A novel CPS system for evaluating a neural-machine interface for artificial legs

Proceedings - 2011 IEEE/ACM 2nd International Conference on Cyber-Physical Systems, ICCPS 2011

Volumn , Issue , 2011, Pages 67-76

  Zhang, Fan ^a   Disanto, Will ^a   Ren, Jin ^a   Dou, Zhi ^a   Yang, Qing ^a   Huang, He ^a  

^a University of Rhode Island   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

3-D RENDERING; ARTIFICIAL LEGS; COMPUTATION COMPLEXITY; CYBER SYSTEMS; CYBER-PHYSICAL SYSTEMS; FUSION ALGORITHMS; GENERAL PURPOSE; HUMAN SUBJECTS; INTENT RECOGNITION; MULTI CORE; NEUROMUSCULAR CONTROL; ORDERS OF MAGNITUDE; PHYSICAL SYSTEMS; PROTOTYPE IMPLEMENTATIONS; REAL TIME; REAL-TIME APPLICATION; REAL-TIME MOTION; TRAINING TOOLS; VIRTUAL AVATAR;

ALGORITHMS; ARTIFICIAL LIMBS; EMBEDDED SYSTEMS; PROGRAM PROCESSORS; THREE DIMENSIONAL; THREE DIMENSIONAL COMPUTER GRAPHICS;

VIRTUAL REALITY;

EID: 79961150822     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICCPS.2011.13     Document Type: Conference Paper

References (35)

