Abstract
The paper presents a new control approach to robot-assisted rehabilitation for stroke patients. The control architecture is represented in terms of a hybrid system model combining a high-level and a low-level assistive controller. The high-level controller is designed to monitor the progress and safety of the rehabilitation task. The high-level controller also makes decisions on the modification of the task that might be needed for the therapy. A design of a low-level assistive controller that provides robotic assistance for an upper arm rehabilitation task and works in coordination with the proposed high-level controller is discussed. Experimental results on unimpaired participants are presented to demonstrate the efficacy of both the high-level and low-level assistive controllers.
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Matchar, D.B., Duncan, P.W.: Cost of stroke. Stroke Clin. Updates 5, 9–12 (1994)
American Heart Association: Heart and Stroke Statistical Update, http://www.Americanheart.org/statistics/stroke.htm (2006)
Taub, E.: Harnessing brain plasticity through behavioral techniques to produce new treatments in neurorehabilitation. Am. Psychol. 59(8), 692–704 (2004)
Krebs, H.I., Hogan, N., Aisen, M.L., Volpe, B.T.: Robot-aided neurorehabilitation. IEEE Trans. Rehab. Eng. 6, 75–87 (1999)
Kahn, L.E., Lum, P.S., Rymer, W.Z., Reinkensmeyer, D.J.: Robot-assisted movement training for the stroke-impaired arm: Does it matter what the robot does? J. Rehabil. Res. Dev. 43(5), 619–630 (2006)
Lum, P.S., Burgar, C.G., Van der Loos, H.F.M., Shor, P.C., Majmundar, M., Yap, R.: MIME robotic device for upper-limb neurorehabilitation in subacute stroke subjects: A follow-up study. J. Rehabil. Res. Dev. 43(5), 631–642 (2006)
Krebs, H.I., Palazzolo, J.J., Dipietro, L., Ferraro, M., Krol, J., Rannekleiv, K., Volpe, B.T., Hogan, N.: Rehabilitation robotics: Performance-based progressive robot-assisted therapy. Auton. Robots 15(1), 7–20 (2003)
Krebs, H.I., Ferraro, M., Buerger, S.P., Newbery, M.J., Makiyama, A., Sandmann, M., Lynch, D., Volpe, B.T., Hogan, N.: Rehabilitation robotics: Pilot trial of a spatial extension for MIT-Manus. Journal of NeuroEngineering and Rehabilitation 1(5), 1–15 (2004)
Kahn, L.E., Zygman, M.L., Rymer, W.Z., Reinkensmeyer, D.J.: Robot-assisted reaching exercise promotes arm movement recovery in chronic hemiparetic stroke: a randomized controlled pilot study. Journal of NeuroEngineering and Rehabilitation 3(12), 1–13 (2006)
Loureiro, R., Amirabdollahian, F., Topping, M., Driessen, B., Harwin, W.: Upper limb mediated stroke therapy – GENTLE/s approach. Auton. Robots 15, 35–51 (2003)
Taub, E., Lum, P.S., Hardin, P., Mark, V.W., Uswatte, G.: AutoCITE: Automated delivery of CI therapy with reduced effort by therapists. Stroke (36), 1301–1304 (2005)
Koutsoukos, X.D., Antsaklis, P.J., Stiver, J.A., Lemmon, M.D.: Supervisory control of hybrid systems. Proceedings of the IEEE on Special Issue on Hybrid Systems: Theory and Applications 88(7), 1026–1049 (2000)
Antsaklis, P.J., Koutsoukos, X.D.: Hybrid systems: Review and recent progress. In: Samad, T., Balas, G. (eds.) Chapter in Software-Enabled Control: Information Technologies for Dynamical Systems, pp. 1–29. IEEE Press (2003)
Antsaklis, P.J.: A brief introduction to the theory and applications of hybrid systems. Proceedings of the IEEE on Special Issue on Hybrid Systems: Theory and Applications 88(7), 879–887 (2000)
PUMA 560 Related Sites on the Internet, http://www.ee.ualberta.ca/~jasmith/puma/pumasites.html
Armstrong, B., Khatib, O., Burdick, J.: The explicit dynamic model and inertial parameters of the PUMA 560 Arm. IEEE Int. Conf. Robot. Autom. 510–518 (1986)
Craig, J. J.: Introduction to Robotics Mechanics and Control, 2nd edn. Addison-Wesley (1986)
Paul, R., Shimano, B., Mayer, G.E.: Kinematic control equations for simple manipulators. IEEE Trans. Syst. Man Cybern. 11(6), 449–455 (1981)
Erol, D., Sarkar, N.: Design and implementation of an assistive controller for rehabilitation robotic systems. Inter. J. Adv. Rob. Sys. 4(3), (2007)
Culmer, P., Jackson, A., Richardson, R., Bhakta, B., Levesley, M., Cozens, A.: An admittance control scheme for a robotic upper-limb stroke rehabilitation system. Int. Conf. On Engineering in Medicine and Biology Society 5081–5084 (2005)
Sciavicco, L., Siciliano, B.: Modeling and control of robot manipulators. McGrawHill, (1996)
Mallapragada, V., Erol, D., Sarkar, N.: A new method for force control for unknown environments. IEEE/RSJ International Conference on Intelligent Robots and Systems, 4509–4514 (2006)
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Erol, D., Sarkar, N. Intelligent Control for Robotic Rehabilitation after Stroke. J Intell Robot Syst 50, 341–360 (2007). https://doi.org/10.1007/s10846-007-9169-2
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DOI: https://doi.org/10.1007/s10846-007-9169-2