Long-term signal detection, segmentation and summarization using wavelets and fractal dimension: A bioacoustics application in gastrointestinal-motility monitoring

被引:54
作者
Dimoulas, C.
Kalliris, G.
Papanikolaou, G.
Kalampakas, A.
机构
[1] Aristotle Univ Thessaloniki, Dept Elect & Comp Engn, Thessaloniki 54124, Greece
[2] Aristotle Univ Thessaloniki, Sch Journalism & Mass Commun Media, Thessaloniki 54124, Greece
[3] Papageorgiou Gen Dist Hosp, Dept Gastroenterol, Thessaloniki 56403, Greece
关键词
wavelets; fractal dimension; de-noising; long-term processing; signal detection; bowel sounds; gastrointestinal sounds; gastrointestinal phonography; gastrointestinal motility;
D O I
10.1016/j.compbiomed.2006.08.013
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
The current paper describes a wavelet-based method for long-term processing and analysis of gastrointestinal sounds (GIS). Windowing techniques are used to select sequential blocks of the prolonged multi-channel recordings and proceed to various wavelet-domain processing stages. De-noising, significant-activity detection, automated segmentation and extraction of summary curves are applied in an integrated mode, allowing for enhanced content manipulation and analysis. The proposed analysis scheme combines flexible long-term graphical representation tools, while maintaining the ability of quick browsing via visualization and auralization of the detected short-term events. This work is part of a project aiming to implement non-invasive diagnosis over gastrointestinal-motility (GIM) physiology. However, the proposed techniques might be applied to any study of long-term bioacoustics time series. (c) 2006 Elsevier Ltd. All rights reserved.
引用
收藏
页码:438 / 462
页数:25
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