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采用交替空间广义期望最大化算法对薄小梁骨的快波和慢波参数进行体外估计。

In vitro estimation of fast and slow wave parameters of thin trabecular bone using space-alternating generalized expectation-maximization algorithm.

机构信息

Electronics Department, NDT Lab, Jijel University, Ouled Aissa, Jijel 18000, Algeria.

出版信息

Ultrasonics. 2012 Jul;52(5):614-21. doi: 10.1016/j.ultras.2012.01.001. Epub 2012 Jan 18.

Abstract

In testing cancellous bone using ultrasound, two types of longitudinal Biot's waves are observed in the received signal. These are known as fast and slow waves and their appearance depend on the alignment of bone trabeculae in the propagation path and the thickness of the specimen under test (SUT). They can be used as an effective tool for the diagnosis of osteoporosis because wave propagation behavior depends on the bone structure. However, the identification of these waves in the received signal can be difficult to achieve. In this study, ultrasonic wave propagation in a 4mm thick bovine cancellous bone in the direction parallel to the trabecular alignment is considered. The observed Biot's fast and slow longitudinal waves are superimposed; which makes it difficult to extract any information from the received signal. These two waves can be separated using the space alternating generalized expectation maximization (SAGE) algorithm. The latter has been used mainly in speech processing. In this new approach, parameters such as, arrival time, center frequency, bandwidth, amplitude, phase and velocity of each wave are estimated. The B-Scan images and its associated A-scans obtained through simulations using Biot's finite-difference time-domain (FDTD) method are validated experimentally using a thin bone sample obtained from the femoral-head of a 30 months old bovine.

摘要

在使用超声波测试松质骨时,在接收到的信号中观察到两种类型的纵向 Biot 波。它们分别被称为快波和慢波,其出现取决于骨小梁在传播路径中的排列和测试样本(SUT)的厚度。它们可以作为骨质疏松症诊断的有效工具,因为波的传播行为取决于骨结构。然而,在接收到的信号中识别这些波可能具有一定难度。在本研究中,考虑了与小梁排列方向平行的 4mm 厚牛松质骨中的超声波传播。观察到的 Biot 快波和慢纵波是叠加的,这使得从接收到的信号中提取任何信息变得困难。可以使用空间交替广义期望最大化(SAGE)算法来分离这两个波。后者主要用于语音处理。在这种新方法中,估计了每个波的到达时间、中心频率、带宽、幅度、相位和速度等参数。使用 Biot 的有限差分时域(FDTD)方法进行模拟获得的 B 扫描图像及其相关 A 扫描通过实验使用从 30 个月大的牛的股骨头获得的薄骨样本进行了验证。

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