: an intelligent myoelectric prosthesis," J Rehabil Res Dev, vol. 31, pp. 326-34, Nov 1994.
3. C. M. Light and P. H. Chappell, "Development of a lightweight and adaptable multiple-axis hand prosthesis," Med Eng Phys, vol. 22, pp. 679-84, Dec 2000.
4. Otto Bock Orthopedic Industry GmbH, "MYOBock-Arm Components 1997/98," 1998.
5. S. Micera, M. C. Carrozza, L. Beccai, F. Vecchi, and P. Dario, "Hybrid Bionic Systems for the Replacement of Hand Function," Proc IEEE, vol. 94, pp. 1752-1762 2006.
6. M. A. Oskoei and H. Hu, "Myoelectric Control Systems - A survey," Biomed Signal Proc Contr J, vol. 2, pp. 275-294, 2007.
7. K. Kiguchi, K. Iwami, M. Yasuda, K. Watanabe, and T. Fukuda, "An Exoskeletal Robot for Human Shoulder Joint Motion Assis," IEEE/ASME Trans Mech, vol. 8, pp. 126-136, 2003.
8. J. Rosen, M. Brand, M. B. Fuchs, and M. Arcan, "A Myosignal-Based Powered Exoskeleton System," IEEE Trans Sys Man Cyber - Part A, vol. 31, pp. 210-222, 2001.
9. K. A. Farry, I. D. Walker, and R. G. Baraniuk, "Myoelectric teleoperation of a complex robotic hand," IEEE Trans Robotics Automation, vol. 12 pp. 775-788 1996.
10. O. Fukuda, T. Tsuji, M. Kaneko, and A. Otsuka, "A human-assisting manipulator teleoperated by EMG signals and arm motions," IEEE Trans Robotics Automation, vol. 19, pp. 210-222, 2003.
11. L. A. Miller, K. A. Stubblefield, R. D. Lipschutz, B. A. Lock, and T. A. Kuiken, "Improved myoelectric prosthesis control using targeted reinnervation surgery: a case series," IEEE Trans Neural Syst Rehabil Eng, vol. 16, pp. 46-50, Feb 2008.
12. T. Brochier, R. L. Spinks, M. A. Umilta, and R. N. Lemon, "Patterns of muscle activity underlying object-specific grasp by the macaque monkey," J Neurophysiol, vol. 92, pp. 1770-82, Sep 2004.
13. I. A. Kapandji, The physiology of the joints: annotated diagrams of the mechanics of the human joints: NY, USA: Ed. Churchill Livingstone, 1982.
14. S. Micera, J. Carpaneto, F. Posteraro, L. Cenciotti, M. Popovic, and P. Dario, "Characterization of upper arm synergies during reaching tasks in able-bodied and hemiparetic subjects," Clin Biomech (Bristol, Avon), vol. 20, pp. 939-46, Nov 2005.
15. S. M. Michaelsen, S. Jacobs, A. Roby-Brami, and M. F. Levin, "Compensation for distal impairments of grasping in adults with hemiparesis," Exp Brain Res, vol. 157, pp. 162-73, Jul 2004.
16. J. R. Cram, G. S. Kasman, and J. Holtz, Introduction to Surface Electromyography: Gaithersburg, MA: Aspen Publication, 1998.
17. M. A. Oskoei and H. Hu, "Support Vector Machine Based Classification Scheme for Myoelectric Control Applied to Upper Limb," IEEE Transactions on Biomedical Engineering, 2008 (in press).
18. A. M. Sabatini, "Identification of neuromuscular synergies in natural upper-arm movements," Biol Cybern, vol. 86, pp. 253-62, Apr 2002.
19. P.-H. Chen, C.-J. Lin, and B. Scholkopf, "A tutorial on nu-support vector machines," Appl Stochastic Models Bus Ind, vol. 21, pp. 111-136, 2005.
20. C. Cortes and V. Vapnik, "Support-vector networks," Machine Learning, vol. 20, pp. 273-297, 1995.