The combined effect of signal decorrelation and random noise on the variance of time delay estimation

被引:61
作者
Cespedes, I [1 ]
Ophir, J [1 ]
Alam, SK [1 ]
机构
[1] UNIV TEXAS,SCH MED,DEPT RADIOL,ULTRASON LAB,HOUSTON,TX 77030
基金
美国国家卫生研究院;
关键词
D O I
10.1109/58.585223
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
Tissue motion and elasticity imaging techniques commonly use time delay estimation (TDE) for the assessment of tissue displacement. The performance of these techniques is limited because the signals are corrupted by various factors including electronic noise, quantisation, and speckle decorrelation. Speckle decorrelation is caused by changes in the coherent interference among scatterers when the tissue moves relative to the ultrasound beam. In time delay estimation, the effect of noise is usually addressed through the signal-to-noise ratio (SNR) term. Decorrelation, often a significant source of error in medical ultrasound, is commonly described in terms of the correlation coefficient. A relationship between the correlation coefficient and the SNR was previously derived in the literature [1], for identical signals corrupted by uncorrelated random noise. In this paper, we derive the relationship between the peak of the correlation coefficient function and the SNR for two jointly stationary signals when a delay is present between the signals. Recently, an expression for the Cramer-Rao lower bound (CRLB) has been derived in the literature for partially decorrelated signals in terms of the SNR and the correlation coefficient [2]. Since the applicability of the CRLB is determined not only by the SNR, but also by the correlation coefficient, it is important to unify the expression for the CRLB for partially correlated signals. In this paper, we derive an expression for the CRLB in term of an equivalent SNR converted from the correlation coefficient using an SNR-rho relationship, and show this expression to be equivalent to the expression for CRLB in [2]. We also corroborate the validity of the SNR-rho expression with a simulation. Using this formulation, correlation measurements can be converted to SNR to obtain a composite SNR. The use of this composite SNR in lieu of those in the CRLB expression in the literature allows the extension of the literature results to the solution of the common TDE problems that involve signal decorrelation.
引用
收藏
页码:220 / 225
页数:6
相关论文
共 23 条
[1]   THE BUTTERFLY SEARCH TECHNIQUE FOR ESTIMATION OF BLOOD VELOCITY [J].
ALAM, SK ;
PARKER, KJ .
ULTRASOUND IN MEDICINE AND BIOLOGY, 1995, 21 (05) :657-670
[2]   A NOVEL METHOD FOR ANGLE INDEPENDENT ULTRASONIC-IMAGING OF BLOOD-FLOW AND TISSUE MOTION [J].
BOHS, LN ;
TRAHEY, GE .
IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 1991, 38 (03) :280-286
[3]   DELAY ESTIMATION BY EXPECTED VALUE [J].
BRADLEY, JN ;
KIRLIN, RL .
IEEE TRANSACTIONS ON ACOUSTICS SPEECH AND SIGNAL PROCESSING, 1984, 32 (01) :19-27
[4]   METHODS FOR ESTIMATION OF SUBSAMPLE TIME DELAYS OF DIGITIZED ECHO SIGNALS [J].
CESPEDES, I ;
HUANG, Y ;
OPHIR, J ;
SPRATT, S .
ULTRASONIC IMAGING, 1995, 17 (02) :142-171
[5]  
CESPEDES I, 1993, THESIS U HOUSTON TX
[6]   LEAST-SQUARES ESTIMATION OF TIME-DELAY AND ITS USE IN SIGNAL-DETECTION [J].
CHAN, YT ;
HATTIN, RV ;
PLANT, JB .
IEEE TRANSACTIONS ON ACOUSTICS SPEECH AND SIGNAL PROCESSING, 1978, 26 (03) :217-222
[7]   DETERMINATION OF TISSUE MOTION VELOCITY BY CORRELATION INTERPOLATION OF PULSED ULTRASONIC ECHO SIGNALS [J].
DEJONG, PGM ;
ARTS, T ;
HOEKS, APG ;
RENEMAN, RS .
ULTRASONIC IMAGING, 1990, 12 (02) :84-98
[8]  
ENDAT JS, 1986, RANDOM DATA ANAL MEA
[9]  
FRIEMEL BH, 1994, THESIS DUKE U NC
[10]  
IANNIELLO JP, 1982, IEEE T ACOUST SPEECH, V29, P998