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Multi-frequency accelerating strategy for the contrast source inversion method of ultrasound waveform tomography using pulse data

机译:使用脉冲数据的超声波波形断层扫描对比度源反转方法的多频加速策略

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In this work, we construct a multi-frequency accelerating strategy for the contrast source inversion (CSI) method using pulse data in the time domain. CSI is a frequency-domain inversion method for ultrasound waveform tomography that does not require the forward solver through the process of reconstruction. Several prior researches show that the CSI method has a good performance of convergence and accuracy in the low-center-frequency situation. In contrast, utilizing the high-center-frequency data leads to a high-resolution reconstruction but slow convergence on large numbers of grid. Our objective is to take full advantage of all low frequency components from pulse data with the high-center-frequency data measured by the diagnostic device. First we process the raw data in the frequency domain. Then multi-frequency accelerating strategy helps restart CSI in the current frequency using the last iteration result obtained from the lower frequency component. The merit of multi-frequency accelerating strategy is that computational burden decreases at the first few iterations. Because the low frequency component of dataset computes on the coarse grid with assuming a fixed number of points per wavelength. In the numerical test, the pulse data were generated by the K-wave simulator and have been processed to meet the computation of the CSI method. We investigate the performance of the multi-frequency and single-frequency reconstructions and conclude that the multi-frequency accelerating strategy significantly enhances the quality of the reconstructed image and simultaneously reduces the average computational time for any iteration step.
机译:在这项工作中,我们使用时域中使用脉冲数据来构造用于对比度源反转(CSI)方法的多频加速策略。 CSI是用于超声波波形断层扫描的频域反转方法,其不需要通过重建过程进行前进求解器。几个先前的研究表明,CSI方法在低中心频率情况下具有良好的收敛性和准确性。相比之下,利用高中心频率数据导致高分辨率重建,但大量电网的收敛缓慢。我们的目标是充分利用由诊断装置测量的高中心频率数据的脉冲数据的所有低频分量。首先,我们处理频域中的原始数据。然后,多频加速策略有助于使用从较低频率分量获得的最后迭代结果来重新启动电流频率的CSI。多频加速策略的优点是,计算负担在最初的几个迭代中减少。因为数据集的低频分量在粗略网格上计算,因为假设每个波长的固定数量的点数。在数值测试中,通过K波模拟器生成脉冲数据,并且已经处理以满足CSI方法的计算。我们调查多频和单频重建的性能,并得出结论,多频加速策略显着提高了重建图像的质量,并同时降低了任何迭代步骤的平均计算时间。

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