Finite state control of functional electrical stimulation for the rehabilitation of gait

Medical and Biological Engineering and Computing

Volumn 38, Issue 2, 2000, Pages 121-126

  Sweeney, P C ^a   Lyons, G M ^a   Veltink, P H ^b  

^a UNIVERSITY OF LIMERICK   (Ireland)

^b UNIVERSITY OF TWENTE   (Netherlands)

Author keywords

(FES); Finite state control; Functional electrical stimulation; Gait rehabilitation

Indexed keywords

ACTUATORS; BIOSENSORS; ELECTRODES; FUZZY CONTROL; LEARNING SYSTEMS; PROSTHETICS;

FINITE STATE CONTROL; GAIT REHABILITATION;

FUNCTIONAL ELECTRIC STIMULATION;

ELECTROSTIMULATION; GAIT; HUMAN; MOTOR CONTROL; PARAPLEGIA; REVIEW;

EID: 0034112953     PISSN: 01400118     EISSN: None     Source Type: Journal    
DOI: 10.1007/BF02344765     Document Type: Review

References (42)

1. ANDREWS, B. J. (1988): 'Rule based control of hybrid FES orthoses'. Proc. 1st IFAC Symp. Modelling and Control in Biomedical Systems, Venice, Italy
2. ANDREWS, B. J., BAXENDALE, R. H., BARNETT, R., PHILLIPS, G. F., YAMAZAKI, T., PAUL, J. P., and FREEMAN, J. P. (1988): 'Hybrid FES orthosis incorporating closed loop control and sensory feedback', J. Biomed. Eng., 10, pp. 189-195
3. ANDREWS, B. J., BARNETT, R. W., PHILLIPS, G. F., KIRKWOOD, C. F., DONALDSON, N., RUSHTON, D. N., and PERKINS, T.A. (1989): 'Rule-based control of a Hybrid FES Orthosis for assisting paraplegic locomotion', Automedica, 11, pp. 175-199
4. ANDREWS, B. J., KIRKWOOD, C. A., BARNETT, R. W., PHILLIPS, G. F., and BAXENDALE, R. H. (1992): 'Control of hybrid FES-orthosis for paraplegics' in PEDOTTI, A., and FERRARIN, M. (Eds), 'Restoration of walking for paraplegics: recent advancements and trends' (IOS Press, Amsterdam) pp. 235-250
5. ARMSTRONG, W. W., KOSTOV, A., STEIN, R. B., and THOMAS, M. M. (1995): 'Adaptive logic networks in rehabilitation of persons with incomplete spinal cord injury'. Proc. Battelle Pacific Northwest Laboratories Workshop on Environmental and Energy Applications of Neural Networks, Richland WA, USA, March 30-31
6. BAJD, T., ANDREWS, B. J., KRALJ, A., and KATAKIS, J. (1985): 'Restoration of walking in patients with incomplete spinal cord injuries by use of surface electrical stimulation', Prosthetics Orthotics Int., 9, pp. 109-111
7. BAVEL, Z. (1983). 'Introduction to the theory of automata' (Reston Publishing Company, (Prentice-Hall), VA)
8. CAMERON, T., LOEB, G. E., PECK, R. A., SCHULMAS, J. H., STROJNIK, P., and TROYK, P. R. (1997): 'Micromodular implants to provide electrical stimulation of paralysed muscles and limbs', IEEE Trans. Biomed. Eng., 44, pp. 781-790
9. CHIZECK, H. J., KOBOTEC, R., MARSOLAIS, E. B., ABBAS, J. J., DONNER, I. H., and SIMON, E. (1988): 'Control of neuromuscular stimulation systems for standing and locomotion in paraplegics', Proc. IEEE, 76, pp. 1155-1165
10. CRAGO, P., MORTIMER, J. T., and PECKHAM, P. H. (1980): 'Closed loop control of force during electrical stimulation of muscles', IEEE Trans. Biomed. Eng., 27, pp. 306-312
