Human gait tracking for rehabilitation exoskeleton: adaptive fractional order sliding mode control approach

Yuan Zhou, Zhe Sun, Bo Chen, Guangpu Huang, Xiang Wu, Tian Wang
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Abstract

To improve the rehabilitation training effect of hemiplegic patients, in this paper, a discrete adaptive fractional order fast terminal sliding mode control approach is proposed for the lower limb exoskeleton system to implement high-precision human gait tracking tasks. Firstly, a discrete dynamic model is established based on the Lagrange system discretization criterion for the lower limb exoskeleton robot. Then, in order to design a discrete adaptive fractional order fast terminal sliding mode controller, the Grünwald–Letnikov fractional order operator is introduced to combine with fast terminal attractor to construct a fractional order fast terminal sliding surface. An adaptive parameter adjustment strategy is proposed for the reaching law of sliding mode control, which drives the sliding mode to the stable region dynamically. Moreover, the stability of the control system is proved in the sense of Lyapunov, and the guidelines for selecting the control parameters are given. Finally, the simulations are tested on the MATLAB-Opensim co-simulation platform. Compared with the conventional discrete sliding mode control and discrete fast terminal sliding mode control, the results verify the superiority of the proposed method in improving lower limb rehabilitation training.
康复外骨骼人体步态跟踪:自适应分数阶滑模控制方法
为了提高偏瘫患者的康复训练效果,本文提出了一种离散自适应分数阶快速终端滑模控制方法,用于下肢外骨骼系统实现高精度的人体步态跟踪任务。首先,基于拉格朗日系统离散化准则,建立了下肢外骨骼机器人的离散动力学模型;然后,为了设计离散自适应分数阶快速终端滑模控制器,引入gr nwald - letnikov分数阶算子,结合快速终端吸引子构造分数阶快速终端滑模曲面。针对滑模控制的趋近律,提出了一种自适应参数调整策略,将滑模动态地推向稳定区域。此外,在李雅普诺夫意义下证明了控制系统的稳定性,并给出了控制参数的选择准则。最后,在MATLAB-Opensim联合仿真平台上进行了仿真测试。通过与传统离散滑模控制和离散快速终端滑模控制的比较,验证了该方法在改善下肢康复训练方面的优越性。
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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