Quantitative and Qualitative Evaluation of Exoskeleton Transparency Controllers for Upper-Limb Neurorehabilitation.

Stefano Dalla Gasperina, Alexandre L Ratschat, Laura Marchal-Crespo
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Abstract

High transparency is a fundamental requirement for upper-limb exoskeletons to promote active patient participation. Although various control strategies have been suggested to improve the transparency of these robots, there are still some limitations, such as the need for precise dynamic models and potential safety issues when external forces are applied to the robot. This study presents a novel hybrid controller designed to tackle these limitations by combining a traditional zero-torque controller with an interaction torque observer that compensates for residual undesired disturbances. The transparency of the proposed controller was evaluated using both quantitative-e.g., residual joint torques and movement smoothness-and qualitative measures-e.g., comfort, agency, and perceived resistance-in a pilot study with six healthy participants. The performance of the new controller was compared to that of two conventional controllers: a zero-torque closed-loop controller and a velocity-based disturbance observer. Our preliminary results show that the proposed hybrid controller may be a good alternative to state-of-the-art controllers as it allows participants to perform precise and smooth movements with low interaction joint torques. Importantly, participants rated the new controller higher in comfort and agency, and lower in perceived resistance. This study highlights the importance of incorporating both quantitative and qualitative assessments in evaluating control strategies developed to enhance the transparency of rehabilitation robots.

上肢神经康复外骨骼透明控制器的定量和定性评价。
高透明度是上肢外骨骼促进患者积极参与的基本要求。尽管已经提出了各种控制策略来提高这些机器人的透明度,但仍然存在一些局限性,例如需要精确的动力学模型,以及当外力施加到机器人上时可能存在的安全问题。本研究提出了一种新的混合控制器,旨在通过将传统的零转矩控制器与补偿残余不期望扰动的相互作用转矩观测器相结合来解决这些限制。在一项有六名健康参与者参与的试点研究中,使用定量(如残余关节力矩和运动平稳性)和定性测量(如舒适度、能动性和感知阻力)来评估所提出控制器的透明度。将新控制器的性能与两种传统控制器的性能进行了比较:零转矩闭环控制器和基于速度的扰动观测器。我们的初步结果表明,所提出的混合控制器可能是最先进控制器的一个很好的替代方案,因为它允许参与者在低相互作用关节力矩的情况下进行精确平滑的运动。重要的是,参与者在舒适度和能动性方面对新控制器的评价更高,而在感知阻力方面则更低。这项研究强调了在评估为提高康复机器人的透明度而制定的控制策略时,结合定量和定性评估的重要性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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