Task discrimination from myoelectric activity: A learning scheme for EMG-based interfaces

IEEE International Conference on Rehabilitation Robotics

Volumn , Issue , 2013, Pages

  Liarokapis, Minas V ^a   Artemiadis, Panagiotis K ^b   Kyriakopoulos, Kostas J ^a  

^a NATIONAL TECHNICAL UNIVERSITY OF ATHENS   (Greece)

^b Arizona State University   (United States)

Author keywords

ElectroMyoGraphy (EMG); Learning Scheme; Random Forests; Task Specificity

Indexed keywords

FEATURES SELECTION; LEARNING SCHEMES; RANDOM FORESTS; REACH-TO-GRASP MOVEMENTS; TASK SPACE; TASK SPECIFICITY; UPPER LIMBS;

ELECTROMYOGRAPHY; ROBOTICS;

DECISION TREES;

ARTIFICIAL INTELLIGENCE; AUTOMATED PATTERN RECOGNITION; COMPUTER PROGRAM; ELECTROMYOGRAPHY; HUMAN; MOVEMENT (PHYSIOLOGY); PHYSIOLOGY; PROCEDURES; SKELETAL MUSCLE;

ARTIFICIAL INTELLIGENCE; ELECTROMYOGRAPHY; HUMANS; MOVEMENT; MUSCLE, SKELETAL; PATTERN RECOGNITION, AUTOMATED; SOFTWARE;

EID: 84891112537     PISSN: 19457898     EISSN: 19457901     Source Type: Conference Proceeding    
DOI: 10.1109/ICORR.2013.6650366     Document Type: Conference Paper

References (24)

