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数据自适应二维跟踪多普勒在高分辨率谱估计中的应用。

Data-Adaptive 2-D Tracking Doppler for High-Resolution Spectral Estimation.

出版信息

IEEE Trans Ultrason Ferroelectr Freq Control. 2020 Jan;67(1):3-12. doi: 10.1109/TUFFC.2019.2937281. Epub 2019 Aug 23.

Abstract

Spectral broadening in pulsed-wave Doppler caused by the transit-time effect deteriorates the frequency resolution and may cause overestimation of maximum velocities in high-velocity blood flow regions and for large beam-to-flow angles. Data-adaptive spectral estimators have been shown to provide improved frequency resolution, especially for small ensemble lengths, but offer little or no improvement when the transit-time effect dominates. In this work, a method is presented that combines a data-adaptive spectral estimation method, the power spectral Capon, and 2-D tracking Doppler to enable improved frequency resolution for both high and low velocities. For each velocity, a time signal is extracted by tracking scatterers over time and space to decrease the transit-time effect, and power spectral Capon is used for spectral estimation. The method is evaluated using simulations, flow phantom recordings, and recordings from healthy and stenotic carotid arteries. Simulation results showed that the spectral width was decreased by 60% compared to 2-D tracking Doppler for velocities around 2.3 m/s using 12 time samples. The reduction was estimated to be 66% using the flow phantom results for 0.85-m/s mean velocity. A 5-dB SNR gain was observed from the in vivo results compared with Welch's method. Computer simulations confirm that in the presence of velocity gradients or out-of-plane motion, the proposed method can be used to reduce spectral broadening by requiring shorter observation windows.

摘要

脉冲波多普勒中的渡越时间效应引起的谱展宽会降低频率分辨率,并可能导致在高速血流区域和大的波束-血流角度下对最大速度的高估。数据自适应谱估计器已被证明可以提供更好的频率分辨率,特别是对于小的集合长度,但在渡越时间效应占主导地位时,提供的改进很小或没有。在这项工作中,提出了一种方法,该方法结合了数据自适应谱估计方法,功率谱 Capon 和二维跟踪多普勒,以实现高低速的频率分辨率的提高。对于每个速度,通过随时间和空间跟踪散射体来提取时间信号,以降低渡越时间效应,并使用功率谱 Capon 进行谱估计。该方法使用模拟、流动体模记录和健康和狭窄颈动脉的记录进行了评估。模拟结果表明,与二维跟踪多普勒相比,在使用 12 个时间样本时,对于约 2.3 m/s 的速度,谱宽减小了 60%。使用流动体模结果估计平均速度为 0.85 m/s 时的减少量为 66%。与 Welch 方法相比,体内结果观察到 5 dB SNR 增益。计算机模拟证实,在存在速度梯度或离面运动的情况下,该方法可以通过要求较短的观察窗口来减少谱展宽。

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