IEEE Trans Biomed Eng. 2019 Dec;66(12):3371-3380. doi: 10.1109/TBME.2019.2904398. Epub 2019 Mar 11.
The use of linear or bi-dimensional electrode arrays for surface EMG detection (HD-sEMG) is gaining attention as it increases the amount and reliability of information extracted from the surface EMG. However, the complexity of the setup and the encumbrance of HD-sEMG hardware currently limits its use in dynamic conditions. The aim of this paper was to develop a miniaturized, wireless, and modular HD-sEMG acquisition system for applications requiring high portability and robustness to movement artifacts.
A system with modular architecture was designed. Its core is a miniaturized 32-channel amplifier (Sensor Unit - SU) sampling at 2048 sps/ch with 16 bit resolution and wirelessly transmitting data to a PC or a mobile device. Each SU is a node of a Body Sensor Network for the synchronous signal acquisition from different muscles.
A prototype with two SUs was developed and tested. Each SU is small (3.4 cm × 3 cm × 1.5 cm), light (16.7 g), and can be connected directly to the electrodes; thus, avoiding the need for customary, wired setup. It allows to detect HD-sEMG signals with an average noise of 1.8 μV and high performance in terms of rejection of power-line interference and motion artefacts. Tests performed on two SUs showed no data loss in a 22 m range and a ±500 μs maximum synchronization delay.
Data collected in a wide spectrum of experimental conditions confirmed the functionality of the designed architecture and the quality of the acquired signals.
By simplifying the experimental setup, reducing the hardware encumbrance, and improving signal quality during dynamic contractions, the developed system opens new perspectives in the use of HD-sEMG in applied and clinical settings.
线性或二维电极阵列在表面肌电检测(HD-sEMG)中的应用越来越受到关注,因为它可以增加从表面肌电提取的信息量和可靠性。然而,目前 HD-sEMG 硬件的设置复杂性和繁琐性限制了其在动态条件下的应用。本文旨在开发一种小型化、无线和模块化的 HD-sEMG 采集系统,用于需要高便携性和对运动伪影鲁棒性的应用。
设计了一种具有模块化架构的系统。其核心是一个小型化的 32 通道放大器(传感器单元-SU),以 2048 sps/ch 的采样率和 16 位分辨率进行采样,并通过无线方式将数据传输到 PC 或移动设备。每个 SU 都是从不同肌肉同步采集信号的体传感器网络的一个节点。
开发并测试了一个具有两个 SU 的原型。每个 SU 体积小(3.4 cm×3 cm×1.5 cm)、重量轻(16.7 g),可直接连接到电极,从而避免了通常需要的有线设置。它允许检测 HD-sEMG 信号,平均噪声为 1.8 μV,在抑制电力线干扰和运动伪影方面具有高性能。对两个 SU 进行的测试表明,在 22 m 的范围内没有数据丢失,最大同步延迟为±500 μs。
在广泛的实验条件下收集的数据证实了所设计架构的功能和所采集信号的质量。
通过简化实验设置、减少硬件负担以及提高动态收缩期间的信号质量,所开发的系统为在应用和临床环境中使用 HD-sEMG 开辟了新的前景。