1. M. V. Liarokapis, P. K. Artemiadis, P. T. Katsiaris, K. J. Kyriakopoulos, and E. S. Manolakos, "Learning human reach-to-grasp strategies: Towards EMG-based control of robotic arm-hand systems," in IEEE International Conference on Robotics and Automation (ICRA), May 2012, pp. 2287-2292.
2. M. V. Liarokapis, P. K. Artemiadis, K. J. Kyriakopoulos, and E. S. Manolakos, "A learning scheme for reach to grasp movements: On EMG-based interfaces using task specific motion decoding models," IEEE Journal of Biomedical and Health Informatics (J-BHI), 2013.
3. P. K. Artemiadis and K. J. Kyriakopoulos, "EMG-based control of a robot arm using low-dimensional embeddings," IEEE Trans. Rob., vol. 26, no. 2, pp. 393-398, Apr. 2010.
4. J. Vogel, C. Castellini, and P. P. van der Smagt, "EMG-based teleoperation and manipulation with the DLR LWR-III." in IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), 2011, pp. 672-678.
5. C. Cipriani, F. Zaccone, S. Micera, and M. C. Carrozza, "On the shared control of an EMG-controlled prosthetic hand: Analysis of user prosthesis interaction," IEEE Trans. Rob., vol. 24, no. 1, pp. 170-184, Feb. 2008.
6. L. Lucas, M. DiCicco, and Y. Matsuoka, "An EMG-controlled hand exoskeleton for natural pinching," Journal of Robotics and Mechatronics, vol. 16, no. 5, pp. 482-488, 2004.
7. T. S. Saponas, D. S. Tan, D. Morris, and R. Balakrishnan, "Demonstrating the feasibility of using forearm electromyography for musclecomputer interfaces," in Proceedings of the twenty-sixth annual SIGCHI conference on Human factors in computing systems, ser. CHI '08. New York, NY, USA: ACM, 2008, pp. 515-524.
8. O. Fukuda, T. Tsuji, M. Kaneko, and A. Otsuka, "A human-assisting manipulator teleoperated by EMG signals and arm motions," Robotics and Automation, IEEE Transactions on, vol. 19, no. 2, pp. 210-222, apr 2003.
9. S. Maier and P. van der Smagt, "Surface EMG suffices to classify the motion of each finger independently," in Proceedings of the International Conference on Motion and Vibration Control (MOVIC), 2008.
10. S. Bitzer and P. van der Smagt, "Learning EMG control of a robotic hand: towards active prostheses," in Robotics and Automation, 2006. ICRA 2006. Proceedings 2006 IEEE International Conference on, may 2006, pp. 2819-2823.
11. J. Zhao, Z. Xie, L. Jiang, H. Cai, H. Liu, and G. Hirzinger, "Levenbergmarquardt based neural network control for a five-fingered prosthetic hand," in Robotics and Automation, 2005. ICRA 2005. Proceedings of the 2005 IEEE International Conference on, april 2005, pp. 4482-4487.
12. M. Zecca, S. Micera, M. C. Carrozza, and P. Dario, "Control of multifunctional prosthetic hands by processing the electromyographic signal," in Critical Reviews in Biomedical Engineering, 2002, pp. 459-485.
13. D. Nishikawa, W. Yu, H. Yokoi, and Y. Kakazu, "EMG prosthetic hand controller using real-time learning method," in Systems, Man, and Cybernetics, 1999. IEEE SMC '99 Conference Proceedings. 1999 IEEE International Conference on, vol. 1, 1999, pp. 153-158 vol.1.
14. C. Castellini, A. E. Fiorilla, and G. Sandini, "Multi-subject/ dailylife activity EMG-based control of mechanical hands," Journal of NeuroEngineering and Rehabilitation, vol. 6, pp. 1-11, 2009.
15. T. Brochier, R. L. Spinks, M. A. Umilta, and R. N. Lemon, "Patterns of muscle activity underlying object-specific grasp by the macaque monkey," Journal of Neurophysiology, vol. 92, no. 1, 2004.
16. N. Fligge, H. Urbanek, and P. van der Smagt, "Relation between object properties and emg during reaching to grasp," Journal of Electromyography and Kinesiology, 2012.
17. P. Artemiadis and K. Kyriakopoulos, "A switching regime model for the EMG-based control of a robot arm," Systems, Man, and Cybernetics, Part B: Cybernetics, IEEE Transactions on, vol. 41, no. 1, pp. 53-63, feb. 2011.
18. R. J. Smith, F. Tenore, D. Huberdeau, R. Etienne-Cummings, and N. V. Thakor, "Continuous decoding of finger position from surface EMG signals for the control of powered prostheses," in Engineering in Medicine and Biology Society, 2008. EMBS 2008. 30th Annual International Conference of the IEEE, aug. 2008, pp. 197-200.
19. W. Ryu, B. Han, and J. Kim, "Continuous position control of 1 dof manipulator using EMG signals," in Convergence and Hybrid Information Technology, 2008. ICCIT '08. Third International Conference on, vol. 1, nov. 2008, pp. 870-874.
20. Y. Koike and M. Kawato, "Estimation of dynamic joint torques and trajectory formation from surface electromyography signals using a neural network model," Biological Cybernetics, vol. 73, pp. 291-300, 1995.
21. M. V. Liarokapis, P. K. Artemiadis, P. T. Katsiaris, and K. J. Kyriakopoulos, "Learning task-specific models for reach to grasp movements: Towards EMG-based teleoperation of robotic arm-hand systems," in 4th IEEE RAS EMBS International Conference on Biomedical Robotics and Biomechatronics (BioRob), June 2012, pp. 1287-1292.
22. J. R. Cram, G. S. Kasman, and J. Holtz, Introduction to Surface Electromyography, 2nd ed. Jones and Bartlett Publishers, 2010.
23. T. K. Ho, "Random decision forests," in Document Analysis and Recognition, 1995., Proceedings of the Third International Conference on, vol. 1, aug 1995, pp. 278-282 vol.1.
24. L. Breiman, "Random forests," Mach. Learn., vol. 45, no. 1, pp. 5-32, Oct. 2001.