Continuous estimation of finger joint angles using muscle activation inputs from surface EMG signals

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

Volumn , Issue , 2012, Pages 2756-2759

  Ngeo, Jimson ^a   Tamei, Tomoya ^a   Shibata, Tomohiro ^a  

^a NARA INSTITUTE OF SCIENCE AND TECHNOLOGY   (Japan)

Author keywords

[No Author keywords available]

Indexed keywords

ELECTROMECHANICAL DELAYS; EMG SIGNAL; ENGINEERING APPLICATIONS; FINGER FLEXION; FINGER JOINTS; HAND FINGERS; HUMAN INTERFACE DEVICES; JOINT ANGLE; METACARPOPHALANGEAL; MOTION DATA; MUSCLE ACTIVATION; PARAMETERIZED; SURFACE ELECTROMYOGRAPHY; SURFACE EMG;

ELECTROMYOGRAPHY; USER INTERFACES; VIRTUAL REALITY;

MUSCLE;

ADULT; ARTICLE; ELECTROMYOGRAPHY; FINGER JOINT; HUMAN; MALE; METHODOLOGY; PHYSIOLOGY; SKELETAL MUSCLE;

ADULT; ELECTROMYOGRAPHY; FINGER JOINT; HUMANS; MALE; MUSCLE, SKELETAL;

EID: 84882933160     PISSN: 1557170X     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/EMBC.2012.6346535     Document Type: Conference Paper

References (11)

1. P. Afshar and Y. Matsuoka, "Neural-based control of a robotic hand: evidence for distinct muscle strategies", in Proc. 2004 IEEE International Conference on Robotics and Automation, vol. 5, pp. 4633-4638, April 2004.
2. T. Tamei and T. Shibata, "Fast reinforcement Learning for three-dimensional kinetic human-robot cooperation with an EMG-to-activation model", Advance Robotics, vol. 25, pp. 563-580, 2011.
3. J. Chu, I. Moon, and M. Mun, "A real-time pattern recognition for multifunction myoelectric Hand Control", ICCAS, 2005.
4. N.A. Shrirao, N.P. Reddy, and D.R. Kosuri, "Neural network committees for finger joint angle estimation from surface EMG signals", Biomedical Engineering Online, vol. 8(2), pp. 1-11, 2009.
5. R. J. Smith, F. Tenore, D. Huberdeau, R. Etienne-Cummings, and N. Thakor, "Continuous Decoding of Finger Position from Surface EMG Signals for the Control of Powered Prostheses", 30th Annual International IEEE EMBS Conference, pp 197-200, Aug. 2008.
6. T.S. Buchanan, D.G. Lloyd, K. Manal and T. Besier, "Neuromuscu- loskeletal Modeling: Estimation of Muscle Forces & Joint Moments and Movements From Measurements of Neural Command", J Appl Biomech, 20(4), pp. 367-395, Nov. 2004.
7. K. Manal, R.V. Gonzalez, D.G. Lloyd, and T.S. Buchanan, "A realtime EMG-driven virtual arm", Computers in Biology and Medicine, 32(1), pp. 25-36, 2002.
8. C. Antfolk, C. Cipriani, M. Controzzi, M.C. Carrozza, G. Lundborg, B. Rosen, F. Sebelius, "Using EMG for Real-time Prediction of Joint Angles to Control a Prosthetic Hand Equipped with a Sensory Feedback System", Journal of Medical and Biological Engineering, 30(6), pp. 399-406, 2010.
9. F.V.G. Tenore, A. Ramos, A. Fahmy, S. Acharya, R. Etienne-Cummings, N. Thakor, "Decoding of Individuated Finger Movements Using Surface Electromyography", IEEE Transactions on Biomedical Engineering, vol. 56, pp. 1427-1434, 2009.
10. B.C. Csaji, "Approximation with Artificial Neural Networks," M.S. Thesis, Dept. Science, Eotvos Lorand Univ., Budapest, Hungary, 2001.
11. C. Bishop, Pattern Recognition and Machine Learning, vol. 4, New York: Springer, 2006.