Yıl: 2021 Cilt: 29 Sayı: 1 Sayfa Aralığı: 403 - 420 Metin Dili: İngilizce DOI: 10.3906/elk-2007-24 İndeks Tarihi: 04-06-2022

Development of an intelligent controller for robot-aided assessment andtreatment guidance in physical medicine andassessment andtreatment guidance in physical medicine and rehabilitationrehabilitation

Öz:
In this study, an intelligent controller was developed for a rehabilitation robot called DIAGNOBOT, which can be used for assessment and treatment in the rehabilitation of wrist and forearm. The controller has a decision support system structure strengthened with conventional statistical methods and databases. The controller uses the patient’s biomechanical parameters to make an assessment and proposes a treatment in line with this. In accordance with the recommended treatment, it produces the control parameters, torque, and position information for the control of the rehabilitation robot. The system’s ability of assessment and treatment was tested with voluntary patients. Through these test studies, the treatments recommended by the developed intelligent controller have been proven to have a very high rate of accuracy
Anahtar Kelime:

Belge Türü: Makale Makale Türü: Araştırma Makalesi Erişim Türü: Erişime Açık
  • 1] Jakob I, Kollreider A, Germanotta M, Benetti F, Cruciani A et al. Robotic and sensor technology for upper limb rehabilitation. PMR 2018; 10(9): 189-197.
  • [2] Akdogan E, Aktan ME, Koru AT, Arslan MS, Atlihan M et al. Hybrid impedance control of a robot manipulator for wrist and forearm rehabilitation: Performance analysis and clinical results. Mechatronics 2018; 49: 77-91.
  • [3] Hamet P, Tremblay J. Artificial intelligence in medicine. Metabolism 2017; 69: 36-40.
  • [4] Krebs HI, Hogan N, Aisen ML, Volpe BT. Robot-aided neurorehabilitation. IEEE Transactions on Rehabilitation
  • [5] Krebs HI, Ferraro M, Buerger SP, Newbery MJ, Makiyama A et al. Rehabilitation robotics: pilot trial of a spatial extension for MIT-Manus. Journal of NeuroEngineering and Rehabilitation 2004; 1(5): 1-15.
  • [6] Hogan N. Impedance control: An approach to manipulation: Part I-Theory. Journal of Dynamic Systems, Mea- surement and Control 1985; 107(1): 1-7.
  • [7] Kiguchi K, Hayashi Y. An EMG-based control for an upper-limb power-assist exoskeleton robot. IEEE Transactions on Systems, Man, and Cybernetics 2012; 42(4): 1064-1071.
  • [8] Mao Y, Agrawal SK. Design of a cable-driven arm exoskeleton (CAREX) for neural rehabilitation. IEEE Transac- tions on Robotics 2012; 28(4): 922-931.
  • [9] Ren Y, Kang SH, Park HS, Wu YN, Zhang LQ. Developing a multi-joint upper limb exoskeleton robot for diagnosis, therapy, and outcome evaluation in neurorehabilitation. IEEE Transactions on Neural Systems and Rehabilitation Engineering 2013; 20(3): 490-499.
  • [10] Ozkul F, Barkana DE. Upper-extremity rehabilitation robot RehabRoby: Methodology, design, usability and validation. International Journal of Advanced Robotic Systems 2013; 10(12): 401-418.
  • [11] Rahman MH, Rahman MJ, Cristobal OL, Saad M, Kenne JP et al. Development of a whole arm wearable robotic exoskeleton for rehabilitation and to assist upper limb movements. Robotica 2015; 33(1): 19-39.
  • [12] Zhang M, Zhang S, McDaid A, Davies C, Xie SQ. Automated objective robot-assisted assessment of wrist passive ranges of motion. Journal of Biomechanics 2018; 73: 223-226.
  • [13] Guidali M, Schmiedeskamp M, Klamroth V, Riener R. Assessment and training of synergies with an arm rehabili- tation robot. In: IEEE International Conference on Rehabilitation Robotics; Kyoto, Japan; 2009. pp. 772-776.
