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Combining Vibrotactile Feedback with Volitional Myoelectric Control for Robotic Transtibial Prostheses

机译:结合动触觉反馈与自主肌电控制的机器人胫骨假体

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摘要

In recent years, the development of myoelectric control for robotic lower-limb prostheses makes it possible for amputee users to volitionally control prosthetic joints. However, the human-centered control loop is not closed due to the lack of sufficient feedback of prosthetic joint movement, and it may result in poor control performance. In this research, we propose a vibrotactile stimulation system to provide the feedback of ankle joint position, and validate the necessity of combining it with volitional myoelectric control to achieve improved control performance. The stimulation system is wearable and consists of six vibrators. Three of the vibrators are placed on the anterior side of the thigh and the other three on the posterior side of the thigh. To explore the potential of applying the proposed vibrotactile feedback system for prosthetic ankle control, eight able-bodied subjects and two transtibial amputee subjects (TT1 and TT2) were recruited in this research, and several experiments were designed to investigate subjects’ sensitivities to discrete and continuous vibration stimulations applied on the thigh. Then, we proposed a stimulation controller to produce different stimulation patterns according to current ankle angle. Amputee subjects were asked to control a virtual ankle displayed on the computer screen to reach different target ankle angles with a myoelectric controller, and control performances under different feedback conditions were compared. Experimental results indicated that subjects were more sensitive to stimulation position changes (identification accuracies were 96.39 ± 0.86, 91.11, and 93.89% for able-bodied subjects, TT1, and TT2, respectively) than stimulation amplitude changes (identification accuracies were 89.89 ± 2.40, 87.04, and 85.19% for able-bodied subjects, TT1, and TT2, respectively). Response times of able-bodied subjects, TT1, and TT2 to stimulation pattern changes were 0.47 ± 0.02 s, 0.53 s, and 0.48 s, respectively. Furthermore, for both TT1 and TT2, the absolute error of virtual ankle control reduced by about 50% with the addition of vibrotactile feedback. These results suggest that it is promising to apply the vibrotactile feedback system for the control of robotic transtibial prostheses.
机译:近年来,机器人下肢假体的肌电控制的发展使得截肢者可以自愿控制假肢关节。但是,由于缺乏足够的假关节运动反馈,以人为中心的控制回路无法闭合,并且可能导致较差的控制性能。在这项研究中,我们提出了一种振动触觉刺激系统,以提供踝关节位置的反馈,并验证了将其与自主肌电控制相结合以改善控制性能的必要性。刺激系统是可穿戴的,由六个振动器组成。其中三个振动器放置在大腿的前侧,其他三个振动器放置在大腿的后侧。为了探索将拟议的触觉反馈系统应用于踝关节假体修复的潜力,本研究招募了8名身体健全的受试者和2名胫骨截肢的受试者(TT1和TT2),并设计了一些实验来研究受试者对离散和间接的敏感性。大腿持续施加振动刺激。然后,我们提出了一种刺激控制器,根据当前的脚踝角度来产生不同的刺激模式。要求被截肢者使用肌电控制器控制计算机屏幕上显示的虚拟脚踝,以达到不同的目标脚踝角度,并比较了不同反馈条件下的控制性能。实验结果表明,受试者对刺激位置变化的敏感性更高(识别准确度分别为96.39±0.86、91.11和93.89%),对健康体位的受试者TT1和TT2的敏感性高于刺激幅度变化(准确度为89.89±2.40,身体健康的受试者TT1和TT2分别为87.04和85.19%)。身体健康的受试者TT1和TT2对刺激模式变化的响应时间分别为0.47±±0.02μs,0.53μs和0.48μs。此外,对于TT1和TT2,通过增加触觉反馈,虚拟脚踝控制的绝对误差降低了约50%。这些结果表明,有希望将触觉反馈系统用于控制机器人胫骨假体。

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