Simulation study of FES-assisted standing up with neural network control

Annual International Conference of the IEEE Engineering in Medicine and Biology - Proceedings

Volumn 26 VII, Issue , 2004, Pages 4877-4880

  Zhang, D G ^a   Zhu, K Y ^a  

^a NANYANG TECHNOLOGICAL UNIVERSITY   (Singapore)

Author keywords

FES; Musculoskeletal model; Neural network control; RBF; Standing up

Indexed keywords

FUNCTIONS; FUZZY CONTROL; FUZZY SETS; MUSCULOSKELETAL SYSTEM; NEURAL NETWORKS; PHYSIOLOGICAL MODELS; PROBLEM SOLVING; RADIAL BASIS FUNCTION NETWORKS;

FES; MUSCULOSKELETAL MODEL; NEURAL NETWORK CONTROL; STANDING UP;

FUNCTIONAL ELECTRIC STIMULATION;

EID: 11144332998     PISSN: 05891019     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (20)

1. A. Kralj, and T. Bajd, "Functional Electrical Stimulation," New York: CRC Press, 1989.
2. J. J. Chen, N. Y. Yu, D. G. Huang, B. T. Ann., and G. C. Chang, "Applying fuzzy logic to control cycling movement induced by functional electrical stimulation," IEEE Trans. on Rehab. Eng., vol. 5, no. 2, 158-168, Jun., 1997.
3. K. J Hunt, N. O Negård, and B. Stone, "Control Strategies for integration of electric motor assist and functional electrical stimulation in paraplegic cycling," Med. Eng. Phys., Sep. 2002.
4. G. Khang and F. E. Zajac, "Paraplegic standing controlled by functional neuromuscular stimulation: Part I-Computer model and control system," IEEE Trans. Biomed. Eng., vol. 36, pp. 873-884, Sept. 1989.
5. G. Khang and F. E. Zajac, "Paraplegic standing controlled by functional neuromuscular stimulation: Part II-Computer model and control system," IEEE Trans. Biomed. Eng., vol. 36, pp. 885-894, Sept. 1989.
6. K. J. Hunt, R. Jaime, and H. Gollee, "Robust control of electrically-stimulated muscle using polynomial H-infinity design," Control Engineering Practice, vol. 9, no. 3, pp. 313-328, 2001.
7. R. Riener and T. Fuhr, "Patient-Driven control of FES-Supported standing up: A simulation study," IEEE Rehab. Trans. Eng., vol. 6, no. 2, pp. 113-124, Jun. 1998.
8. Z. Matjacic and T. Bajd, "Arm-Free paraplegic standing-Part I: control model synthesis and simulation," IEEE Trans. Rehab. Eng., vol. 6, no. 2. pp. 125-138, Jun. 1998.
9. R. Davoodi and B. J. Andrews, "Computer simulation of FES standing up in paraplegia: A self-adaptive fuzzy controller with reinforcement learning," IEEE Trans. Rehab. Eng., vol. 6, no. 2, pp. 151-161, Jun. 1998.
10. R. Riener, M. Ferrarin, E.E. Pavan, and C. A. Frigo, "Patient-Driven control of FES-supported standing up and sitting down: Experimental results," IEEE Trans. Rehab. Eng. vol.8, no.4, pp. 523-529, 2000.
11. G. Shue, P. E. Crago, and H. J. Chizeck, "Muscle-joint models incorporating activation dynamics, moment-angle, and moment-velocity properties," IEEE Trans. Biomed. Eng., vol. 42, no.2, pp. 212-223, 1995.
12. M. Ferrarin, F. Palazzo, R. Riener, and J. Quintern, "Model-based control of FES-induced single joint movements," IEEE Trans. Neural System and Rehab. Eng., vol. 9, pp.245-257, 2001.
13. D. P. T. Nanayakkara, K. Watanabe, K. Kiguchi, and K. Izumi, "Fuzzy self-adaptive RBF neural network based control of a seven-link redundant industrial manipulator," Advanced robotics, vol. 15, no.1, pp. 17-43, 2001.
14. P. H. Veltink and N. Donaldson, "A perspective on the control of FES-Supported standing," IEEE Trans. Rehab. Eng., vol. 6, no. 2, pp. 109-112, Jun. 1998.
15. S. Grillner, L. Cangiano, G. Y. Hu, R. Thompson, R. Hill, and P. Wallen, "The intrinsic function of a motor system-from ion channels to networks and behavior," Brain Research, vol. 886, pp. 224-236, 2000.
16. M. G. Pandy, "Computer Modeling and simulation of human movement," Annu. Rev. Biomed. Eng., vol. 3, pp. 245-273, 2001.
17. Y. W. Lu, N. Sundararajam, and P. Saratchandran, "Performance evaluation of a sequential minimal radial basis function (RBF) neural network learning algorithm," IEEE. Trans. Neural Network, vol. 9, pp. 308-318, 1998.
18. G. C. Chang, J. J. Luh, G. D. Liao, J. S. Lai, C. K. Cheng, B.L. Kuo and T. S. Kuo, " A neuro-control system for the knee joint position control with quadriceps stimulation," IEEE Trans. Rehab. Eng., vol. 5, no.1, pp. 2-11, Jun. 1998.
19. T. Keller, M. R. Popovic, and I. P. Muller, "Transcutaneous functinal electrical stimulator "Compex Motion"," Artif. Organs, vol. 37 pp. 219-223, 2002.
20. G. Campa, F. L. Fravolini, and M. Napolitano, "A library of adaptive neural network for control purpose," IEEE International Symposium on Computer Aided Control System Design Proceeding, Glasgow, pp. 115-120, Sep., 2002.