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Information theory framework to reconstruct Biot constants of trabecular bone from ultrasound

机译:从超声波重建小梁骨骼的信息理论框架

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Reliable quantification of mechanical constants of bone tissue is an open issue with relevance for the diagnostic of bone quality disorders, such as osteoporosis. Two open questions are addressed here: the suitability of Biot's poroelasticity to explain the complex propagation patterns of ultrasound through trabecular bone, combined with a two-parameter homogeneization model, and to determine the confidence intervals of the reconstruction. An information-theory based probabilistic inversion framework is proposed for the first time to answer both questions. This work is aimed at (i) reconstructing the Biot-theory parameters that simulate the ultrasonic transmission through a set of trabecular bone samples, as well as their plausible ranges, (ii) evaluate which parameters are reconstructable and which not, as well as the degree of plausibility of Biot's theory to explain the experimental measurements, (iii) merge information provided by a two-parameter constitutive model to add knowledge to the reconstruction process, and evaluate the plausibility of this new hypothesis, again through the information-theory framework, and (iv) validate the reconstruction against independent tests.
机译:可靠的骨组织机械常数的定量是一种开放问题,具有诊断骨质紊乱,例如骨质疏松症的相关性。这里解决了两个打开的问题:Biot孔弹性的适用性通过小梁骨来解释超声波的复杂传播模式,与双参数均匀化模型结合,并确定重建的置信区间。基于信息理论的概率反转框架是第一次回答两个问题。这项工作旨在(i)重建模拟通过一组小梁骨样品的超声波传输的生物理论参数,以及它们的合理范围,(ii)评估哪些参数是可重建的并且哪些参数并不是Biot理论的合理性以解释实验测量,(iii)通过两个参数本组型模型提供的信息,以向重建过程添加知识,并通过信息理论框架评估这一新假设的合理性, (iv)验证对独立测试的重建。

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