IEEE Trans Ultrason Ferroelectr Freq Control. 2018 Jul;65(7):1141-1152. doi: 10.1109/TUFFC.2018.2832058.
Previously, we proposed compressed sensing based synthetic transmit aperture (CS-STA) to improve the contrast and frame rate of STA while maintaining its spatial resolution in linear array by choosing uniform random matrix as the measurement matrix and transmitting the plane waves (PWs). In this paper, to extend CS-STA for phased array imaging and further improve its performance, we design four types of CS-STA implementations with different combinations of measurement matrices (i.e., uniform random and Hadamard matrices) and transmitted waves [i.e., PW and diverging wave (DW)]. Through simulations and phantom experiments with a 3 MHz, 64-element phased array, we find that type-IV CS-STA with the combination of a Hadamard matrix and DW outperforms the other three implementations including the previously proposed type-I CS-STA in terms of image quality and reconstruction time. Specifically, PW transmission produces visible discontinuity and the reconstruction time with uniform random matrix is about 100-fold longer than that with the Hadamard matrix. Compared with STA, with eightfold higher frame rate, type-IV CS-STA achieves 8.2 and 12.3 dB higher contrast-to-noise ratio and signal-to-noise ratio in the simulations, respectively. These improvements are slightly lower in the phantom experiments, which are 6.2 and 6.6 dB, respectively. In addition, CS-STA does not deteriorate the spatial resolution of STA, with the maximum deterioration being smaller than 1/8 wavelength. These results demonstrate that type-IV CS-STA can achieve phased array imaging with high image quality at high frame rate and may be beneficial to cardiac imaging.
先前,我们提出了基于压缩感知的合成发射孔径(CS-STA),通过选择均匀随机矩阵作为测量矩阵并发射平面波(PW),在保持线阵 STA 空间分辨率的同时,提高其对比度和帧率。在本文中,为了将 CS-STA 扩展到相控阵成像,并进一步提高其性能,我们设计了四种具有不同测量矩阵(即均匀随机和 Hadamard 矩阵)和发射波(即 PW 和发散波(DW))组合的 CS-STA 实现方式。通过使用 3 MHz、64 个阵元的相控阵进行仿真和体模实验,我们发现,在图像质量和重建时间方面,与其他三种实现方式(包括先前提出的 I 型 CS-STA)相比,具有 Hadamard 矩阵和 DW 的 IV 型 CS-STA 表现最佳。具体来说,PW 传输会产生明显的不连续性,而使用均匀随机矩阵的重建时间比使用 Hadamard 矩阵的重建时间长约 100 倍。与 STA 相比,在帧率提高 8 倍的情况下,IV 型 CS-STA 在仿真中分别实现了 8.2dB 和 12.3dB 的更高对比度噪声比和信噪比。在体模实验中,这些改善分别略低,为 6.2dB 和 6.6dB。此外,CS-STA 不会降低 STA 的空间分辨率,最大恶化程度小于 1/8 波长。这些结果表明,IV 型 CS-STA 可以在高帧率下实现高质量的相控阵成像,可能有益于心脏成像。