IEEE Trans Ultrason Ferroelectr Freq Control. 2018 Apr;65(4):522-534. doi: 10.1109/TUFFC.2018.2793580.
A new approach to implement minimum variance distortionless response (MVDR) beamforming is introduced for coherent plane-wave compounding (CPWC). MVDR requires the covariance matrix of the incoming signal to be estimated and a spatial smoothing approximation is usually adopted to prevent this calculation from being underconstrained. In the new approach, we analyze MVDR as a spatial filter that decorrelates signals received at individual channels before summation. Based on the analysis, we develop two MVDR beamformers without using any spatial smoothing. First, MVDR weights are applied to the received signals after accumulating the data over transmits at different angles, while the second involves weighting the data collected in individual transmits and compounding over the transducer elements. In both cases, the covariance matrix is estimated using a set of slightly different combinations of the echo data. We show the sufficient statistic for this estimation that can be described by approximating the correlation among the backscattered ultrasound signals to their spatial coherence. Using the van Cittert-Zernike theorem, their statistical similarity is assessed by relating the spatial coherence to the profile of the source intensity. Both spatial-coherence-based MVDR beamformers are evaluated on data sets acquired from simulation, phantom, and in vivo studies. Imaging results show that they offer improvements over simple coherent compounding in terms of spatial and contrast resolutions. They also outperform other existing MVDR-based methods in the literature that are applied to CPWC.
提出了一种新的方法来实现相干平面波复合(CPWC)的最小方差无失真响应(MVDR)波束形成。MVDR 需要估计输入信号的协方差矩阵,通常采用空间平滑逼近来防止这种计算不足。在新方法中,我们将 MVDR 分析为一种在求和之前对各个通道接收的信号进行解相关的空间滤波器。基于此分析,我们开发了两种无需使用任何空间平滑的 MVDR 波束形成器。第一种方法是在不同角度发射的信号上进行数据累加后,对接收信号应用 MVDR 权值,第二种方法则涉及对各个发射的接收数据进行加权,并在换能器元件上进行复合。在这两种情况下,都使用一组稍微不同的回波数据组合来估计协方差矩阵。我们展示了这种估计的充分统计量,它可以通过将背散射超声信号之间的相关性近似为其空间相干性来描述。使用范齐特-泽尼克定理,通过将空间相干性与源强度的轮廓相关联来评估它们的统计相似性。基于空间相干性的 MVDR 波束形成器在来自模拟、体模和体内研究的数据集中进行了评估。成像结果表明,与简单的相干复合相比,它们在空间和对比度分辨率方面都有所提高。它们在应用于 CPWC 的文献中其他现有的基于 MVDR 的方法也具有更好的性能。