  • [14] Hingtgen B, McGuire JR, Wang M, Harris GR. An upper extremity kinematic model for evaluation of hemiparetic stroke. Journal of Biomechanics 2006; 39(4):681-688.
  • [15] Natarajan P. Expert system-based post-stroke robotic rehabilitation for hemiparetic arm. PhD, University of Kansas, Kansas, USA, 2007.
  • [16] Tojo N, Toyomasu I, Shimono T, Ishii S. Robotic diagnosis of directional force control performance at an end effector of a limb toward physiotherapeutic support. In: IEEE Industrial Electronics Society; Yokohama, Japan; 2015. pp.3046-3051.
  • [17] Zariffa J, Kapadia N, Kramer JLK, Taylor P, Meghrazi MA et al. Relationship between clinical assessments of function and measurements from an upper-limb robotic rehabilitation device in cervical spinal cord injury. IEEE Transactions on Neural Systems and Rehabilitation Engineering 2012; 20(3): 341-350.
  • [18] Lee MH, Siewiorek DP, Smailagic A, Bernardino A, Badia SB. Interactive hybrid approach to combine machine and human intelligence for personalized rehabilitation assessment. In: Proceedings of the ACM Conference on Health, Inference, and Learning; Online; 2020. pp. 160-169.
  • [19] Zhao W, Lun R, Espy D, Reinthal A. Realtime motion assessment for rehabilitation exercises: Integration of kinematic modeling with fuzzy inference. Journal of Artificial Intelligence and Soft Computing Research 2014; 4(4): 267-285.
  • [20] Bosecker C, Dipietro L, Volpe B, Krebs HI. Kinematic robot-based evaluation scales and clinical counterparts to measure upper limb motor performance in patients with chronic stroke. Neurorehabil Neural Repair 2010; 24: 62-69.
  • [21] Chang JJ, Yang YS, Wu WL, Guo LY, Su FC. The constructs of kinematic measures for reaching performance in stroke patients. Journal of Medical and Biological Engineering 2008; 28(2): 65-70.
  • [22] Nordin N, Xie SQ, Wünsche B. Assessment of movement quality in robot- assisted upper limb rehabilitation after stroke: a review. Journal of NeuroEngineering and Rehabilitation 2014; 11: 1-23.
  • [23] Kisner C, Colby LA. Therapeutic Exercise: Foundations and Techniques. Philadelphia: F.A. Davis Company Press, 2007
  • [24] Aktan ME, Akdogan E. Design and control of a diagnosis and treatment aimed robotic platform for wrist and forearm rehabilitation: DIAGNOBOT. Advances in Mechanical Engineering 2018; 10(1): 1-13.
  • [25] Aktan ME. Teşhis ve tedavi amaçlı zeki robotik rehabilitasyon sistemi. PhD, Yıldız Technical University, Istanbul, Turkey, 2018 (in Turkish).
  • [26] Fukuda T, Arakawa T. Computational intelligence in robotics and automation. In: IEEE International Conference on Intelligent Engineering Systems; Budapest, Hungary; 1997. pp. 17-23.
