基于小腿角度的控制让软外骨骼实时适配不稳态步态。
A Shank Angle-Based Control System Enables Soft Exoskeleton to Assist Human Non-Steady Locomotion
- 用小腿角度在线生成双高斯助力量化模型,自适应个体差异。
- 在走、跑、上下楼梯中均实现生物踝力矩匹配,提升助动力学响应。
- 仅依赖IMU数据,适合复杂多变的真实场景,如运动或跌倒恢复。
外骨骼在稳定步态中已被证明可有效辅助人类。然而,其在非稳态步态(表现为步态周期内相位非线性变化)中的表现仍缺乏充分研究,尤其在多样化活动中。本文提出一种基于小腿角度的控制方法,使外骨骼能实时协调人体步态,即使在相位扰动下也能动态调整助力量程,以匹配步行、跑步和上下楼梯时的生物踝力矩特征。该系统包含在线助力量程生成与基于模型的前馈控制两部分:助力量程采用以小腿角度为自变量的双高斯模型,仅通过惯性测量单元(IMU)数据每步更新模型参数,以应对个体间及个体内的生物力学差异;轨迹跟踪控制利用人-外骨骼运动学与刚度模型作为前馈项,减少对历史控制数据的依赖,因非稳态步态缺乏清晰一致的周期性。通过轻量化软外骨骼对多名受试者开展三项实验,结果验证了各方法的有效性,证明控制系统的鲁棒性在多种活动和相位扰动下均表现良好,并展现出使用者在生物力学与生理学上的积极响应。
原文摘要 · Abstract (English)
Exoskeletons have been shown to effectively assist humans during steady locomotion. However, their effects on non-steady locomotion, characterized by nonlinear phase progression within a gait cycle, remain insufficiently explored, particularly across diverse activities. This work presents a shank angle-based control system that enables the exoskeleton to maintain real-time coordination with human gait, even under phase perturbations, while dynamically shaping assistance profiles to match the biological ankle moment patterns across walking, running, stair negotiation tasks. The control system consists of an assistance profile online generation method and a model-based feedforward control method. The assistance profile is formulated as a dual-Gaussian model with the shank angle as the independent variable. Leveraging only IMU measurements, the model parameters are updated online each stride to adapt to inter- and intra-individual biomechanical variability. The profile tracking control employs a human-exoskeleton kinematics and stiffness model as a feedforward component, reducing reliance on historical control data due to the lack of clear and consistent periodicity in non-steady locomotion. Three experiments were conducted using a lightweight soft exoskeleton with multiple subjects. The results validated the effectiveness of each individual method, demonstrated the robustness of the control system against gait perturbations across various activities, and revealed positive biomechanical and physiological responses of human users to the exoskeleton's mechanical assistance.
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