A Dynamic Time Warping Method for Improved Arterial Wall-Tracking using A-mode Ultrasound Frames: A Proof-of-Concept

V. RajKiran, J. Joseph, P. Nabeel, M. Sivaprakasam
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Abstract

Existing ultrasound systems for the measurement of arterial wall dynamics make use of techniques such as doppler processing, phase locking, threshold detection, or cross-correlation based echo tracking. Applications that require only the maximum distension measure may not impose stringent demand on accuracy. However, the wall-tracking accuracy is a primary methodological consideration for the applications that depend on the true morphology of the entire distension waveform. In this work, we propose a novel image-free ultrasound approach to auto-track the arterial walls in a reliable manner, even in the presence of other dynamic echoes very adjacent to the wall echoes. The method uses the concept of dynamic time warping for estimating the varying shifts across various echoes in the scanned A-mode frames. We have demonstrated the method’s functionality in this article via. systematic simulation experiments. Contrary to the widely used cross-correlation technique, the proposed method was capable of distinguishing the motion of the walls from that of other dynamic echoes. We have also assessed the performance of the proposed method by varying the signal-to-noise ratio of the simulated ultrasound frames. As inference, the method demonstrated acceptable accuracies for frames with SNR above 10 dB.
利用A型超声帧改进动脉壁跟踪的动态时间扭曲方法:概念验证
现有的用于测量动脉壁动力学的超声系统利用了诸如多普勒处理、锁相、阈值检测或基于相互关联的回波跟踪等技术。只需要最大膨胀测量的应用可能对精度没有严格的要求。然而,对于依赖于整个膨胀波形的真实形态的应用,壁跟踪精度是主要的方法学考虑因素。在这项工作中,我们提出了一种新的无图像超声方法,即使在与壁回波非常接近的其他动态回波存在的情况下,也能以可靠的方式自动跟踪动脉壁。该方法利用动态时间扭曲的概念来估计扫描的a模帧中不同回波的变化位移。在本文中,我们通过。系统仿真实验。与广泛使用的互相关技术相反,该方法能够将墙壁的运动与其他动态回波区分开来。我们还通过改变模拟超声帧的信噪比来评估所提出方法的性能。作为推断,该方法对信噪比大于10 dB的帧显示了可接受的精度。
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