Lai X, Torp H
Dept. of Med. Biophys., Toronto Univ., Ont, Canada.
IEEE Trans Ultrason Ferroelectr Freq Control. 1999;46(2):277-90. doi: 10.1109/58.753016.
The cross-correlation method (CCM) for blood flow velocity measurement using Doppler ultrasound is based on time delay estimation of echoes from pulse-to-pulse. The sampling frequency of the received signal is usually kept as low as possible in order to reduce computational complexity, and the peak in the correlation function is found by interpolating the correlation function. The parabolic-fit interpolation method introduces a bias at low sampling rate to the ultrasound center frequency ratio. In this study, four different methods are suggested to improve the estimation accuracy: (1) Parabolic interpolation with bias-compensation, derived from a theoretical signal model. (2) Parabolic interpolation combined with linear filter interpolation of the correlation function. (3) Parabolic interpolation to the complex correlation function envelope. (4) Matched filter interpolation applied to the correlation function. The new interpolation methods are analyzed both by computer simulated signals and RF-signals recorded from a patient with time delay larger than 1/f(0), where f(0) is the center frequency. The simulation results show that these methods are more accurate than the parabolic-fit method. From the simulation, the worst estimation accuracy is about 1.25% of 1/f(0) for the parabolic-fit interpolation, and it is improved by the above methods to less than 0.5% of 1/f(0) when the sampling rate is 10 MHz, the center frequency is 2.5 MHz and the bandwidth is 1 MHz. This improvement also can be observed in the experimental data. Furthermore, the matched filter interpolation gives the best performance when signal-to-noise ratio (SNR) is low. This is verified both by simulation and experimentation.
使用多普勒超声测量血流速度的互相关方法(CCM)基于逐脉冲回波的时间延迟估计。为了降低计算复杂度,接收信号的采样频率通常尽可能保持较低,并且通过对相关函数进行插值来找到相关函数中的峰值。抛物线拟合插值方法在低采样率与超声中心频率之比时会引入偏差。在本研究中,提出了四种不同的方法来提高估计精度:(1)基于理论信号模型推导的带偏差补偿的抛物线插值。(2)抛物线插值与相关函数的线性滤波器插值相结合。(3)对复相关函数包络进行抛物线插值。(4)将匹配滤波器插值应用于相关函数。通过计算机模拟信号和从一名患者记录的时间延迟大于1/f(0)(其中f(0)是中心频率)的射频信号对新的插值方法进行了分析。模拟结果表明,这些方法比抛物线拟合方法更准确。从模拟中可以看出,对于抛物线拟合插值,最差的估计精度约为1/f(0)的1.25%,当采样率为10 MHz、中心频率为2.5 MHz且带宽为1 MHz时,通过上述方法将其提高到小于1/f(0)的0.5%。在实验数据中也可以观察到这种改进。此外,当信噪比(SNR)较低时,匹配滤波器插值具有最佳性能。这通过模拟和实验都得到了验证。