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The effect of pore size and density on ultrasonic attenuation in porous structures with mono-disperse random pore distribution: A two-dimensional in-silico study

机译:孔径和密度对具有单分散随机孔分布的多孔结构中超声衰减的影响:二维硅树脂研究

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摘要

This work proposes a power law model to describe the attenuation of ultrasonic waves in non-absorbing heterogeneous media with randomly distributed scatterers, mimicking a simplified structure of cortical bone. This paper models the propagation in heterogeneous structures with controlled porosity using a two-dimensional finite-difference time domain numerical simulation in order to measure the frequency dependent attenuation. The paper then fits a phenomenological model to the simulated frequency dependent attenuation by optimizing parameters under an ordinary least squares framework. Local sensitivity analysis is then performed on the resulting parameter estimates in order to determine to which estimates the model is most sensitive. This paper finds that the sensitivity of the model to various parameter estimates depends on the micro-architectural parameters, pore diameter (ϕ) and pore density (ρ). In order to get a sense for how confidently model parameters are able to be estimated, 95% confidence intervals for these estimates are calculated. In doing so, the ability to estimate model-sensitive parameters with a high degree of confidence is established. In the future, being able to accurately estimate model parameters from which micro-architectural ones could be inferred will allow pore density and diameter to be estimated via an inverse problem given real or simulated ultrasonic data to be determined.
机译:这项工作提出了一个幂律模型来描述具有随机分布的散射体的非吸收性异质介质中的超声波衰减,模仿了皮质骨的简化结构。为了测量与频率相关的衰减,本文使用二维有限差分时域数值模拟对孔隙度受控的非均质结构中的传播进行建模。然后,通过在普通最小二乘框架下优化参数,使现象学模型适合于模拟的频率相关衰减。然后对所得的参数估计值执行局部灵敏度分析,以确定模型对哪个估计值最敏感。本文发现该模型对各种参数估计的敏感性取决于微体系结构参数,孔径(ϕ)和孔密度(ρ)。为了了解如何能够可靠地估计模型参数,计算了这些估计的95%置信区间。这样做可以建立以高置信度估计模型敏感参数的能力。将来,能够准确估算可从中推断出微体系结构参数的模型参数,将可以通过确定实际或模拟超声数据的反问题来估算孔隙密度和直径。

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