11. DIMITRIJEVIC, M. R., GRACANIN, F., PREVEC, T., and TRONTELJ, J. (1968): 'Electronic control of paralysed extremities', Biomed. Eng., 3, pp. 8-19
12. FRANKEN, H. M., DE VRIES, W., VELTINK, P. H., BAARDMAN, G., and BOOM, H. B. K. (1993): 'State detection during paraplegic gait as part of a finite state based controller'. Proc. 15th Ann. Int. Conf. IEEE EMBS, San Diego, pp. 1322-1323
13. FRANKEN, H. M., VELTINK, P. H., and BOOM, H. B. K. (1994): 'Restoring gait in paraplegics by functional electrical stimulation', IEEE Eng. Med. Biol. Mag., pp. 564-570
14. GRANAT, M. H., HELLER, B. W., NICOL, D. J., BAXENDALE, R. H., and ANDREWS, B. J. (1993): 'Improving limb flexion in FES gait using the flexion withdrawal reflex response for the spinal cord injured person', J. Biomed. Eng., 15, pp. 51-56
15. GRILLNER, S. (1996): 'Neural networks for vertebrate locomotion', Sci. Amer., 2741, pp. 48-53
16. HAREL, D. (1987): 'Statecharts: a visual formalism for complex systems', Sci. Comp. Prog., 8, pp. 231-274
17. HAUGLAND, M. K., and SINKJAER, T. (1995): 'Cutaneous whole nerve recordings used for correction of footdrop in man', IEEE Trans. Rehab. Eng., 3, pp. 307-317
18. HELLER, B. W., VELTINK, P. H., RIJKHOE, N. J. M., RUTTEN, W. L. C., and ANDREWS, B. J. (1993): 'Reconstructing muscle activation during normal walking: a comparison of symbolic and connectionist machine learning techniques', Biol. Cybern., 69, pp. 327-335
19. JONKERS, H., and SCHOUTE, A. L. (1990): 'High-level control of FES-assisted walking using path expression' in 'Advances in external control of human extremities', Vol. X (Yugoslav Committee for Electronics and Automation, Belgrade) pp. 21-37
20. KARU, Z. Z., DURFEE, W. K., and BARZILAI, A. M. (1995): 'Reducing muscle fatigue in FES applications by stimulating with N-let pulse trains', IEEE Trans. Biomed. Eng., 42, pp. 809-816
21. KIRKWOOD, C. A., and ANDREWS, B. J. (1988): 'Rule based control for FES using firmware transitional logic'. Proc. 10th Ann. Int. Conf. IEEE EMBS, New Orleans, USA, pp. 1362-1363
22. KIRKWOOD, C. A., and ANDREWS, B. J. (1989): 'Finite state control of FES systems: application of AI inductive learning techniques'. Proc. 11th Ann. Int. Conf. IEEE EMBS, Seattle, USA, pp. 1020-1021
23. KIRKWOOD, C. A., ANDREWS, B. J.. and MOWFORTH, P. (1989): 'Automatic detection of gait events: a case study using inductive learning techniques', J. Biomed Eng., 11, pp. 511-516
24. KOSTOV, A., ANDREWS, B. J., POPOVIC, D. B., STEIN, R. B., and ARMSTRONG, W. W. (1995): 'Machine Learning in Control of Functional Electrical Stimulation Systems for Locomotion', IEEE Trans. Biomed. Eng., 42, pp. 541-551
25. LEE, C. C. (1990): 'Fuzzy logic in control systems: fuzzy logic controller-Part I', IEEE Trans. Syst. Man Cybern., 20, pp. 404-418
26. LIBERSON, W. T., HOLMQUIST, H. J., SCOTT, D., and DOW, M. (1961): 'Functional electrotherapy in stimulation of the peroneal nerve synchronised with the swing phase of the gait in hemiplegic patients', Arch. Phys. Med. Rehab., 42, pp. 101-105
27. MCGHEE, R. B. (1968): 'Some finite state aspects of legged locomotion.', Math. Biosci., 2, pp. 67-84
