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基于HHT变换的SEMG信号中MUAP的数目估计

A MUAP Onset Detection Method of Surface EMG Signal Based on HHT Transform

作者: 戴亮    杨基海 
单位:江苏科技大学电子信息学院(江苏镇江212003)
关键词: HHT变换;EMD分解;SEMG信号;运动单位动作电位 
分类号:
出版年·卷·期(页码):2011·30·3(269-273)
摘要:

对表面肌电(SEMG)信号中单位动作电位(MUAP)的数目进行估计可为神经肌肉控制的理论研究和神经肌肉疾病的诊断开辟新途径,本文给出了一种基于Hilbert-Huang变换(HHT)的表面肌电信号中运动MUAP数目估计方法。通过对SEMG信号经验模态分解后的第一内禀模态函数分量进行瞬时频率分析,利用其瞬时频率极值点的计数即可估计出运动MUAP数目。仿真信号与真实信号的实验结果均表明,基于HHT的SEMG信号中MUAP的估计方法是有效的。
 

In this paper, a new motor unit action potential (MUAP) onset detection method was presented based on the Hilbert-Huang transform (HHT). First, the signal was decomposed into IMFs based on the EMD algorithm, and then, the first IMF was selected and its instantaneous frequency was calculated. After that, all the peaks of the instantaneous frequency function of the first IMF were counted, which amount was the estimation of the MUAP amount. Through the experiments of the emulated and real SEMG signals, we concluded that this method was an effective method compared to the existing methods.

参考文献:

[1]Huang N, Shen Z, Long SR. The empirical mode decomposition and the Hilbert spectrum for non linear and non-stationary time series analysis[J]. Proceedings of the Royal Society of London A, 1998,454:903-995.
[2]Yue HY, Guo HD, Han CM. A SAR interfere-gram filter based on the empirical mode decomposition method. Geo-science and Remot Sensing Symposium[C]. IGARSS’01, IEEE 2001 International, 2001,(5):2061-2063.
[3]Boudraa AO,Cexus JC,Saidi Z. EMD-based signal noise reduction[J]. International Journal of Signal processing,2004,1(1):33-37.
[4]王建国,王孝通,徐晓刚.经验模态分解及其应用研究[J]. 计算机工程与应用,2010,46(4):120-124.
[5]曲从善,路廷镇,谭营.一种改进型经验模态分解及其在信号消噪中的应用[J].自动化学报,2010,36(1):67-73.
[6]Zhou P, Rymer WZ. MUAP number estimates in surface EMG:template-matching methods and their performance boundaries[J]. Annuals of Biomedical Engineering,2004,32:1007-1015.
[7]Zhou P, Rymer WZ. Can standard surface EMG processing parameters be used to estimate motor unit global firing rate?[J] Journal of Neural Engineering,2004,1:99-110.
[8]李强,杨基海,陈香,等. 基于非线性能量算子的表面肌电信号MUAP发放检测[J].北京生物医学工程,2006,25(4):376-380.

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