Center of mass acceleration feedback control for standing by functional neuromuscular stimulation: A simulation study

Journal of Rehabilitation Research and Development

Volumn 49, Issue 2, 2012, Pages 279-296

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

^a LOUIS STOKES CLEVELAND VA MEDICAL CENTER   (United States)

^b Case Western Reserve University   (United States)

Author keywords

Acceleration; Balance; Center of mass; Control sys tem; Feedback; Functional neuromuscular stimulation; Neuro prosthesis; Posture; Rehabilitation; Spinal cord injury; Standing

Indexed keywords

ACCELERATION; BIOMECHANICS; FEEDBACK; MUSCLE; NEURAL NETWORKS; OPTIMIZATION; PATIENT REHABILITATION; PRECISION BALANCES; THREE DIMENSIONAL;

CENTER OF MASS; FUNCTIONAL NEUROMUSCULAR STIMULATION; NEURO-PROSTHESIS; POSTURE; SPINAL CORD INJURIES (SCI); STANDING;

LOADING;

ACCELERATION; ANTHROPOMETRIC PARAMETERS; ARM; ARTICLE; ARTIFICIAL NEURAL NETWORK; BIOMECHANICS; BODY EQUILIBRIUM; CENTER OF MASS; DYNAMICS; ELECTROMYOGRAPHY; FEEDBACK SYSTEM; FUNCTIONAL NEUROMUSCULAR STIMULATION; KINEMATICS; MATHEMATICAL COMPUTING; MUSCLE EXCITATION; NERVE STIMULATION; NEUROPROSTHESIS; PRIORITY JOURNAL; SIMULATION; SPINAL CORD INJURY; STANDING; WEIGHT BEARING;

ACCELERATION; ALGORITHMS; BIOMECHANICS; BODY WEIGHT; ELECTRIC STIMULATION THERAPY; ELECTROMYOGRAPHY; FEEDBACK, PHYSIOLOGICAL; GAIT; HUMANS; JOINTS; MODELS, BIOLOGICAL; NEURAL NETWORKS (COMPUTER); PILOT PROJECTS; POSTURAL BALANCE; POSTURE; SPINAL CORD INJURIES;

EID: 84930475017     PISSN: 07487711     EISSN: 19381352     Source Type: Journal    
DOI: 10.1682/jrrd.2010.12.0235     Document Type: Article

References (39)

