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首页> 外文期刊>Journal of electromyography and kinesiology: Official journal of the International Society of Electrophysiological Kinesiology >Improving surface EMG burst detection in infrahyoid muscles during swallowing using digital filters and discrete wavelet analysis
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Improving surface EMG burst detection in infrahyoid muscles during swallowing using digital filters and discrete wavelet analysis

机译:使用数字滤波器和离散小波分析,在吞咽吞咽期间改善血管肌肉中的表面EMG突发检测

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摘要

The visual inspection is a widely used method for evaluating the surface electromyographic signal (sEMG) during deglutition, a process highly dependent of the examiners expertise. It is desirable to have a less subjective and automated technique to improve the onset detection in swallowing related muscles, which have a low signal-to-noise ratio. In this work, we acquired sEMG measured in infrahyoid muscles with high baseline noise of ten healthy adults during water swallowing tasks. Two methods were applied to find the combination of cutoff frequencies that achieve the most accurate onset detection: discrete wavelet decomposition based method and fixed steps variations of low and high cutoff frequencies of a digital bandpass filter. Teager-Kaiser Energy operator, root mean square and simple threshold method were applied for both techniques. Results show a narrowing of the effective bandwidth vs. the literature recommended parameters for sEMG acquisition. Both level 3 decomposition with mother wavelet db4 and bandpass filter with cutoff frequencies between 130 and 180 Hz were optimal for onset detection in infrahyoid muscles. The proposed methodologies recognized the onset time with predictive power above 0.95, that is similar to previous findings but in larger and more superficial muscles in limbs. (C) 2017 Elsevier Ltd. All rights reserved.
机译:目视检查是一种广泛使用的方法,用于评估在灌注期间的表面电偏振信号(SEMG),这是审查员专业知识的高度依赖的过程。希望具有较差的主观和自动化技术,以改善吞咽相关肌肉的起始检测,其具有低信噪比。在这项工作中,我们在水吞咽任务期间获得了在Infahyoid肌肉中的SEMG测量,在水吞咽任务期间具有高的1个健康成人的基线噪音。应用了两种方法以找到实现最精确的开始检测的截止频率的组合:基于离散小波分解的方法和数字带通滤波器的低截止频率的固定步骤变化。两种技术施加了Teager-Kaiser能量操作员,均方根和简单的阈值方法。结果表明,有效带宽与文献推荐参数进行了缩小,适用于SEMG采集。与母小波DB4和带通滤波器的级别3分解在130和180Hz之间的截止频率之间是最佳的,在Infahyoid肌肉中发作。所提出的方法识别出现在0.95以上的预测功率的发作时间,类似于先前的发现,但在肢体中较大,更浅的肌肉。 (c)2017 Elsevier Ltd.保留所有权利。

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