Adaptive fuzzy control of electrically stimulated muscles for arm movements

Medical and Biological Engineering and Computing

Volumn 37, Issue 6, 1999, Pages 680-685

  Micera, S ^a   Sabatini, A M ^a   Dario, P ^a  

^a SCUOLA SUPERIORE SANT ANNA   (Italy)

Author keywords

Arm movement; Functional neuromuscular stimulation; Fuzzy control; Reinforcement learning; Takagi Sugeno fuzzy systems

Indexed keywords

ADAPTIVE CONTROL SYSTEMS; BIOMECHANICS; COMPUTER SIMULATION; CORRELATION METHODS; FUNCTIONAL ELECTRIC STIMULATION; FUZZY CONTROL; LEARNING ALGORITHMS; LEARNING SYSTEMS; MUSCLE; THREE TERM CONTROL SYSTEMS;

TAKAGI-SUGENO FUZZY LOGIC CONTROL;

FUNCTIONAL NEURAL STIMULATION;

ALGORITHM; ARM MOVEMENT; ARTICLE; BIOENGINEERING; BIOMECHANICS; COMPUTER SIMULATION; CORRELATION FUNCTION; ELBOW; ELECTROSTIMULATION; EXERCISE; EXPERIMENTAL MODEL; FATIGUE; HUMAN; MATHEMATICS; MUSCLE CONTRACTION; MUSCULOSKELETAL SYSTEM; NEUROMUSCULAR SYSTEM; QUADRIPLEGIA; STATISTICS;

EID: 0033391605     PISSN: 01400118     EISSN: None     Source Type: Journal    
DOI: 10.1007/BF02513367     Document Type: Article

References (45)

