Robust propagation velocity estimation of gastric electrical activity by least mean p-norm blind channel identification

被引:9
作者
Liu, Wenhong
Qiu, Tianshuang
McCallum, Richard W.
Lin, Zhiyue
机构
[1] Univ Kansas, Med Ctr, Dept Med, Ctr Gastrointestinal Nerve & Muscle Funct, Kansas City, KS 66160 USA
[2] Dalian Univ Technol, Sch Elect & Informat Engn, Dalian 116024, Peoples R China
[3] Hainan Normal Univ, Dept Phys, Haikou 571158, Peoples R China
关键词
gastric electrical activity (GEA); propagation velocity; robust time delay estimate; least mean p-norm (LMP); gastroparesis;
D O I
10.1007/s11517-007-0172-3
中图分类号
TP39 [计算机的应用];
学科分类号
081203 [计算机应用技术]; 0835 [软件工程];
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.
引用
收藏
页码:437 / 445
页数:9
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