Comprehensive joint feedback control for standing by functional neuromuscular stimulation-A simulation study

IEEE Transactions on Neural Systems and Rehabilitation Engineering

Volumn 18, Issue 6, 2010, Pages 646-657

  Nataraj, Raviraj ^a   Audu, Musa L ^a   Kirsch, Robert F ^a   Triolo, Ronald J ^a  

^a CASE WESTERN RESERVE UNIVERSITY   (United States)

Author keywords

Control system; functional neuromuscular stimulation; rehabilitation; spinal cord injury; standing

Indexed keywords

ARTIFICIAL NEURAL NETWORK; CLINICAL USAGE; COMPUTER MODELS; CONTROL STRUCTURE; DERIVATIVE FEEDBACKS; EFFECTIVE PERFORMANCE; EXCITATION PATTERN; EXTERNAL FORCE; FEEDBACK GAIN; FEEDBACK PARAMETERS; FUNCTIONAL NEUROMUSCULAR STIMULATION; JOINT STIFFNESS; MUSCLE PROPERTIES; POSTURAL DISTURBANCES; POTENTIAL EFFICACY; REHABILITATION; SIMULATION STUDIES; SPINAL CORD INJURY; STANDING; UPPER EXTREMITY; VELOCITY FEEDBACK;

CONTROL SYSTEMS; DOSIMETRY; FEEDBACK CONTROL; NEURAL NETWORKS; PATIENT REHABILITATION; REMOTE CONTROL; THREE DIMENSIONAL;

MUSCLE;

ALGORITHM; ARTICLE; ARTIFICIAL NEURAL NETWORK; BIOLOGICAL MODEL; BODY POSTURE; COMPUTER SIMULATION; ELECTROSTIMULATION; FEEDBACK SYSTEM; HISTOLOGY; HUMAN; INNERVATION; JOINT; MOTONEURON; PHYSIOLOGY; SKELETAL MUSCLE;

ALGORITHMS; COMPUTER SIMULATION; ELECTRIC STIMULATION; FEEDBACK, PHYSIOLOGICAL; HUMANS; JOINTS; MODELS, NEUROLOGICAL; MOTOR NEURONS; MUSCLE, SKELETAL; NEURAL NETWORKS (COMPUTER); POSTURE;

EID: 78650037408     PISSN: 15344320     EISSN: None     Source Type: Journal    
DOI: 10.1109/TNSRE.2010.2083693     Document Type: Article

References (40)

