Robust guided wave inversion for estimating bone thickness and elasticity.

IF 2.1 2区 物理与天体物理 Q2 ACOUSTICS Journal of the Acoustical Society of America Pub Date : 2024-12-01 DOI:10.1121/10.0034604
Ductho Le, Mauricio D Sacchi, Edmond Lou, Lawrence H Le
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Abstract

Accurately characterizing bone properties using quantitative ultrasound remains a significant challenge due to the dispersive nature of guided waves, limited observations, irregularity of bone structure, and heterogeneity of bone tissues. In this paper, an inversion technique is proposed that combines weighted mean absolute criteria and the simulated annealing algorithm to extract the thicknesses and elastic properties of a bilayer bone model. By utilizing the L1 norm with an appropriate weighting parameter, this method effectively reduces the influence of outliers and noises commonly encountered in ultrasonic data, leading to more accurate estimation. This paper also introduces an asymptotic scheme to significantly reduce the search domain, improving the speed and precision of the inversion process. This approach employs a spectral collocation method as a forward modeling technique to simulate guided waves in a bone plate coated by a soft tissue layer. This paper validates the inversion using simulated and ex vivo data and demonstrates its ability to estimate features of cortical bone and soft tissue with high accuracy. Results are presented for the isotropic model. These findings hold great promise for the accurate characterization of bone properties using quantitative ultrasound, with potential applications in clinical diagnosis and treatment of bone-related diseases and injuries.

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由于导波的分散性、有限的观测、骨结构的不规则性和骨组织的异质性,利用定量超声准确描述骨特性仍是一项重大挑战。本文提出了一种结合加权平均绝对标准和模拟退火算法的反演技术,以提取双层骨模型的厚度和弹性特性。通过利用 L1 准则和适当的加权参数,该方法有效地减少了超声波数据中常见的异常值和噪声的影响,从而实现了更精确的估计。本文还引入了一种渐进方案,可显著减少搜索域,提高反演过程的速度和精度。该方法采用频谱配位法作为前向建模技术,模拟被软组织层包裹的骨板中的导波。本文利用模拟数据和体内外数据对反演进行了验证,并证明了其高精度估算皮质骨和软组织特征的能力。本文介绍了各向同性模型的结果。这些发现为利用定量超声准确描述骨特性带来了巨大希望,有望应用于骨相关疾病和损伤的临床诊断和治疗。
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来源期刊
CiteScore
4.60
自引率
16.70%
发文量
1433
审稿时长
4.7 months
期刊介绍: Since 1929 The Journal of the Acoustical Society of America has been the leading source of theoretical and experimental research results in the broad interdisciplinary study of sound. Subject coverage includes: linear and nonlinear acoustics; aeroacoustics, underwater sound and acoustical oceanography; ultrasonics and quantum acoustics; architectural and structural acoustics and vibration; speech, music and noise; psychology and physiology of hearing; engineering acoustics, transduction; bioacoustics, animal bioacoustics.
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