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基于物理建模的超声衰减推断孔径和密度。

Inferring pore radius and density from ultrasonic attenuation using physics-based modeling.

机构信息

Mathematics Department, North Carolina State University, Raleigh, North Carolina 27695, USA.

Department of Biomedical Engineering, Columbia University, New York, New York 10027, USA.

出版信息

J Acoust Soc Am. 2021 Jan;149(1):340. doi: 10.1121/10.0003213.

Abstract

This work proposes the use of two physics-based models for wave attenuation to infer the microstructure of cortical bone-like structures. One model for ultrasound attenuation in porous media is based on the independent scattering approximation (ISA) and the other model is based on the Waterman Truell (WT) approximation. The microstructural parameters of interest are pore radius and pore density. Attenuation data are simulated for three-dimensional structures mimicking cortical bone using the finite-difference time domain package SimSonic. These simulated structures have fixed sized pores (monodisperse), allowing fine-tuned control of the microstructural parameters. Structures with pore radii ranging from 50 to 100  μm and densities ranging from 20 to 50 pores/mm are generated in which only the attenuation due to scattering is considered. From here, an inverse problem is formulated and solved, calibrating the models to the simulated data and producing estimates of pore radius and density. The estimated microstructural parameters closely match the values used to simulate the data, validating the use of both the ISA and WT approximations to model ultrasonic wave attenuation in heterogeneous structures mimicking cortical bone. Furthermore, this illustrates the effectiveness of both models in inferring pore radius and density solely from ultrasonic attenuation data.

摘要

这项工作提出了使用两种基于物理的模型来推断皮质骨样结构的微观结构,以研究波的衰减。一种用于多孔介质超声衰减的模型是基于独立散射近似(ISA),另一种模型是基于沃特曼-特鲁尔(WT)近似。感兴趣的微观结构参数是孔径和孔密度。使用有限差分时间域软件 SimSonic 模拟了三种模拟皮质骨的三维结构的衰减数据。这些模拟结构具有固定尺寸的孔(单分散),可以精细地控制微观结构参数。生成了孔径范围为 50 至 100 μm、密度范围为 20 至 50 个孔/mm 的结构,其中仅考虑散射引起的衰减。从这里,提出并解决了一个反问题,对模型进行了校准,并对孔径和密度进行了估计。估计的微观结构参数与用于模拟数据的参数非常匹配,验证了 ISA 和 WT 两种近似模型在模拟类似皮质骨的异质结构中超声衰减的有效性。此外,这说明了这两种模型仅从超声衰减数据推断孔径和密度的有效性。

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本文引用的文献

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