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基于奥索动力膝关节的数据驱动可变阻抗控制器的实现与验证

Implementation and Validation of a Data-Driven Variable Impedance Controller on the Össur Power Knee.

作者信息

Best T Kevin, Seelhoff C Andrew, Gregg Robert D

出版信息

IEEE Int Conf Rehabil Robot. 2025 May;2025:7-14. doi: 10.1109/ICORR66766.2025.11063151.

Abstract

While prototype prostheses and control algorithms have demonstrated compelling clinical benefits in research laboratories, studies with commercially-available robotic prostheses have often failed to demonstrate similar benefits for users, limiting their adoption into mainstream clinical practice. This work is a step towards addressing this shortcoming by presenting the implementation of a phase-based variable impedance controller on the commercially-available Össur Power Knee ${ }^{\text {TM }}$ for walking and sit/stand tasks. We show that, through preliminary experiments with $\mathrm{N}=4$ high-mobility above-knee prosthesis users, the Power Knee under our controller can produce clear clinical benefits compared to the users' prescribed prostheses. In sitting and standing, users demonstrated generally increased leg-loading symmetry and speed with the Power Knee, indicating easier motions with less over-use of the sound limb. In walking, users demonstrated improved gait with the Power Knee, including increases in toe clearance and early-stance knee flexion. These positive results are similar to our previous work on prototype hardware, demonstrating our controller's hardware generalization and its potential for generating clinical benefits with commercial prostheses. These results are a step towards a promising future in which commercially-available robotic prostheses provide users with concrete clinical benefits.

摘要

虽然原型假肢和控制算法在研究实验室中已展现出显著的临床益处,但使用商用机器人假肢的研究往往未能为用户带来类似的益处,这限制了它们被纳入主流临床实践。这项工作朝着解决这一缺陷迈出了一步,介绍了一种基于相位的可变阻抗控制器在商用奥索动力膝关节(Össur Power Knee™)上用于行走和坐/站任务的实现。我们表明,通过对(N = 4)名高活动度膝上假肢用户进行的初步实验,与用户的定制假肢相比,我们控制器控制下的动力膝关节能产生明显的临床益处。在坐立和站立时,使用动力膝关节的用户通常表现出腿部负重对称性和速度的提高,这表明动作更轻松,健侧肢体过度使用的情况减少。在行走时,使用动力膝关节的用户步态得到改善,包括趾离地间隙增加和早期支撑期膝关节屈曲增加。这些积极结果与我们之前在原型硬件上的工作相似,证明了我们控制器的硬件通用性及其在商用假肢上产生临床益处的潜力。这些结果朝着一个充满希望的未来迈出了一步,在这个未来中,商用机器人假肢将为用户带来切实的临床益处。

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