An optimized proportional-derivative controller for the human upper extremity with gravity

作者: Kathleen M. Jagodnik , Dimitra Blana , Antonie J. van den Bogert , Robert F. Kirsch

DOI: 10.1016/J.JBIOMECH.2015.08.016

关键词:

摘要: When Functional Electrical Stimulation (FES) is used to restore movement in subjects with spinal cord injury (SCI), muscle stimulation patterns should be selected generate accurate and efficient movements. Ideally, the controller for such a neuroprosthesis will have simplest architecture possible, facilitate translation into clinical setting. In this study, we simulated annealing algorithm optimize two proportional-derivative (PD) feedback gain sets 3-dimensional arm model that includes musculoskeletal dynamics has 5 degrees of freedom 22 muscles, performing goal-oriented reaching Controller gains were optimized by minimizing weighted sum position errors, orientation activations. After optimization, performance was evaluated on basis accuracy efficiency movements, along three other benchmark not our system, large set dynamic movements which controllers had been optimized, test ability generalize. Robustness presence weakened muscles also tested. The found very similar each all metrics, exhibit significantly better accuracy, compared standard sets. All investigated physiologically acceptable amounts muscular activation. It concluded optimization can yield significant improvements while still maintaining efficiency, considered as strategy future design.

参考文章(40)
Felix E. Zajac, Muscle and tendon: properties, models, scaling, and application to biomechanics and motor control Critical Reviews in Biomedical Engineering. ,vol. 17, pp. 359- 411 ,(1989)
H. Nagasaki, Asymmetric velocity and acceleration profiles of human arm movements. Experimental Brain Research. ,vol. 74, pp. 319- 326 ,(1989) , 10.1007/BF00248865
K.L. Kilgore, P.H. Peckham, G.B. Thrope, M.W. Keith, K.A. Gallaher-Stone, Synthesis of hand grasp using functional neuromuscular stimulation IEEE Transactions on Biomedical Engineering. ,vol. 36, pp. 761- 770 ,(1989) , 10.1109/10.32109
C.K. Thomas, E.Y. Zaidner, B. Calancie, J.G. Broton, B.R. Bigland-Ritchie, Muscle weakness, paralysis, and atrophy after human cervical spinal cord injury Experimental Neurology. ,vol. 148, pp. 414- 423 ,(1997) , 10.1006/EXNR.1997.6690
Marc Bélanger, Richard B. Stein, Garry D. Wheeler, Tessa Gordon, Bernard Leduc, Electrical stimulation: Can it increase muscle strength and reverse osteopenia in spinal cord injured individuals? Archives of Physical Medicine and Rehabilitation. ,vol. 81, pp. 1090- 1098 ,(2000) , 10.1053/APMR.2000.7170
Ralph J. Marino, Judy A. Shea, Margaret G. Stineman, The capabilities of upper extremity instrument: reliability and validity of a measure of functional limitation in tetraplegia☆☆☆★ Archives of Physical Medicine and Rehabilitation. ,vol. 79, pp. 1512- 1521 ,(1998) , 10.1016/S0003-9993(98)90412-9
Jun Izawa, Toshiyuki Kondo, Koji Ito, Biological arm motion through reinforcement learning Biological Cybernetics. ,vol. 91, pp. 10- 22 ,(2004) , 10.1007/S00422-004-0485-3
Rajani K. Mudi, Chanchal Dey, Tsu-Tian Lee, An improved auto-tuning scheme for PI controllers. Isa Transactions. ,vol. 47, pp. 45- 52 ,(2008) , 10.1016/J.ISATRA.2007.07.002
S. Kirkpatrick, C. D. Gelatt, M. P. Vecchi, Optimization by Simulated Annealing Science. ,vol. 220, pp. 671- 680 ,(1983) , 10.1126/SCIENCE.220.4598.671
Dimitra Blana, Robert F. Kirsch, Edward K. Chadwick, Combined feedforward and feedback control of a redundant, nonlinear, dynamic musculoskeletal system Medical & Biological Engineering & Computing. ,vol. 47, pp. 533- 542 ,(2009) , 10.1007/S11517-009-0479-3