EMG-based control of a robot arm using low-dimensional embeddings

IEEE Transactions on Robotics

Volumn 26, Issue 2, 2010, Pages 393-398

  Artemiadis, Panagiotis K ^a   Kyriakopoulos, Kostas J ^b  

^a Massachusetts Institute of Technology   (United States)

^b NATIONAL TECHNICAL UNIVERSITY OF ATHENS   (Greece)

Author keywords

Dimensionality reduction; Electromyographic (EMG) based control; EMG signals; Neurorobotics

Indexed keywords

DIMENSIONALITY REDUCTION; ELECTROMYOGRAPHIC; ELECTROMYOGRAPHIC (EMG)-BASED CONTROL; EMG SIGNAL; NEUROROBOTICS;

MATHEMATICAL MODELS; MERGERS AND ACQUISITIONS; ROBOTIC ARMS;

MUSCLE;

EID: 77950860586     PISSN: 15523098     EISSN: None     Source Type: Journal    
DOI: 10.1109/TRO.2009.2039378     Document Type: Article

References (13)

1. O. Fukuda, T. Tsuji, M. Kaneko, and A. Otsuka, "A human-assisting manipulator teleoperated by EMG signals and arm motions," IEEE Trans. Robot. Autom., vol.19, no.2, pp. 210-222, Apr. 2003.
2. A. V. Hill, "The heat of shortening and the dynamic constants of muscle," in Proc. R. Soc. Lond. Biol., 1938, pp. 136-195.
3. F. E. Zajac, "Muscle and tendon: Properties, models, scaling, and application to biomechanics and motor control," in Proc. Crit. Rev. Biomed. Eng., vol.17, Boca Raton, FL: CRC, 1989, pp. 359-411.
4. E.Cavallaro, J. Rosen, J. C. Perry, S.Burns, and B. Hannaford, "Hill-based model as a myoprocessor for a neural controlled powered exoskeleton armparameters optimization," in Proc. IEEE Int. Conf. Robot. Autom., 2005, pp. 4514-4519.
5. Y. Koike and M. Kawato, "Estimation of dynamic joint torques and trajectory formation from surface electromyography signals using a neural network model," Biol. Cybern., vol.73, pp. 291-300, 1995.
6. A. d'Avella, A. Portone, L. Fernandez, and F. Lacquaniti, "Control of fast-reaching movements by muscle synergy combinations," J. Neurosci., vol.25, no.30, pp. 7791-7810, 2006.
7. B. Lim, S. Ra, and F. Park, "Movement primitives, principal component analysis, and the efficient generation of natural motions," in Proc. IEEE Int. Conf. Robot. Autom., 2005, pp. 4630-4635.
8. J. R. Cram and G. S. Kasman, Introduction to Surface Electromyography. Gaithersburg, MD: Aspen, 1998.
9. I. T. Jolliffe, Principal Component Analysis. New York: Springer-Verlag, 2002.
10. L. Ljung, System Identification: Theory for the User. Upper Saddle River, NJ: Prentice-Hall, 1999.
11. N. A. Mpompos, P. K. Artemiadis, A. S. Oikonomopoulos, and K. J. Kyriakopoulos, "Modeling, full identification and control of the mitsubishi pa-10 robot arm," presented at the IEEE/ASME Int. Conf. Adv. Intell. Mechatronics, Switzerland, 2007.
12. P. K. Artemiadis and K. J. Kyriakopoulos, "EMG-based teleoperation of a robot arm using low-dimensional representation," in Proc. IEEE/RSJ Int. Conf. Intell. Robots Syst., 2007, pp. 489-495.
13. J. M. Carmena, M. A. Lebedev, R. E. Crist, J. E. O'Doherty, D. M. Santucci, D. F. Dimitrov, P. G. Patil, C. S. Henriquez, and M. A. L. Nicolelis, "Learning to control a brain-machine interface for reaching and grasping by primates," PLoS Biol., vol.1, pp. 001-016, 2003.