1. R. J. Triolo et al., "Lower extremity applications of functional neuromuscular stimulation after spinal cord injury", Topics SCI Rehab., vol. 5, pp. 44-65, 1999.
2. F. E. Zajac, "Muscle coordination of movement: A perspective", J. Biomech., vol. 26, pp. 109-124, 1993.
3. R. J. Jaeger, "Design and simulation of closed-loop electrical stimulation orthoses for restoration of quiet standing in paraplegia", J. Biomech., vol. 19, pp. 825-835, 1986.
4. M. Moynahan et al., "Characterization of paraplegic disturbance response during FNS standing", IEEE Trans. Rehabil. Eng., vol. 1, no. 1, pp. 43-48, Mar. 1993.
5. H. J. Chizeck et al., "Control of functional neuromuscular stimulation systems for standing and locomotion in paraplegics", Proc. IEEE, vol. 76, no. 9, pp. 1155-1165, Sep. 1988.
6. J. J. Abbas et al., "Feedback control of coronal plane hip angle in paraplegic subjects using functional neuromuscular stimulation", IEEE Trans. Biomed. Eng., vol. 38, no. 7, pp. 687-698, Jul. 1991.
7. K. J. Hunt et al., "Control of paraplegic ankle joint stiffness using FES while standing", Med. Eng. Phys., vol. 23, pp. 541-555, 2001.
8. Z. Matjacic et al., "Control of posture with FES systems", Med. Eng. Phys., vol. 25, pp. 51-62.
9. P. H. Veltink et al., "Nonlinear joint angle control for artificially stimulated muscle", IEEE Trans. Biomed. Eng., vol. 39, no. 4, pp. 368-380, Apr. 1992.
10. J. J. Abbas et al., "Neural network control of functional neuromuscular stimulation systems: Computer simulation studies", IEEE Trans. Biomed. Eng., vol. 42, no. 11, pp. 1117-1127, Nov. 1995.
11. G. C. Chang et al., "A neuro-control system for the knee joint position control with quadriceps stimulation", IEEE Trans. Rehab. Eng., vol. 5, no. 1, pp. 2-11, Mar. 1997.
12. K. J. Astrom et al., "The future of PID control", Control Eng. Pract., vol. 9, pp. 1163-1175, 2001.
13. A. Pedrocchi et al., "Error mapping controller: A closed loop neuroprosthesis controlled by artificial neural networks", J. Neuroeng. Rehabil., vol. 3, p. 25, 2006.
14. P. E. Crago et al., "New control strategies for neuroprosthetic systems", J. Rehabil. Res. Develop., vol. 33, pp. 158-172, 1996.
15. D. Blana et al., "Combined feedforward and feedback control of a redundant, nonlinear, dynamic musculoskeletal system", Med. Biol. Eng. Comput., vol. 47, pp. 533-542, 2009.
16. D. A. Winter et al., "Stiffness control of balance in quiet standing", J. Neurophysiol., vol. 80, pp. 1211-1221, 1998.
17. Z. Matjacic, "Control of ankle and hip joint stiffness for arm-free standing in paraplegia", Neuromodulation, vol. 4, pp. 37-46, 2001.
18. Z. Matjacic et al., "Arm-free paraplegic standing-Part II: Experimental results", IEEE Trans. Rehab. Eng., vol. 6, no. 2, pp. 139-150, Jun. 1998.
19. Y. C. Pai et al., "Static versus dynamic predictions of protective stepping following waist-pull perturbations in young and older adults", J. Biomech., vol. 31, pp. 1111-1118, 1998.
20. F. B. Horak et al., "Central programming of postural movements: Adaptation to altered support-surface configurations", J. Neurophysiol., vol. 55, pp. 1369-1381, 1986.
21. R. J. Triolo et al., "Modeling the postural disturbances caused by upper extremity movements", IEEE Trans. Neural Syst. Rehabil. Eng., vol. 9, no. 2, pp. 137-144, Jun. 2001.
22. K. Ogata, Modern Control Engineering, 4th ed. Upper Saddle River, NJ: Prentice Hall, 2002.
23. W. Zhao et al., "A bipedal, closed-chain dynamic model of the human lower extremities and pelvis for simulation-based development of standing and mobility neuroprostheses", Proc IEEE EMBS, pp. 2605-2608, Nov. 1998.
24. J. M. Lambrecht et al., "A musculoskeletal model of the trunk and hips for the development of a seated posture-control neuroprosthesis", J. Rehabil. Res. Develop., vol. 46, pp. 515-528, 2009.
25. K. Amankwah et al., "Effects of spinal cord injury on lower-limb passive joint moments revealed through a nonlinear viscoelastic model", J. Rehabil. Res. Develop., vol. 41, pp. 15-32, 2004.
26. N. Bhadra et al., "Implanted stimulators for restoration of function in spinal cord injury", Med. Eng. Phys., vol. 23, pp. 19-28, 2001.
27. F. E. Zajac, "Muscle and tendon: Properties, models, scaling, and application to biomechanics and motor control", Crit. Rev. Biomed. Eng., vol. 17, pp. 359-411, 1989.
28. R. Kobetic et al., "Synthesis of paraplegic gait with multichannel functional neuromuscular stimulation", IEEE Trans. Biomed. Eng., vol. 2, no. 2, pp. 66-67, Jun. 1994.
29. A. D. Kuo, "Biomechanical analysis of muscle strength as a limiting factor in standing posture", J. Biomech., vol. 26, pp. 137-150.
30. M. L. Audu et al., "Experimental verification of a computational technique for determining ground reactions in human bipedal stance", J. Biomech., vol. 40, pp. 1115-1124, 2007.
31. R. D. Crowninshield et al., "A physiologically-based criterion of muscle force prediction in locomotion", J. Biomech., vol. 14, pp. 793-801, 1981.
32. S. S. Haykin, Neural Networks: A Comprehensive Foundation, 2nd ed. Upper Saddle River, NJ: Prentice Hall, 1999.
33. M. T. Hagan et al., "Training feedforward networks with the Marquardt algorithm", IEEE Trans Neural Networks, vol. 5, no. 6, pp. 989-993, Nov. 1994.
34. E. Kandel et al., Principles of Neural Science, 4th ed. New York: McGraw-Hill Medical, 2000.
35. H. Kagaya et al., "Ankle, knee, and hip moments during standing with and without joint contractures: Simulation study for functional electrical stimulation", Am. J. Phys. Med. Rehabil., vol. 77, pp. 49-54, 1998.
36. G. A. Gray et al., "Algorithm 856: APPSPACK 4.0: Asynchronous parallel pattern search for derivative-free optimization", ACM Trans. Math. Software, vol. 32, pp. 486-507, 2006.
37. J. P. Uhlir et al., "Performance of epimysial stimulating electrodes in the lower extremities of individuals with spinal cord injury", IEEE Trans. Neural Syst. Rehabil. Eng., vol. 12, no. 2, pp. 279-287, Jun. 2004.
38. P. H. Veltink et al., "A perspective on the control of FES-supported standing", IEEE Trans. Rehabil. Eng., vol. 6, no. 2, pp. 109-112, Jun. 1998.
39. J. Kim et al., "Optimal combination of minimum degrees of freedom to be actuated in the lower limbs to faciltate arm-free paraplegic standing", J. Biomech. Eng., vol. 129, pp. 838-48, 2007.
40. R. Moe-Nilssen et al., "Trunk accelerometry as a measure of balance control during quiet standing", Gait Posture, vol. 16, pp. 60-68, 2002.