Adaptive Impedance Control Applied to Robot-Aided Neuro-Rehabilitation of the Ankle

被引:54
作者
Perez-Ibarra, Juan C. [1 ,2 ]
Siqueira, Adriano A. G. [1 ,3 ,4 ]
Silva-Couto, Marcela A. [1 ,3 ,4 ]
de Russo, Thiago L. [5 ]
Krebs, Hermano I. [2 ,6 ,7 ,8 ,9 ,10 ]
机构
[1] Univ Sao Paulo Sao Carlos, Dept Mech Engn, BR-13566590 Sao Carlos, SP, Brazil
[2] MIT, Dept Mech Engn, 77 Massachusetts Ave, Cambridge, MA 02139 USA
[3] Univ Sao Paulo, Ctr Adv Studies Rehabil, BR-03178200 Sao Paulo, Brazil
[4] Univ Sao Paulo, Ctr Robot Sao Carlos, BR-03178200 Sao Paulo, Brazil
[5] Univ Fed Sao Carlos, Dept Phys Therapy, BR-13565905 Sao Carlos, SP, Brazil
[6] Univ Maryland, Sch Med, Dept Neurol, Baltimore, MD 21201 USA
[7] Fujita Hlth Univ, Sch Med, Dept Rehabil Med 1, Toyoake, Aichi 4701192, Japan
[8] Univ Newcastle, Inst Neurosci, Newcastle Upon Tyne NE1 7RU, Tyne & Wear, England
[9] Osaka Univ, Dept Mech Engn, Osaka 5650871, Japan
[10] Loughborough Univ, Wolfson Sch Mech Elect & Mfg Dept, Loughborough LE11 3TU, Leics, England
基金
巴西圣保罗研究基金会;
关键词
Rehabilitation robotics; impedance control; adaptive controller; assist-as-needed; neuro-rehabilitation; MECHANICAL IMPEDANCE; STANCE PHASE; NEUROREHABILITATION; PERFORMANCE; ASSISTANCE; STROKE; MODEL;
D O I
10.1109/LRA.2018.2885165
中图分类号
TP24 [机器人技术];
学科分类号
080202 ; 1405 ;
摘要
Robot-aided neuro-rehabilitation is a potential solution to help resolve the increasing demand for post-stroke therapy. In this letter, we propose an assistive-resistive approach to promote active patient participation during robotic therapy. In order to automatically determine the most appropriate level of task difficulty, we recommend a novel approach for real-time adaptation of the robotic assistance according to the instantaneous patient's participation and performance. First, we estimated the dynamic con tribution of the patient from robot's torque and kinematic data. Second, we adapted the stiffness parameter of the robot's impedance control according to the purported patient's participation. And third, we adapted the robotic assistance according to his/her performance while playing a serious game. We present the results of a feasibility study in whichwe evaluated ourmethodology with four personswith impairments due to stroke in a single session using the ankle robot. Our proposed metric for performance and participation has potential implications for real-time assessment during robot-assisted therapy. The proposed adaptive strategy, when compared to a fixed-stiffness approach, allows more kinematic variability in patient-led movements without compromising the overall performance during therapy.
引用
收藏
页码:185 / 192
页数:8
相关论文
共 37 条
  • [1] [Anonymous], 2011, ATLAS HEART DIS STRO
  • [2] Kinematic Robot-Based Evaluation Scales and Clinical Counterparts to Measure Upper Limb Motor Performance in Patients With Chronic Stroke
    Bosecker, Caitlyn
    Dipietro, Laura
    Volpe, Bruce
    Krebs, Hermano Igo
    [J]. NEUROREHABILITATION AND NEURAL REPAIR, 2010, 24 (01) : 62 - 69
  • [3] Hybrid therapy of walking with Kinesis overground robot for persons with incomplete spinal cord injury: A feasibility study
    del-Ama, Antonio J.
    Gil-Agudo, Angel
    Bravo-Esteban, Elisabeth
    Perez-Nombela, Soraya
    Pons, Jose L.
    Moreno, Juan C.
    [J]. ROBOTICS AND AUTONOMOUS SYSTEMS, 2015, 73 : 44 - 58
  • [4] Feasibility of manual teach-and-replay and continuous impedance shaping for robotic locomotor training following spinal cord injury
    Emken, Jeremy L.
    Harkema, Susan J.
    Beres-Jones, Janell A.
    Ferreira, Christie-K.
    Reinkensmeyer, David J.
    [J]. IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 2008, 55 (01) : 322 - 334
  • [5] Human-robot cooperative movement training: Learning a novel sensory motor transformation during walking with robotic assistance-as-needed
    Emken, Jeremy L.
    Benitez, Raul
    Reinkensmeyer, David J.
    [J]. JOURNAL OF NEUROENGINEERING AND REHABILITATION, 2007, 4 (1)
  • [6] Challenge point: A framework for conceptualizing the effects of various practice conditions in motor learning
    Guadagnoli, MA
    Lee, TD
    [J]. JOURNAL OF MOTOR BEHAVIOR, 2004, 36 (02) : 212 - 224
  • [7] IMPEDANCE CONTROL - AN APPROACH TO MANIPULATION .1. THEORY
    HOGAN, N
    [J]. JOURNAL OF DYNAMIC SYSTEMS MEASUREMENT AND CONTROL-TRANSACTIONS OF THE ASME, 1985, 107 (01): : 1 - 7
  • [8] Dynamic primitives in the control of locomotion
    Hogan, Neville
    Sternad, Dagmar
    [J]. FRONTIERS IN COMPUTATIONAL NEUROSCIENCE, 2013, 7
  • [9] Adaptive Impedance Control of a Robotic Orthosis for Gait Rehabilitation
    Hussain, Shahid
    Xie, Sheng Q.
    Jamwal, Prashant K.
    [J]. IEEE TRANSACTIONS ON CYBERNETICS, 2013, 43 (03) : 1025 - 1034
  • [10] Automatic gait-pattern adaptation algorithms for rehabilitation with a 4-DOF robotic orthosis
    Jezernik, S
    Colombo, G
    Morari, M
    [J]. IEEE TRANSACTIONS ON ROBOTICS AND AUTOMATION, 2004, 20 (03): : 574 - 582