A comparison of the performance of time-delay estimators in medical ultrasound

被引:172
作者
Viola, F [1 ]
Walker, WF [1 ]
机构
[1] Univ Virginia, Dept Biomed Engn, Charlottesville, VA 22908 USA
关键词
D O I
10.1109/TUFFC.2003.1197962
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
Time-delay estimation (TDE) is a common operation in ultrasound signal processing. In applications such as blood flow estimation, elastography, phase aberration correction, and many more, the quality of final results is heavily dependent upon the performance of the time-delay estimator implemented. In the past years, several algorithms have been developed and applied in medical ultrasound, sonar, radar, and other fields. In this paper we analyze the performances of the widely used normalized and non-normalized correlations, along with normalized covariance, sum absolute differences (SAD), sum squared differences (SSD), hybrid-sign correlation, polarity-coincidence correlation, and the Meyr-Spies method. These techniques have been applied to simulated ultrasound radio frequency (RF) data under a variety of conditions. We show how parameters, which include center frequency, fractional bandwidth, kernel window size, Signal decorrelation, and signal-to-noise ratio (SNR) affect the quality of the delay estimate. Simulation results also are compared with a theoretical performance limit set by the Cramer-Rao lower bound (CRLB). Results show that, for high SNR, high signal correlation, and large kernel size, all of the algorithms closely match the theoretical bound, with relative performances that vary by as much as 20%. As conditions degrade, the performances of various algorithms differ more significantly. For signals with a correlation level of 0.98, SNR of 30 dB, center frequency of 5 MHz with a fractional bandwidth of 0.5, and kernel size of 2 mus, the standard deviation of the jitter error is on the order of few nanoseconds. Normalized correlation, normalized covariance, and SSD have an approximately equal jitter error of 2.23 ns (the value predicted by the CRLB is 2.073 ns), whereas the polarity-coincidence correlation performs less well with a jitter error of 2.74 ns.
引用
收藏
页码:392 / 401
页数:10
相关论文
共 27 条
  • [1] A SIGNAL PROCESSOR FOR A NONCONTACT SPEED MEASUREMENT SYSTEM
    BOHMANN, J
    MEYR, H
    PETERS, R
    SPIES, G
    [J]. IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 1984, 33 (01) : 14 - 22
  • [2] EXPERIMENTAL VELOCITY PROFILES AND VOLUMETRIC PLOW VIA 2-DIMENSIONAL SPECKLE TRACKING
    BOHS, LN
    FRIEMEL, BH
    TRAHEY, GE
    [J]. ULTRASOUND IN MEDICINE AND BIOLOGY, 1995, 21 (07) : 885 - 898
  • [3] A REAL-TIME SYSTEM FOR QUANTIFYING AND DISPLAYING 2-DIMENSIONAL VELOCITIES USING ULTRASOUND
    BOHS, LN
    FRIEMEL, BH
    MCDERMOTT, BA
    TRAHEY, GE
    [J]. ULTRASOUND IN MEDICINE AND BIOLOGY, 1993, 19 (09) : 751 - 761
  • [4] Bonnefous O., 1986, IEEE 1986 Ultrasonics Symposium Proceedings (Cat. No.86CH2375-4), P855
  • [5] COHERENCE AND TIME-DELAY ESTIMATION
    CARTER, GC
    [J]. PROCEEDINGS OF THE IEEE, 1987, 75 (02) : 236 - 255
  • [6] CROW EL, 1961, STAT MANUAL
  • [7] A STATISTICAL-ANALYSIS OF THE RECEIVED SIGNAL FROM BLOOD DURING LAMINAR-FLOW
    FERRARA, KW
    ALGAZI, VR
    [J]. IEEE TRANSACTIONS ON ULTRASONICS FERROELECTRICS AND FREQUENCY CONTROL, 1994, 41 (02) : 185 - 198
  • [8] COMPARISON OF VARIOUS TIME-DELAY ESTIMATION METHODS BY COMPUTER-SIMULATION
    FERTNER, A
    SJOLUND, A
    [J]. IEEE TRANSACTIONS ON ACOUSTICS SPEECH AND SIGNAL PROCESSING, 1986, 34 (05): : 1329 - 1330
  • [9] Friemel BH, 1995, ULTRASON, P1481, DOI 10.1109/ULTSYM.1995.495835
  • [10] Speckle decorrelation due to two-dimensional flow gradients
    Friemel, BH
    Bohs, LN
    Nightingale, KR
    Trahey, GE
    [J]. IEEE TRANSACTIONS ON ULTRASONICS FERROELECTRICS AND FREQUENCY CONTROL, 1998, 45 (02) : 317 - 327