  • [27] Aktan ME, Akdogan E. Design and development of a mobile application for a robotic rehabilitation process: DiagnoConn. In: IEEE International Conference on Application of Information and Communication Technologies; Moskow, Russia; 2017. pp. 410-414
APA Aktan M, AKDOGAN E (2021). Development of an intelligent controller for robot-aided assessment andtreatment guidance in physical medicine andassessment andtreatment guidance in physical medicine and rehabilitationrehabilitation. , 403 - 420. 10.3906/elk-2007-24
Chicago Aktan Mehmet Emin,AKDOGAN ERHAN Development of an intelligent controller for robot-aided assessment andtreatment guidance in physical medicine andassessment andtreatment guidance in physical medicine and rehabilitationrehabilitation. (2021): 403 - 420. 10.3906/elk-2007-24
MLA Aktan Mehmet Emin,AKDOGAN ERHAN Development of an intelligent controller for robot-aided assessment andtreatment guidance in physical medicine andassessment andtreatment guidance in physical medicine and rehabilitationrehabilitation. , 2021, ss.403 - 420. 10.3906/elk-2007-24
AMA Aktan M,AKDOGAN E Development of an intelligent controller for robot-aided assessment andtreatment guidance in physical medicine andassessment andtreatment guidance in physical medicine and rehabilitationrehabilitation. . 2021; 403 - 420. 10.3906/elk-2007-24
Vancouver Aktan M,AKDOGAN E Development of an intelligent controller for robot-aided assessment andtreatment guidance in physical medicine andassessment andtreatment guidance in physical medicine and rehabilitationrehabilitation. . 2021; 403 - 420. 10.3906/elk-2007-24
IEEE Aktan M,AKDOGAN E "Development of an intelligent controller for robot-aided assessment andtreatment guidance in physical medicine andassessment andtreatment guidance in physical medicine and rehabilitationrehabilitation." , ss.403 - 420, 2021. 10.3906/elk-2007-24
ISNAD Aktan, Mehmet Emin - AKDOGAN, ERHAN. "Development of an intelligent controller for robot-aided assessment andtreatment guidance in physical medicine andassessment andtreatment guidance in physical medicine and rehabilitationrehabilitation". (2021), 403-420. https://doi.org/10.3906/elk-2007-24
APA Aktan M, AKDOGAN E (2021). Development of an intelligent controller for robot-aided assessment andtreatment guidance in physical medicine andassessment andtreatment guidance in physical medicine and rehabilitationrehabilitation. Turkish Journal of Electrical Engineering and Computer Sciences, 29(1), 403 - 420. 10.3906/elk-2007-24
Chicago Aktan Mehmet Emin,AKDOGAN ERHAN Development of an intelligent controller for robot-aided assessment andtreatment guidance in physical medicine andassessment andtreatment guidance in physical medicine and rehabilitationrehabilitation. Turkish Journal of Electrical Engineering and Computer Sciences 29, no.1 (2021): 403 - 420. 10.3906/elk-2007-24
MLA Aktan Mehmet Emin,AKDOGAN ERHAN Development of an intelligent controller for robot-aided assessment andtreatment guidance in physical medicine andassessment andtreatment guidance in physical medicine and rehabilitationrehabilitation. Turkish Journal of Electrical Engineering and Computer Sciences, vol.29, no.1, 2021, ss.403 - 420. 10.3906/elk-2007-24
AMA Aktan M,AKDOGAN E Development of an intelligent controller for robot-aided assessment andtreatment guidance in physical medicine andassessment andtreatment guidance in physical medicine and rehabilitationrehabilitation. Turkish Journal of Electrical Engineering and Computer Sciences. 2021; 29(1): 403 - 420. 10.3906/elk-2007-24
Vancouver Aktan M,AKDOGAN E Development of an intelligent controller for robot-aided assessment andtreatment guidance in physical medicine andassessment andtreatment guidance in physical medicine and rehabilitationrehabilitation. Turkish Journal of Electrical Engineering and Computer Sciences. 2021; 29(1): 403 - 420. 10.3906/elk-2007-24
IEEE Aktan M,AKDOGAN E "Development of an intelligent controller for robot-aided assessment andtreatment guidance in physical medicine andassessment andtreatment guidance in physical medicine and rehabilitationrehabilitation." Turkish Journal of Electrical Engineering and Computer Sciences, 29, ss.403 - 420, 2021. 10.3906/elk-2007-24
ISNAD Aktan, Mehmet Emin - AKDOGAN, ERHAN. "Development of an intelligent controller for robot-aided assessment andtreatment guidance in physical medicine andassessment andtreatment guidance in physical medicine and rehabilitationrehabilitation". Turkish Journal of Electrical Engineering and Computer Sciences 29/1 (2021), 403-420. https://doi.org/10.3906/elk-2007-24