Multigate doppler signal analysis using 3-D regularized long AR modelling

被引:2
作者
Berthomier, C
Herment, A
Giovannelli, JF
Guidi, G
Pourcelot, L
Diebold, B
机构
[1] CHU Pitie Salpetriere, INSERM, U494, Paris, France
[2] Supelec UPS, CNRS, LSS, Gif Sur Yvette, France
[3] Univ Florence, Dept Elect Engn, Florence, Italy
[4] CHU Tours, INSERM, U316, Tours, France
[5] Hop Europeen G Pompidou, Serv Echoradiog, Paris, France
关键词
ultrasound; velocimetry; spectral analysis; regularization; long autoregressive modelling; carotid;
D O I
10.1016/S0301-5629(01)00446-X
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
Autoregressive (AR) modelling has already been proposed as an alternative to fast Fourier transform to process ultrasound (US) Doppler signals. Previous works introduced long AR models, set up under a regularization framework. The latter may be in 1-D (frequency) or 2-D (frequency and space or time). This study generalizes the spectrum regularization in the three dimensions frequency, space and time. The problem of the penalization function is addressed, and a new convex solution is proposed, taking into account possible nonstationarity of the Doppler signal. The parameter tuning is based on simulations using a standard Doppler signal model. The first results show that this processing improves the spectral estimation, and is well suited to flow interpretation. (C) 2001 World Federation for Ultrasound in Medicine & Biology.
引用
收藏
页码:1515 / 1523
页数:9
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