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希尔伯特-黄变换与小波尺度图方法在非平稳生物医学信号上的比较:在激光多普勒血流仪记录中的应用

Comparison between Hilbert-Huang transform and scalogram methods on non-stationary biomedical signals: application to laser Doppler flowmetry recordings.

作者信息

Roulier Rémy, Humeau Anne, Flatley Thomas P, Abraham Pierre

机构信息

Groupe ISAIP-ESAIP, 18 rue du 8 mai 1945, BP 80022, 49180 Saint Barthélémy d'Anjou cedex, France.

出版信息

Phys Med Biol. 2005 Nov 7;50(21):5189-202. doi: 10.1088/0031-9155/50/21/016. Epub 2005 Oct 19.

Abstract

A significant transient increase in laser Doppler flowmetry (LDF) signals is observed in response to a local and progressive cutaneous pressure application on healthy subjects. This reflex may be impaired in diabetic patients. The work presents a comparison between two signal processing methods that provide a clarification of this phenomenon. Analyses by the scalogram and the Hilbert-Huang transform (HHT) of LDF signals recorded at rest and during a local and progressive cutaneous pressure application are performed on healthy and type 1 diabetic subjects. Three frequency bands, corresponding to myogenic, neurogenic and endothelial related metabolic activities, are studied at different time intervals in order to take into account the dynamics of the phenomenon. The results show that both the scalogram and the HHT methods lead to the same conclusions concerning the comparisons of the myogenic, neurogenic and endothelial related metabolic activities-during the progressive pressure and at rest-in healthy and diabetic subjects. However, the HHT shows more details that may be obscured by the scalogram. Indeed, the non-locally adaptative limitations of the scalogram can remove some definition from the data. These results may improve knowledge on the above-mentioned reflex as well as on non-stationary biomedical signal processing methods.

摘要

在对健康受试者施加局部渐进性皮肤压力时,观察到激光多普勒血流仪(LDF)信号出现显著的短暂增加。在糖尿病患者中,这种反射可能受损。这项工作对两种信号处理方法进行了比较,以阐明这一现象。对健康受试者和1型糖尿病受试者在静息状态以及施加局部渐进性皮肤压力期间记录的LDF信号进行了小波尺度图分析和希尔伯特-黄变换(HHT)分析。为了考虑该现象的动态变化,在不同时间间隔研究了对应于肌源性、神经源性和内皮相关代谢活动的三个频段。结果表明,在比较健康受试者和糖尿病受试者在渐进性压力期间及静息状态下的肌源性、神经源性和内皮相关代谢活动时,小波尺度图方法和HHT方法得出了相同的结论。然而,HHT显示出了更多可能被小波尺度图掩盖的细节。实际上,小波尺度图的非局部自适应局限性可能会消除数据中的一些清晰度。这些结果可能会增进对上述反射以及非平稳生物医学信号处理方法的了解。

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