Estimation of finger joint angles from sEMG using a recurrent neural network with time-delayed input vectors

2009 IEEE International Conference on Rehabilitation Robotics, ICORR 2009

Volumn , Issue , 2009, Pages 289-294

  Hioki, Masaaki ^a   Kawasaki, Haruhisa ^a  

^a GIFU UNIVERSITY   (Japan)

Author keywords

[No Author keywords available]

Indexed keywords

ARTIFICIAL NEURAL NETWORK; DELAYED INPUT; ESTIMATION SYSTEMS; FEATURE VECTORS; FINGER JOINTS; FREE STATE; HAND MOTION; SURFACE ELECTROMYOGRAM;

PATIENT REHABILITATION; RECURRENT NEURAL NETWORKS; ROBOTICS; TIME DELAY;

ESTIMATION;

EID: 70449356999     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICORR.2009.5209609     Document Type: Conference Paper

References (20)

1. J. Philips, José del R. Millán, G. Vanacker, E. Lew, F. Galán, Pierre W. Ferrez, H. Van Brussel and M. Nuttin, "Adaptive Shared Control of a Brain-Actuated Simulated Wheelchair", Proceedings of the 2007 IEEE 10th International Conference on Rehabilitation Robotics, 2007, pp. 408-414.
2. D. Valbuena, M. Cyriacks, O. Friman, I. Volosyak and A. Gräser, "Brain-Computer Interface for high-level control of rehabilitation robotic systems", Proceedings of the 2007 IEEE 10th International Conference on Rehabilitation Robotics, 2007, pp. 619-625.
3. G. Pires, U. Nunes and M. Castelo-Branco, "Single-Trial EEG Classification of Movement Related Potential", Proceedings of the 2007 IEEE 10th International Conference on Rehabilitation Robotics, 2007, pp. 569-574.
4. J. Yao, C. Sheaff and Julius P. A. Dewald, "Usage of the ACT3D Robot in a Brain Machine Interface for Hand Opening and Closing in Stroke Survivors", Proceedings of the 2007 IEEE 10th International Conference on Rehabilitation Robotics, 2007, pp. 938-942.
5. A. R. Murguialday, V. Aggarwal, A. Chatterjee, Y. Cho, R.Rasmussen, B. O'Rourke, S. Acharya, Nitish V. Thakor, "Brain-Computer Interface for a Prosthetic Hand Using Local Machine Control and Haptic Feedback", Proceedings of the 2007 IEEE 10th International Conference on Rehabilitation Robotics, 2007, pp. 609-613.
6. V. Aggarwal, G. Singhal, J. He, Marc H. Schieber, Nitish V. Thakor, "Towards Closed-Loop Decoding of Dexterous Hand Movements using a Virtual Integration Environment", 30th Annual International IEEE EMBS Conference Vancouver, 2008, pp. 1703-1706.
7. C. Choi and J. Kim, "A Real-time EMG-based Assistive Computer Interface for the Upper Limb Disabled", Proceedings of the 2007 IEEE 10th International Conference on Rehabilitation Robotics, 2007, pp. 459-462.
8. M. Arvetti, G. Gini, and M. Folgheraiter, "Classification of EMG signals through wavelet analysis and neural networks for controlling an active hand prosthesis", Proceedings of the 2007 IEEE 10th International Conference on Rehabilitation Robotics, 2007, pp. 531-536.
9. R. Song, K. Y. Tong, X. L. Hu, X. J. Zheng, "Myoelectrically Controlled Robotic System That Provide Voluntary Mechanical Help for Persons after Stroke", Proceedings of the 2007 IEEE 10th International Conference on Rehabilitation Robotics, 2007, pp. 246-249.
10. V. P. Singh and D. K. Kumar, "Classification of low-level finger contraction from single channel Surface EMG", 30th Annual International IEEE EMBS Conference Vancouver, 2008, pp. 2900-2903.
11. H. Kawashima, N. Tsujiuchi, and T. Koizumi, "Hand Motion Discrimination by EMG Signals without Incorrect Discriminations that Elbow otions Cause", 30th Annual International IEEE EMBS Conference Vancouver, 2008, pp. 2103-2107.
12. F. Tenore, Robert S. Armiger, R. Jacob Vogelstein, Douglas S. Wenstrand, and Stuart D. Harshbarger, Kevin Englehart, "An Embedded Controller for a 7-Degree of Freedom Prosthetic Arm", 30th Annual International IEEE EMBS Conference Vancouver, 2008, pp. 185-188.
13. K. Momen, S. Krishnan, and T. Chau, "Real-Time Classification of Forearm Electromyographic Signals Corresponding to User-Selected Intentional Movements for Multifunction Prothesis Control", IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING, VOL. 15, NO. 4, DECEMBER, pp. 535-541, 2007.
14. C. Cipriani, F. Zaccone, S. Micera, and M. Chiara Carrozza, "On the Shared Control of an EMG-Controlled Prosthetic Hand: Analysis of User-Prosthesis Interaction", IEEE TRANSACTIONS ON ROBOTICS, VOL. 24, NO. 1, FEBRUARY, pp. 170-184, 2008.
15. R. Kato, H. Yokoi, T. Arai, "Real-Time Learning Method for Adaptive Motion-Discrimination using Surface EMG Signal", Proceedings of the 2006 IEEE/RSJ international Conference on Intelligent Robots and Systems, October, 2006, pp. 2127-2132.
16. K. NAGATA, T. NAKANO, K. MAGATANI, and M. YAMADA, "Estimation of muscle strength during motion recognition using multichannel surface EMG signals", 30th Annual International IEEE EMBS Conference Vancouver, 2008, pp. 351-354.
17. G. A. Garcia, F. Zaccone, R. Ruff, S. Micera, Klaus-Peter Hoffmann, and P. Dario, "Characterization of a New Type of Dry Electrodes for Long-Term Recordings of Surface-Electromyogram", Proceedings of the 2007 IEEE 10th International Conference on Rehabilitation Robotics, 2007, pp. 849-853.
18. A. Kargov, C. Pylatiuk, R. Oberle, H. Klosek, T. Werner, W. Roessler, S. Schulz, "Development of a Multifunctional Cosmetic Prosthetic Hand", Proceedings of the 2007 IEEE 10th International Conference on Rehabilitation Robotics, 2007, pp. 550-553.
19. Y. Cho, K. Liang, F. Folowosele, B. Miller, Nitish V. Thakor, "Wireless Temperature Sensing Cosmesis for Prosthesis", Proceedings of the 2007 IEEE 10th International Conference on Rehabilitation Robotics, 2007, pp. 672-677.
20. Ryan J. Smith, F. Tenore, D. Huberdeau, R. Etienne-Cummings, and Nitish V. Thakor, "Continuous Decoding of Finger Position from Surface EMG Signals for the Control of Powered Prostheses", 30th Annual International IEEE EMBS Conference Vancouver, 2008, pp. 197-200.