首页> 外文期刊>Medical and Biological Engineering and Computing: Journal of the International Federation for Medical and Biological Engineering >Robust propagation velocity estimation of gastric electrical activity by least mean p-norm blind channel identification.
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Robust propagation velocity estimation of gastric electrical activity by least mean p-norm blind channel identification.

机译:通过最小均值p范数盲通道识别对胃电活动进行稳健的传播速度估计。

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摘要

The propagation of the gastric slow wave is one of the most important spatial characteristics of gastric electrical activity (GEA). The time delay estimation (TDE) is an effective approach to quantitatively assessing the propagation velocity of GEA. Traditional TDE analyses are developed under the condition reported that the background noise in GEA analysis is Gaussian distributed. Due to the effects of spikes and/or motion artifacts, the GEA obtained from gastric serosal electrodes often contains sharp transitions. This paper proposes robust time delay estimation based on least mean p-norm blind channel identification (BCILMP) under alpha-stable noise condition. Compared with the least mean square time delay estimation (LMSTDE), the BCILMP provides better performance in the impulsive noise environments. The robustness of the proposed method is demonstrated through computer simulations in both Gaussian and alpha-stable noise environments. The results of the propagation velocity of real data obtained from gastric serosal electrodes in gastroparetic patients show that the propagation velocity in gastroparetic patients is slower than in the normal subjects reported in the literature, and the slow-wave propagation is directed proximally to distally from the corpus toward the pylorus but not all the variability of the propagation velocity increases monotonously.
机译:胃慢波的传播是胃电活动(GEA)的最重要的空间特征之一。时延估计(TDE)是定量评估GEA传播速度的有效方法。在报告GEA分析中的背景噪声是高斯分布的条件下,开发了传统的TDE分析。由于尖峰和/或运动伪影的影响,从胃浆膜电极获得的GEA通常包含尖锐的跃迁。本文提出了在α稳定噪声条件下基于最小均值p范数盲信道识别(BCILMP)的鲁棒时延估计。与最小均方时间延迟估计(LMSTDE)相比,BCILMP在脉冲噪声环境中提供了更好的性能。通过在高斯和阿尔法稳定噪声环境中的计算机仿真,证明了该方法的鲁棒性。胃轻瘫患者从胃浆膜电极获得的真实数据的传播速度结果表明,胃轻瘫患者的传播速度比文献中报道的正常受试者慢,并且慢波传播是从胃向近端指向远端。朝向幽门的语料库,但并非所有传播速度的变异都单调增加。

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