论文标题

廉价和便携式系统,用于灵巧的高密度肌电控制多剖面假体

Inexpensive and Portable System for Dexterous High-Density Myoelectric Control of Multiarticulate Prostheses

论文作者

George, Jacob A., Radhakrishnan, Sridharan, Brinton, Mark R., Clark, Gregory A.

论文摘要

多剖面仿生臂现在能够模仿人手的内源性运动。 3D打印已经降低了假肢本身的成本,但目前尚无灵巧肌电图(EMG)控制系统的低成本替代方案。为了满足这一需求,我们通过将低成本的微控制器与EMG采集设备集成在一起,开发了便宜的(〜675美元)和便携式EMG控制系统。我们通过将系统的信噪比(SNR)与高端研究级系统的信噪比(SNR)进行比较来验证了信号的采集。我们还展示了使用低成本控制系统实时对各种假肢手的比例和独立控制的能力。我们发现,低成本控制系统的SNR在统计学上不得差于研究级控制系统的SNR的44%。预测的手移动(来自修改后的卡尔曼滤波器)的RMS通常比仅使用相对较少(六个)EMG电极的研究级系统的RMS比研究级系统的RMS(最多六个自由度)好几%。但是,RMSS通常高于研究级系统的RMS,这些系统利用更多(32)EMG电极,从而指导未来的工作来增加电极计数。这种低成本控制系统的成功实例化构成了朝着商业化和灵活的仿生手的广泛利用迈出的重要一步。

Multiarticulate bionic arms are now capable of mimicking the endogenous movements of the human hand. 3D-printing has reduced the cost of prosthetic hands themselves, but there is currently no low-cost alternative to dexterous electromyographic (EMG) control systems. To address this need, we developed an inexpensive (~$675) and portable EMG control system by integrating low-cost microcontrollers with an EMG acquisition device. We validated signal acquisition by comparing the signal-to-noise ratio (SNR) of our system with that of a high-end research-grade system. We also demonstrate the ability to use the low-cost control system for proportional and independent control of various prosthetic hands in real-time. We found that the SNR of the low-cost control system was statistically no worse than 44% of the SNR of a research-grade control system. The RMSEs of predicted hand movements (from a modified Kalman filter) were typically a few percent better than, and not more than 6% worse than, RMSEs of a research-grade system for up to six degrees of freedom when only relatively few (six) EMG electrodes were used. However, RMSEs were generally higher than RMSEs of research-grade systems that utilize considerably more (32) EMG electrodes, guiding future work towards increasing electrode count. Successful instantiation of this low-cost control system constitutes an important step towards the commercialization and wide-spread availability of dexterous bionic hands.

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