28. MULDER, A. J., VELTINK, P. H., BOOM, H. B. K., and ZILVOLD, G. (1992): 'Low level finite state control of the knee joing in paraplegic standing', Med. Biol. Eng. Comput., 14, pp. 3-8
29. MUYBRIDGE, E. (1955): 'The human figure in motion-196 plates with over 700 images from the Muybridge collection', Introduction and Table of Contents by Robert Taft (Dover Publishing Company, New York) (First published in 1901)
30. NG, S. K., and CHIZECK, H. J. (1993): 'A fuzzy logic gait event detector for FES paraplegic gait'. Proc. 15th Ann. Int. Conf. IEEE EMBS, San Diego, pp. 1238-1239
31. NG, S. K., and CHIZECK, H. J. (1994): 'Fuzzy versus non-fuzzy rule base for gait event detection'. Proc. 16th Ann. Int. Conf. IEEE EMBS, pp. 1069-1070
32. 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
33. PERKINS, T. A., DONALDSON, N., WORLEY, A. C., HARPER, V. J., TAYLOR, P. N., WOOD, D. E., and RUSHTON, D. N. (1996): 'Initial results with a lumbar/sacral anterior root stimulator implant' in FERRARIN, M., PEDOTTI, A., QUINTEEN, J., and RIENER, R. (Eds), 'Neuroprosthetics: from basic research to clinical application' (Springer-Verlag, Munich), pp. 623-634
34. POPOVIC, D. B., TOMOVIC, R., and SCHWIRTLICH, L. (1989): 'Hybrid assistive systems-the motor neuroprosthesis', IEEE Trans. Biomed. Eng., 36, pp. 729-738
35. PROCHAZKA, A. (1993): 'Comparison of natural and artificial control of movement', IEEE Trans. Rehab. Eng., 1, pp. 7-17
36. STROJNIK, P., WHITMOYER, D., and SCHULMAN, J. (1990): 'An implantable stimulator for all seasons' in 'Advances in external control of human extremities', Vol. X (Yugoslav Committee for Electronics and Automation, Belgrade), pp.335-343
37. TOMOVIC, R., and BELLMAN, R. (1970): 'System approach to muscle control', Math. Biosci., 3, pp. 265-277
38. TOMOVIC, R., and KARPLUS, W. J. (1961): 'Land locomotion-simulation and control'. Proc. 3rd Int. Symp. External Control of Human Extremeties, Dubrovnik, Yugoslavia, August 1961, pp. 385-390
39. TOMOVIC, R., and MCGHEE, R. (1966): 'A finite state approach to the synthesis of bioengineering control systems', IEEE Trans. Human Factors Electron., 7, pp 122-128
40. VELTINK, P. H., DE VRIES, W., BAARDMAN, G., HERMENS, H. J., SWEENEY, P. C., and VAN RIEL, W. (1995): 'Design of an intention detection system for FES assisted mobility in paraplegics'. Proc. 4th Int. FES Conf., Vienna, Austria, 17-19 August, pp. 43-46
41. VELTINK, P. H., DE VRIES, W., HERMENS, H. J., BAARDMAN, G., IJZERMAN, M., HEINZE, S., NENE, A. V., ZILVOLD, G., and BOOM, H. B. K. (1996): 'A comprehensive FES system for mobility restoration in paraplegics', in PEDOTTI, A., FERRARIN, M., QUINTERN, J., and REINER, R. (Eds), 'Neuroprosthetics: from basic research to clinical application' (Springer Verlag, Berlin-Heidelberg), pp. 163-169
42. WILLEMSEN, A. T. M., BLOEMHOF, F., and BOOM, H. B. K. (1990): 'Automatic stance-swing phase detection from accelerometer data for peroneal nerve stimulation', IEEE Trans. Biomed. Eng., 37, pp. 1201-1208