1. Triolo RJ, Bogie K. Lower extremity applications of func-tional neuromuscular stimulation after spinal cord injury. Top Spinal Cord Inj Rehabil. 1999;5(1):44-65.
2. Kralj A, Bajd T, Turk R. Electrical stimulation providing functional use of paraplegic patient muscles. Med Prog Technol. 1980;7(1):3-9. PMID:6966735.
3. Jaeger RJ. Design and simulation of closed-loop electrical stimulation orthoses for restoration of quiet standing in paraplegia. J Biomech. 1986;19(10):825-35. PMID:3782165. http://dx.doi.org/10.1016/0021-9290(86)90133-8.
4. Moynahan M, Chizeck HJ. Characterization of paraplegic disturbance response during FNS standing. IEEE Trans Rehabil Eng. 1993;1(1):43-48. http://dx.doi.org/10.1109/86.242407.
5. Chizeck HJ, Kobetic R, Marsolais EB, Abbas JJ, Donner IH, Simon E. Control of functional neuromuscular stimula-tion systems for standing and locomotion in paraplegics. Proc IEEE Inst Electr Electron Eng. 1988;76(9):1155-65. http://dx.doi.org/10.1109/5.9661.
6. Abbas JJ, Chizeck HJ. Feedback control of coronal plane hip angle in paraplegic subjects using functional neuromus-cular stimulation. IEEE Trans Biomed Eng. 1991;38(7): 687-98. PMID:1879862. http://dx.doi.org/10.1109/10.83570.
7. Hunt KJ, Gollee H, Jaime RP. Control of paraplegic ankle joint stiffness using FES while standing. Med Eng Phys. 2001;23(8):541-55. PMID:11719077. http://dx.doi.org/10.1016/S1350-4533(01)00089-3.
8. Matjaci Z, Bajd T. Arm-free paraplegic standing-Part II: Experimental results. IEEE Trans Rehabil Eng. 1998; 6(2):139-50. PMID:9631321. http://dx.doi.org/10.1109/86.681179.
9. Nataraj R, Audu ML, Kirsch RF, Triolo RJ. Comprehen-sive joint feedback control for standing by functional neu-romuscular stimulation-A simulation study. IEEE Trans Neural Syst Rehabil Eng. 2010;18(6):646-57. PMID:20923741. http://dx.doi.org/10.1109/TNSRE.2010.2083693.
10. Mayagoitia RE, Lötters JC, Veltink PH, Hermens H. Stand-ing balance evaluation using a triaxial accelerometer. Gait Posture. 2002;16(1):55-59. PMID:12127187. http://dx.doi.org/10.1016/S0966-6362(01)00199-0.
11. Moe-Nilssen R, Helbostad JL. Trunk accelerometry as a measure of balance control during quiet standing. Gait Pos-ture. 2002;16(1):60-68. PMID:12127188. http://dx.doi.org/10.1016/S0966-6362(01)00200-4.
12. Betker AL, Moussavi ZM, Szturm T. Center of mass approximation and prediction as a function of body accel-eration. IEEE Trans Biomed Eng. 2006;53(4):686-93. PMID:16602575. http://dx.doi.org/10.1109/TBME.2006.870222.
13. Pai YC, Patton J. Center of mass velocity-position predic-tions for balance control. J Biomech. 1997;30(4):347-54. PMID:9075002. http://dx.doi.org/10.1016/S0021-9290(96)00165-0.
14. Horak FB, Nashner LM. Central programming of postural movements: Adaptation to altered support-surface configu-rations. J Neurophysiol. 1986;55(6):1369-81. PMID:3734861.
15. Krishnamoorthy V, Goodman S, Zatsiorsky V, Latash ML. Muscle synergies during shifts of the center of pressure by standing persons: Identification of muscle modes. Biol Cybern. 2003;89(2):152-61. PMID:12905043. http://dx.doi.org/10.1007/s00422-003-0419-5.
16. Winter DA. Biomechanics and motor control of human movement. 2nd ed. New York (NY): Wiley; 1990.
17. Zajac FE, Gordon ME. Determining muscle's force and action in multi-articular movement. Exerc Sport Sci Rev. 1989;17:187-230. PMID:2676547.
18. Zajac FE. Muscle and tendon: Properties, models, scaling, and application to biomechanics and motor control. Crit Rev Biomed Eng. 1989;17(4):359-411. PMID:2676342.
19. Zhao W, Kirsch RF, Triolo RJ, Delp S. A bipedal, closed-chain dynamic model of the human lower extremities and pelvis for simulation-based development of standing and mobility neuroprostheses. Proceedings of the 20th Annual International Conference of the IEEE Engineering in Medi-cine and Biology Society; 1998 Oct 28-Nov 1; Hong Kong, China. Proc IEEE EMBS. 1998;5(28):2605-8.
20. Lambrecht JM, Audu ML, Triolo RJ, Kirsch RF. Musculo-skeletal model of trunk and hips for development of seated-posture-control neuroprosthesis. J Rehabil Res Dev. 2009;46(4):515-28. PMID:19882486. http://dx.doi.org/10.1682/JRRD.2007.08.0115.
