Feng Jirou, Chang Handdeut, Jeong Hwayeong, Kim Jung
Annu Int Conf IEEE Eng Med Biol Soc. 2020 Jul;2020:4130-4133. doi: 10.1109/EMBC44109.2020.9175484.
In recent years, high-density surface electromyography (HD-sEMG) has shown promising advantages in many robotics applications. Using HD-sEMG can not only reduce the sensitivity of the sensor position on the muscle belly but can also facilitate the acquisition of more muscle activity information due to spatial sampling. As current commercial HD-EMG systems use stationary amplifiers, leading to bulky measurements and poor portability, the interest in developing an HD-EMG sensor has increased. However, the insufficient electrode density and complicated fabrication process are challenges to overcome. In this paper, we propose a flexible HD-EMG sensor with an on-board amplifier capable of a density level of 0.53 channel/cm, higher than those in previous works. First, we investigated the effects of different sensor parameters (i.e., the electrode material, the inter-electrode distance (IED) and the size of the electrode) on the measured signal quality. Second, a low-cost, easily fabricated, easily customized HD-EMG fabrication method was proposed based on the selected sensor parameters with a signal-to-noise ratio (SNR) comparable to those of commercial sensors. Finally, we applied a muscle activation estimation algorithm to validate the feasibility of the designed HD-EMG sensor, showing higher estimation accuracy levels. The results here demonstrate that the designed HD-EMG sensor can be used as an effective human-machine interface for robotics applications.
近年来,高密度表面肌电图(HD-sEMG)在许多机器人应用中显示出了良好的优势。使用HD-sEMG不仅可以降低传感器在肌腹上位置的敏感性,还由于空间采样而便于获取更多肌肉活动信息。由于目前的商用HD-EMG系统使用固定放大器,导致测量设备体积庞大且便携性差,因此开发HD-EMG传感器的兴趣日益增加。然而,电极密度不足和制造过程复杂是需要克服的挑战。在本文中,我们提出了一种带有板载放大器的柔性HD-EMG传感器,其密度水平可达0.53通道/厘米,高于以往的研究。首先,我们研究了不同传感器参数(即电极材料、电极间距(IED)和电极尺寸)对测量信号质量的影响。其次,基于所选传感器参数,提出了一种低成本、易于制造、易于定制的HD-EMG制造方法,其信噪比(SNR)与商用传感器相当。最后,我们应用肌肉激活估计算法来验证所设计的HD-EMG传感器的可行性,结果显示出更高的估计精度水平。这里的结果表明,所设计的HD-EMG传感器可以用作机器人应用中的有效人机接口。