1. ABBAS, J. J and TRIOLO, R. J. (1997): 'Experimental evaluation of an adaptive feedforward controller for use in functional neuromuscular stimulation systems', IEEE Trans. Rehab. Eng., 5, pp. 23-29
2. ALLIN, J., and INBAR, G. F. (1986): 'FNS control schemes for the upper limb', IEEE Trans., BME-33, pp. 818-828
3. ASTRÖM, K. J., and WITTERMARK, B. (1992): 'Adaptive control' (Addision-Wesley)
4. BERENJI, H. R., and KHEDAR, P. (1992): 'Learning and tuning fuzzy control through reinforcement', IEEE Trans. Neural Netw., 3, pp. 724-740
5. BERNOTAS, L. A., CRAGO, P. E., and CHIZECK, H. J. (1986): 'A discrete-time model of electrically stimulated muscle', IEEE Trans., BME-33, pp. 829-838.
6. BUIJTENEN, W. M. V., SCHRAM, G., BABUŠKA, R., and VERBRUNGGEN, H. B. (1998): 'Adaptive fuzzy control of satellite attitude by reinforcement learning', IEEE Trans. Fuzzy Syst., 6, pp. 185-194
7. CHEN, J.-J. J., YU, N.-Y., HUANG, D.-G., ANN, B.-T., and CHANG, G.-C. (1997): 'Applying fuzzy logic to control cycling movement induced by functional electrical stimulation', IEEE Trans. Rehab. Eng., 5, pp. 158-170
8. CHIZECK, H. J., LAN, N., PALMIERI, L. S., and CRAGO, P. E. (1991): 'Feedback control of electrically stimulated muscle using simultaneous pulse width and stimulus period modulation', IEEE Trans., BME-38, pp. 1224-1234
9. CRAGO, P. E., NAKAI, R. J., and CHIZECK, H. J. (1991): 'Feedback regulation of hand grasp opening and contact force during stimulation of paralyzed muscle', IEEE Trans., BME-38, pp. 17-28
10. CRAGO, P. E., LAN, N., VELTINK, P. H., ABBAS, J. J., and KANTOR, C. (1996): 'New control strategies for neuroprosthetic systems', J. Rehab. Res. Dev., 33, pp. 158-172
11. CRAGO, P. E., MEMBERG, W. D., USEY, M. K., KEITH, M. W., KIRSCH, R. F., CHAPMAN, G. J., CATORGI, M. A., and PERRAULT, E. J. (1998): 'An elbow extension neuroprosthesis for individuals with tetraplegia, IEEE Trans. Rehab. Eng., 6, pp. 1-6
12. DAVOODI, R,. and ANDREWS, B. J. (1998): 'Computer simulation of FES standing up in paraplegia: a self-adaptive fuzzy controller with reinforcement learning', IEEE Trans. Rehab. Eng., 6, pp. 151-161
13. DRIANKOV, D., HELLENDOORN, H., and RIENFRANK, M. (1993): 'An introduction to fuzzy control' (Springer-Verlag, New York)
14. EWINS, D. J., TAYLOR, P. N., COOK, S. E., LIPCZYNSKI, R. T., and SWAIN, I. D. (1988): 'Practical low cost stand/sit system for mid-thoracic paraplegics', J. Biomed. Eng., 10, pp. 184-188
15. GRILL, J. H., and PECKHAM, P. H. (1998): 'Functional neuromuscular stimulation for combined control of elbow extension and hand grasp in C5 and C6 quadriplegics', IEEE Trans. Rehab. Eng., 6, pp. 190-199
16. HAYKIN, S. (1997): 'Neural networks: a comprehensive foundation' (Prentice Hall, Englewood-Cliffs, NY)
17. JACOBS, R. (1997): 'Control model of human stance using fuzzy logic', Biol. Cyber., 77, pp. 63-70
18. KILGORE, K. L., and PECKHAM, P. H. (1993a): 'Grasp syntesis for upper-extremity FNS. Part 1: automated method for synthesising the stimulus map', Med. Biol. Eng. Comput., 31, pp. 607-614
19. KILGORE, K. L., and PECKHAM, P. H. (1993b): 'Grasp syntesis for upper-extremity FNS. Part 2: evaluation of the influence of electrode recruitment properties', Med. Biol. Eng. Comput., 31, pp. 615-622
20. KOCZY, L. T. (1996): 'Fuzzy if . . . then rule models and their transformation into one another', IEEE Trans. Syst. Man Cyber. A, 26, pp. 621-637.
21. LAN, N., FENG, H., and CRAGO, P. E. (1994): 'Neural network generation of muscle stimulation patterns for control of arm movements', IEEE Trans. Rehab. Eng., 2, pp. 213-224
22. LUENEBERGER, D. G. (1984): 'Linear and nonlinear programming' (Addison-Wesley, Reading, MA)
23. MILLER, L. J., PECKHAM, P. H., and KEITH, M. (1989): 'Elbow extension in the C5 quadriplegic using functional neuromuscular stimulation', IEEE Trans., BME-36, pp. 771-780.
24. MOUZOURIS, G., C., and MENDEL, J. M. (1997): 'Dynamic non-singleton fuzzy logic systems for nonlinear modeling', IEEE Trans. Fuzzy Syst., 5, pp. 199-208.
25. MUDI, R. K., and PAL, N. R. (1999): 'A Robust self-tuning scheme for PI-and PD-type fuzzy controllers', IEEE Trans. Fuzzy Syst., 7, pp. 2-16
26. NATHAN, R., and OHRY, A. (1990): 'Upper limb functions regained in quadriplegia: a hybrid computerized neuromuscular stimulation system', Arch. Phys. Med Rehab., 71, pp. 415-421
27. NG, S. K., and CHIZECK, H. J. (1997): 'Fuzzy model identification for classification of gait events in paraplegics', IEEE Trans. Fuzzy Syst., 5, pp. 536-544
28. NIE, J. (1995): 'Constructing fuzzy model by self-organizing counter-propagation network', IEEE Syst. Man. Cyber., 25, pp. 963-970.
29. PEDOTTI, A., FERRARIN, M., QUINTERN, J., and RIENER, R. (1996): 'Neuroprosthetics: from basic research to clinical applications' (Springer-Verlag)
30. PFANN, K. D., HOFFMAN, D. S. GOTTLIEB, G. L., STRICK, P. L., and CORCOS, D. M. (1998): 'Common principles underlying the control of rapid, single degree-of-freedom movements at different joints', Exp. Brain Res., 118, pp. 35-51
31. POPOVIĆ, D. B., STEIN, R. B., LI, K., DAI, R., and KOSTOV, A. (1993): 'Sensory nerve recording for closed-loop control to restore motor functions', IEEE Trans., BME-40, pp. 1024-1030
32. POPOVIĆ, D., and POPOVIĆ, M. (1998): 'Tuning of a nonanalytical hierarchical control system for reaching with FES', IEEE Trans., BME-45, 203-212
33. QUINTERN, J., MINWEGEN, P., and MAURITZ, K. H. (1989): 'Control mechanisms for posture and movements in paraplegics', Prog. Brain Res., 80, pp.489-502
34. RIENER, R., and FUHR, T. (1998): 'Patient-driven control of fessupported standing up: a simulation study', IEEE Trans. Rehab. Eng., 6, pp. 113-124
35. RIENER, R., and QUINTERN, J. (1997): 'A physiologically based model of muscle activation verified by electrical stimulation', J. Bioelectroch. Bioenergetics, 43, pp. 257-264
36. SEPULVEDA, F., GRANAT, M. H., and CLIQUET, A. (1997): 'Two artificial neural systems for generating gait swing by means of neuromuscular electrical stimulation', Med. Eng. Phys., 19, pp. 21-28
37. STEIN, R. B., PECKHAM, P. H., and POPOVIĆ, D. P. (1992): 'Neural prostheses' (Oxford University Press)
38. STROEVE, S. (1966): 'Learning combined feedback and feedforward control of a musculoskeletal system', Biol. Cyber., 75, pp. 73-83
39. TAKAGI, T., and SUGENO, M. (1985): 'Fuzzy identification of systems and its application to modeling and control', IEEE Trans. Syst. Man Cybern., SMC-15, pp. 116-132
40. WANG, L.-X. (1996): 'Stable adaptive fuzzy controllers with application to inverted pendulum', IEEE Trans. Syst. Man Cyber. B, 26, pp. 677-691
41. WINTERS, J. M., and STARK, L. (1985): 'Analysis of fundamental human movement patterns through the use of in-depth antagonistic muscle models', IEEE Trans., BME-32, pp. 826-839
42. YING, H. (1998): 'Constructing nonlinear variable gain controllers via the Takagi-Sugeno fuzzy control', IEEE Trans. Fuzzy Syst., 6, pp. 226-234
43. YOSHIDA, K., and HORCH, K. (1996): 'Closed-loop control of ankle position using muscle afferent feedback with functional neuromuscular stimulation', IEEE Trans., BME-43, pp. 167-176
44. ZHOU, B.-H., BARATTA, R. V., SOLOMONOV, M., OLIVER, L. J., NGUYEN, T. T., and D'AMBROSIA, R. D. (1996): 'Evaluation of isometric antagonist co-contraction strategies of electrically stimulated muscles', IEEE Trans., BME-43, pp. 150-160
45. ZHOU, B.-H., KATZ, S. R., BARATTA, R. V., SOLOMONOW, M., and D'AMBROSIA, R. (1997): 'Evaluation of antagonistic co-activation strategies elicited from electrically stimulated muscles under load-moving conditions', IEEE Trans., BME-44, pp. 620-633.