Competitive learning method for robust EMG-to-motion classifier

Intelligent Autonomous Systems 9, IAS 2006

Volumn , Issue , 2006, Pages 946-953

  Kato, Ryu ^a   Yokoi, Hiroshi ^a   Arai, Tamio ^a  

^a UNIVERSITY OF TOKYO   (Japan)

Author keywords

ADL; EMG; F MRI; Motion discrimination; Mutual adaptation

Indexed keywords

ADL; EMG; F-MRI; MOTION DISCRIMINATION; MUTUAL ADAPTATION;

LEARNING SYSTEMS;

EID: 77951016414     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (7)

1. K.A. Farry, "Myoelectric teleportation of a complex robotic hand," IEEE Trans. Robotics and Automation, vol. 12, no. 5, pp. 775-778, Oct 1996.
2. H. Yamaguchi, "EMG Automatic Switch for FES control for Hemiplegics using Artificial Neural Network", Intelligent Autonomous Systems, pp.339-346, 2000.
3. T. Tsuji, "Discriminating of Forearm Motions from EMG Signals by Error Back Propagation Typed Neural Network Using Entropy", Trans. of the Society of Instrument and Control Engineers, 29, 10, pp.1213-1220, 1993. (in Japanese)
4. D. Nishikawa, "On-line Learning Based Electromyogram to Forearm Motion Classifier with Motor Skill Evaluation," JSME International Journal, vol.43, no.4, series C, pp.906-915, Dec. 2000.
5. D. R. J. Laming, "Information Theory of Choice Reaction Times", Academic Press, London, 1968.
6. T. Kohonen, "Self-Organization and Associative Memory", Springer-Verlag, 1984.
7. R. Kato, "Evaluation of Biosignal Processing Method for Welfare Assisting Devices - Evaluation of EMG Information Extraction Processing Using Entropy -", Journal of Robotics and Mechatronics, Vol.14, No. 6, pp. 573-580, 2002.