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一种用于逼近重叠超声回波的匹配追踪方法。

A matching pursuit method for approximating overlapping ultrasonic echoes.

机构信息

Department of Non Destructive Testing, Soreq Nuclear Research Center, Yavne, Israel.

出版信息

IEEE Trans Ultrason Ferroelectr Freq Control. 2010 Sep;57(9):1996-2004. doi: 10.1109/TUFFC.2010.1647.

Abstract

Ultrasonic pulse-echo methods have been used extensively in measuring the thickness of layered structures as well as those of thin adhesive interface layers. When acoustically measuring thin layers, the resulting echoes from two successive interfaces overlap in time, limiting the minimum thickness that can be resolved using conventional pulse-echo techniques. In this paper, we propose a method, named support matching pursuit (SMP), for resolving the individual echoes. The method is based on the concept of sparse signal approximation in an overcomplete dictionary composed of Gabor atoms (elementary functions). Although the dictionary enables highly flexible approximations, it is also overcomplete, which implies that the approximation is not unique. We propose a method for approximation in which each ultrasonic echo is principally represented by a single atom and therefore has a physical interpretation. SMP operates similarly to the sparse matching pursuit (MP) method. It iteratively improves the approximation by adding, at each iteration, a single atom to the solution set. However, our atom selection criterion utilizes the time localization nature of ultrasonic echoes, which causes portions of a multi-echo ultrasonic signal to be composed mainly from a single echo. This leads to accurate approximations in which each echo is characterized by a set of physical parameters that represent the composing ultrasonic echoes. In the current research we compare SMP to other sparse approximation methods such as MP and basis pursuit (BP). We perform simulations and experiments on adhesively bonded structures which clearly demonstrate the superior performance of the SMP method over the MP and BP methods.

摘要

超声脉冲回波法广泛应用于测量层状结构以及薄的胶接界面层的厚度。在对薄层进行声学测量时,两个连续界面的回波在时间上会重叠,这限制了使用传统脉冲回波技术可以分辨的最小厚度。在本文中,我们提出了一种名为支撑匹配追踪(SMP)的方法,用于分辨各个回波。该方法基于由 Gabor 原子(基本函数)组成的过完备字典中的稀疏信号逼近的概念。尽管该字典可以实现非常灵活的逼近,但它也是过完备的,这意味着逼近不是唯一的。我们提出了一种方法,该方法使得每个超声回波主要由单个原子表示,因此具有物理意义。SMP 的工作原理类似于稀疏匹配追踪(MP)方法。它通过在每次迭代时将单个原子添加到解集中,从而迭代地改进逼近。然而,我们的原子选择标准利用了超声回波的时间定位特性,这导致多回波超声信号的部分主要由单个回波组成。这导致了准确的逼近,其中每个回波由一组表示组成超声回波的物理参数来表示。在当前的研究中,我们将 SMP 与其他稀疏逼近方法(如 MP 和基追踪(BP))进行了比较。我们对胶接结构进行了模拟和实验,这些实验清楚地表明了 SMP 方法优于 MP 和 BP 方法。

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