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从胃电图中提取胃慢波:结合独立成分分析和自适应信号增强

Extraction of gastric slow waves from electrogastrograms: combining independent component analysis and adaptive signal enhancement.

作者信息

Liang H

机构信息

School of Health Information Sciences, University of Texas at Houston, Houston, USA.

出版信息

Med Biol Eng Comput. 2005 Mar;43(2):245-51. doi: 10.1007/BF02345962.

Abstract

The electrogastrogram (EGG), a cutaneous measurement of gastric electrical activity, is a mixture of gastric slow waves and noise. To detect the propagation of gastric slow waves, it is desired to obtain gastric slow waves in each of multichannel EGGs. Recently, independent component analysis (ICA) has shown its efficiency in separating the gastric slow wave from noisy multichannel EGGs. However, this method is not able to recover gastric slow waves in each of the multichannel EGGs. In this paper, a two-stage combined method was proposed for extracting gastric slow waves. First, ICA was performed to separate the gastric slow wave component from noisy multichannel EGGs. Second, adaptive signal enhancement with a reference input derived by the ICA in the first stage was employed to extract gastric slow waves in each channel. Quantitative analysis showed that, with the proposed method, the maximum root-mean-square error between the estimated time lag and its theoretical value in the simulations was only 0.65. The results from real EGG data demonstrated that the combined method was able to extract gastric slow waves from individual channels of EGGs which are important to identify the slow wave propagation. Therefore, the proposed method can be used to detect propagation of gastric slow waves from multichannel EGGs.

摘要

胃电图(EGG)是一种对胃电活动的皮肤测量方法,它是胃慢波和噪声的混合信号。为了检测胃慢波的传播,希望从多通道EGG中获取每个通道的胃慢波。最近,独立成分分析(ICA)已显示出其在从有噪声的多通道EGG中分离胃慢波方面的有效性。然而,该方法无法恢复多通道EGG中每个通道的胃慢波。本文提出了一种两阶段组合方法来提取胃慢波。首先,进行ICA以从有噪声的多通道EGG中分离出胃慢波成分。其次,采用在第一阶段由ICA导出的参考输入进行自适应信号增强,以提取每个通道中的胃慢波。定量分析表明,使用所提出的方法,模拟中估计的时间滞后与其理论值之间的最大均方根误差仅为0.65。实际EGG数据的结果表明,该组合方法能够从EGG的各个通道中提取胃慢波,这对于识别慢波传播很重要。因此,所提出的方法可用于检测多通道EGG中胃慢波的传播。

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