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
相关论文
共 24 条
[1]   AN ANALYTICAL STUDY OF DOPPLER ULTRASOUND SYSTEMS [J].
AZIMI, M ;
KAK, AC .
ULTRASONIC IMAGING, 1985, 7 (01) :1-48
[2]  
Blake A., 1987, Visual Reconstruction
[3]   A Bayesian method for long AR spectral estimation: A comparative study [J].
Giovannelli, JF ;
Demoment, G ;
Herment, A .
IEEE TRANSACTIONS ON ULTRASONICS FERROELECTRICS AND FREQUENCY CONTROL, 1996, 43 (02) :220-233
[4]   Application of autoregressive methods to multigate spectral analysis [J].
Guidi, G ;
Corti, L ;
Tortoli, P .
ULTRASOUND IN MEDICINE AND BIOLOGY, 2000, 26 (04) :585-592
[5]  
GUO Z, 1993, MED BIOL ENG COMPUT, V31, P243
[6]   COMPARISON OF TIME-FREQUENCY DISTRIBUTION TECHNIQUES FOR ANALYSIS OF SIMULATED DOPPLER ULTRASOUND SIGNALS OF THE FEMORAL-ARTERY [J].
GUO, ZY ;
DURAND, LG ;
LEE, HC .
IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 1994, 41 (04) :332-342
[7]   AN ADAPTIVE APPROACH TO COMPUTING THE SPECTRUM AND MEAN FREQUENCY OF DOPPLER SIGNALS [J].
HERMENT, A ;
GIOVANNELLI, JF .
ULTRASONIC IMAGING, 1995, 17 (01) :1-26
[8]  
Herment A, 1997, J PHYS III, V7, P2079, DOI 10.1051/jp3:1997242
[9]   A SIMULATION OF TRANSIT-TIME EFFECTS IN DOPPLER ULTRASOUND SIGNALS [J].
JONES, SA ;
GIDDENS, DP .
ULTRASOUND IN MEDICINE AND BIOLOGY, 1990, 16 (06) :607-619
[10]  
KALUZYNSKI K, 1987, MED BIOL ENG COMPUT, V25, P73