IEEE Trans Neural Syst Rehabil Eng. 2020 Jun;28(6):1292-1298. doi: 10.1109/TNSRE.2020.2986295. Epub 2020 Apr 7.
Functional electric stimulation (FES) is a common intervention to correct foot drop for patients after stroke. Due to the disturbances from internal time-varying muscle characteristics under electrical stimulation and external environmental uncertainties, most of the existing FES system used pre-set stimulation parameters and cannot achieve good gait performances during FES-assisted walking. Therefore, an adaptive FES control system, which used the iterative learning control to adjust the stimulation intensity based on kinematic data and a linear model to modulate the stimulation timing based on walking speed during FES-assisted treadmill walking, was designed and tested on ten patients with foot drop after stroke. In order to examine its orthotic effects, the kinematic data of the patients using the proposed control strategy were collected and compared with the data of the same patients walking using other three FES control strategies, including (1) constant pre-set stimulation intensity and timing, (2) constant pre-set stimulation intensity with speed-adaptive stimulation timing and (3) walking without FES intervention. The error between the maximum ankle dorsiflexion angle during swing phase and the target angle using the proposed control strategy was the smallest among the four conditions. Moreover, there was no significant difference in the ankle plantar flexion angle at the toe-off event and the maximum knee flexion angle during swing phase between the proposed control strategy and walking without FES. In summary, the proposed control strategy can improve FES-assisted walking performances through adaptive modulation of stimulation timing and intensity when coping with variation, and may have good potential in clinic.
功能性电刺激(FES)是一种常见的干预措施,用于纠正中风后患者的足下垂。由于电刺激下内部时变肌肉特性和外部环境不确定性的干扰,大多数现有的 FES 系统使用预设的刺激参数,无法在 FES 辅助行走时实现良好的步态性能。因此,设计并测试了一种自适应 FES 控制系统,该系统使用迭代学习控制根据运动学数据调整刺激强度,并使用线性模型根据 FES 辅助跑步机行走时的行走速度调整刺激时间,用于 10 名中风后足下垂患者。为了检查其矫形效果,收集了使用所提出控制策略的患者的运动学数据,并将其与使用其他三种 FES 控制策略(1)恒定预设刺激强度和时间,(2)恒定预设刺激强度和速度自适应刺激时间,(3)无 FES 干预行走的相同患者的运动学数据进行比较。在四个条件中,使用所提出的控制策略的摆动相期间最大踝关节背屈角度与目标角度之间的误差最小。此外,在 FES 辅助行走时的起始事件和摆动相期间的最大膝关节屈曲角度的踝关节跖屈角度之间,所提出的控制策略与无 FES 行走之间没有显著差异。综上所述,该控制策略通过自适应调节刺激时间和强度,在应对变化时可以改善 FES 辅助行走性能,在临床上具有很好的应用潜力。