21. Amankwah K, Triolo RJ, Kirsch R. Effects of spinal cord injury on lower-limb passive joint moments revealed through a nonlinear viscoelastic model. J Rehabil Res Dev. 2004;41(1):15-32. PMID:15273894. http://dx.doi.org/10.1682/JRRD.2004.01.0015.
22. Kim JY, Mills JK, Vette AH, Popovic MR. Optimal combi-nation of minimum degrees of freedom to be actuated in the lower limbs to facilitate arm-free paraplegic standing. J Biomech Eng. 2007;129(6):838-47. PMID:18067387. http://dx.doi.org/10.1115/1.2800767.
23. Bhadra N, Kilgore KL, Peckham PH. Implanted stimula-tors for restoration of function in spinal cord injury. Med Eng Phys. 2001;23(1):19-28. PMID:11344004. http://dx.doi.org/10.1016/S1350-4533(01)00012-1.
24. Kobetic R, Marsolais EB. Synthesis of paraplegic gait with multichannel functional neuromuscular stimulation. IEEE Trans Rehabil Eng. 1994;2(2):66-79. http://dx.doi.org/10.1109/86.313148.
25. Ogata K. Modern control engineering. 4th ed. Upper Sad-dle River (NJ): Prentice Hall; 2001.
26. Pai YC, Rogers MW, Patton J, Cain TD, Hanke TA. Static versus dynamic predictions of protective stepping follow-ing waist-pull perturbations in young and older adults. J Biomech. 1998;31(12):1111-18. PMID:9882043. http://dx.doi.org/10.1016/S0021-9290(98)00124-9.
27. Kandel E, Schwartz JH, Jessell TM. Principles of neural science. 4th ed. New York (NY): McGraw-Hill; 2000.
28. Uhlir JP, Triolo RJ, Davis JA Jr, Bieri C. Performance of epimysial stimulating electrodes in the lower extremities of individuals with spinal cord injury. IEEE Trans Neural Syst Rehabil Eng. 2004;12(2):279-87. PMID:15218941. http://dx.doi.org/10.1109/TNSRE.2004.827224.
29. Audu ML, Kirsch RF, Triolo RJ. Experimental verification of a computational technique for determining ground reac-tions in human bipedal stance. J Biomech. 2007;40(5): 1115-24. PMID:16797023. http://dx.doi.org/10.1016/j.jbiomech.2006.04.016.
30. Kagaya H, Sharma M, Kobetic R, Marsolais EB. Ankle, knee, and hip moments during standing with and without joint contractures: Simulation study for functional electrical stimulation. Am J Phys Med Rehabil. 1998;77(1):49-54, quiz 65-66. PMID:9482379. http://dx.doi.org/10.1097/00002060-199801000-00009.
31. Kuo AD, Zajac FE. A biomechanical analysis of muscle strength as a limiting factor in standing posture. J Biomech. 1993;26(Suppl 1):137-50. PMID:8505348. http://dx.doi.org/10.1016/0021-9290(93)90085-S.
32. Crowninshield RD, Brand RA. A physiologically based criterion of muscle force prediction in locomotion. J Bio-mech. 1981;14(11):793-801. PMID:7334039. http://dx.doi.org/10.1016/0021-9290(81)90035-X.
33. Haykin SS. Neural networks: A comprehensive foundation. 2nd ed. London (England): Prentice Hall; 1999.
34. Hagan MT, Menhaj MB. Training feedforward networks with the Marquardt algorithm. IEEE Trans Neural Netw. 1994;5(6):989-93. PMID:18267874. http://dx.doi.org/10.1109/72.329697.
35. Gray GA, Kolda TG. Algorithm 856: APPSPACK 4.0: Asynchronous parallel pattern search for derivative-free optimization. ACM Trans Math Softw. 2006;32(3):486-507.
36. Triolo RJ, Werner KN, Kirsch RF. Modeling the postural disturbances caused by upper extremity movements. IEEE Trans Neural Syst Rehabil Eng. 2001;9(2):137-44. PMID:11474966. http://dx.doi.org/10.1109/7333.928573.
37. Rietdyk S, Patla AE, Winter DA, Ishac MG, Little CE; North American Congress on Biomechanics. NACOB presentation CSB New Investigator Award. Balance recovery from medio-lateral perturbations of the upper body during standing. J Bio-mech. 1999;32(11):1149-58. PMID:10541064. http://dx.doi.org/10.1016/S0021-9290(99)00116-5.
38. Winter DA, Patla AE, Prince F, Ishac M, Gielo-Perczak K. Stiffness control of balance in quiet standing. J Neuro-physiol. 1998;80(3):1211-21. PMID:9744933.
39. Allum JH, Honegger F. Interactions between vestibular and proprioceptive inputs triggering and modulating human balance-correcting responses differ across muscles. Exp Brain Res. 1998;121(4):478-94. PMID:9746156. http://dx.doi.org/10.1007/s002210050484