1. L. R. Hochberg, M. D. Serruya, G. M. Friehs, J. A. Mukand, M. Saleh, A. H. Caplan, A. Branner, D. Chen, R. D. Penn and J. P. Donoghue, "Neuronal ensemble control of prosthetic devices by a human with tetraplegia," Nature, vol. 442, pp. 164-71, Jul 13 2006. (Pubitemid 44086558)
2. E. C. Leuthardt, K. J. Miller, G. Schalk, R. P. Rao and J. G. Ojemann, "Electrocorticography-based brain computer interface-the Seattle experience," IEEE Trans Neural Syst Rehabil Eng, vol. 14, pp. 194-8, Jun 2006. (Pubitemid 44150240)
3. D. M. Durand, H. J. Park and B. Wodlinger, "Localization and control of activity in peripheral nerves," Conf Proc IEEE Eng Med Biol Soc, vol. 2008, pp. 3352-4, 2008.
4. S. Micera and X. Navarro, "Bidirectional interfaces with the peripheral nervous system," Int Rev Neurobiol, vol. 86, pp. 23-38, 2009.
5. T. A. Kuiken, G. L. Li, B. A. Lock, R. D. Lipschutz, L. A. Miller, K. A. Stubblefield and K. B. Englehart, "Targeted Muscle Reinnervation for Real-time Myoelectric Control of Multifunction Artificial Arms," Jama-Journal of the American Medical Association, vol. 301, pp. 619-628, Feb 11 2009.
6. H. Huang, T. A. Kuiken and R. D. Lipschutz, "A Strategy for Identifying Locomotion Modes Using Surface Electromyography," IEEE Transactions on Biomedical Engineering, vol. 56, pp. 65-73, Jan 2009.
7. K. Englehart and B. Hudgins, "A robust, real-time control scheme for multifunction myoelectric control," IEEE Transactions on Biomedical Engineering, vol. 50, pp. 848-854, Jul 2003.
8. H. Huang, P. Zhou, G. Li and T. A. Kuiken, "An analysis of EMG electrode configuration for targeted muscle reinnervation based neural machine interface," IEEE Trans Neural Syst Rehabil Eng, vol. 16, pp. 37-45, Feb 2008. (Pubitemid 351265324)
9. H. Huang, Y. Sun, Q. Yang, F. Zhang, X. Zhang, Y. Liu, J. Ren and F. Sierra, "Integrating Neuromuscular and Cyber Systems for Neural Control of Artificial Legs " in The ACM/IEEE First International Conference on Cyber-Physical Systems, Sweden, 2010.
10. R. C. Luo, C. Yih and K. L. Su, "Multisensor fusion and integration: approaches, applications, and furtuer research directions," IEEE Sensors Journal, vol. 2, 2002.
11. P. E. Patterson, "Development of a learning module using a virtual environment to demonstrate EMG and telerobotic control principles," Biomed Sci Instrum, vol. 38, pp. 313-6, 2002. (Pubitemid 35005986)
12. R. Zajtchuk and R. M. Satava, "Medical applications of virtual reality," Communications of the ACM, vol. 40, pp. 63-64, Sep 1997.
13. E. C. Martinez-Villalpando and H. Herr, "Agonistantagonist active knee prosthesis: a preliminary study in level-ground walking," J Rehabil Res Dev, vol. 46, pp. 361-73, 2009.
14. F. Sup, H. A. Varol, J. Mitchell, T. J. Withrow and M. Goldfarb, "Preliminary Evaluations of a Self-Contained Anthropomorphic Transfemoral Prosthesis," IEEE ASME Trans Mechatron, vol. 14, pp. 667-676, 2009.
15. J. D. Owens, D. Luebke, N. Govindaraju, M. Harris, J. Kruger, A. E. Lefohn and T. J. Purcell, "A survey of general-purpose computation on graphics hardware," Computer Graphics Forum, vol. 26, pp. 80-113, 2007. (Pubitemid 46481097)
16. V. Volkov and J. W. Demmel, "Benchmarking GPUs to tune dense linear algebra " in The 2008 ACM/IEEE Conference on Supercomputing, Austin, Texas, 2008.
17. C. Garcia, G. Zikos and G. Tziritas, "Wavelet packet analysis for face recognition," Image and Vision Computing, vol. 18, pp. 289-297, Mar 1 2000. (Pubitemid 30551951)
18. I. Daubechies, "The Wavelet Transform, Time-Frequency Localization and Signal Analysis," IEEE Transactions on Information Theory, vol. 36, pp. 961-1005, Sep 1990. (Pubitemid 20738359)
19. I. T. Jolliffe and ebrary Inc. (2002). Principal component analysis (2nd ed.). Available: http://ezproxy.library.arizona.edu/login?url=http://site. ebrary.com/lib/arizona/Doc?id=10047693
20. J. P. Lewis, M. Cordner and N. Fong, "Pose Space Deformation: A Unified Approach to Shape Interpolation and Skeleton-Driven Deformation," in Proceedings of SIGGRAPH 2000, 2000, pp. 165-172. (Pubitemid 32393977)
21. "CMU Graphics Lab Motion Capture Database " http://mocap.cs.cmu.edu/, 2010.
22. F. Policarpo and F. Fonseca, "Deferred Shading Tutorial," 2005.
23. B. T. Phong, "Illumination for Computer Generated Pictures," Communications of the ACM, vol. 18, pp. 311-317, 1975.
24. M. Tarini, P. Cignoni, C. Rocchini and R. Scopigno, "Real Time, Accurate, Multi-Featured Rendering of Bump Mapped Surfaces," presented at the Eurogrphics, 2000.
25. G. Ashraf and Z. Junyu, "Hardware Accelerated Skin Deformation for Animated Crowds," presented at the International Multimedia Modeling Conference, Singapore, 2007.
26. A. Nukada, Y. Ogata, T. Endo and S. Matsuoka, "Bandwidth intensive 3-D FFT kernel for GPUs using CUDA," in 2008 ACM/IEEE conference on Supercomputing Austin, Texas 2008.
27. J. Shlens. (2005, A Tutorial on Principal Component Analysis. Available: http://www.snl.salk.edu/~shlens/pub/notes/pca.pdf
28. CULA. GPU-accelerated linear algebra library
29. D. C. Andrew Kerr, Mark Richards, "QR decomposition on GPUs," in 2nd Workshop on General Purpose Processing on Graphics Processing Units New York,NY, 2009, pp. 71-78.
30. D. Jin, Yang, J., Zhang, R., Wang, R., Zhang, J. , "Terrain Identification for Prosthetic Knees Based on Electromyographic Signal Features," Tsinghua Science and Technology, vol. 11, pp. 74-79, 2006.
31. J. S. Petrofsky, "The use of electromyogram biofeedback to reduce Trendelenburg gait," European Journal of Applied Physiology, vol. 85, pp. 491-495, Sep 2001. (Pubitemid 32894569)
32. K. Dunning, P. Levine, L. Schmitt, S. Israel and G. Fulk, "An ankle to computer virtual reality system for improving gait and function in a person 9 months poststroke," Top Stroke Rehabil, vol. 15, pp. 602-10, Nov-Dec 2008.
33. H. Nguyen, Gpu Gems 3: Addison-Wesley Professional, 2007.
34. S. Che, M. Boyer, J. Y. Meng, D. Tarjan, J. W. Sheaffer and K. Skadron, "A performance study of general-purpose applications on graphics processors using CUDA," Journal of Parallel and Distributed Computing, vol. 68, pp. 1370-1380, Oct 2008.
35. J. C. P. Michel, S. Kagami, K. Nishiwaki, J. Kuffner, T. Kanade, "GPU-accelerated Real-Time 3D Tracking for Humanoid Locomotion and Stair Climbing," in IEEE/RSJ International Conferenceon Intelligent Robots and Systems, 2007.