不可压缩剪切、振动弹性学亥姆霍兹反演的误差分析及其在组织表征滤波器设计中的应用

T. Oliphant, R. Kinnick, A. Manduca, R. Ehman, J. F. Greenleaf
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引用次数: 34

摘要

在过去的15年里,人们在弹性学方面做出了巨大的努力,弹性学描述了成像材料机械性能的一般领域。剪切振动弹性学使用动态组织位移从运动物理中推断材料特性。该方法可用于磁共振和超声数据,如果材料是线性的、各向同性的、不可压缩的和分段均匀的,则两者都可以用时谐亥姆霍兹方程建模。在这项工作中,我们发展了直接亥姆霍兹反演的统一观点。利用统计学基本定理和高斯噪声模型,给出了给定数据和任意一组权值的平方波数实部和虚部联合条件概率分布的封闭形式。在高信噪比的情况下,可以使用近似分布,这允许建立一个功值图来客观地比较反演方法。自适应地选择每个子区域的反演权值作为数据的平滑和加窗共轭,可以得到较窄的条件概率分布函数,从而获得高质量的复杂剪切模量估计。为了测试结果,我们使用了在15%牛凝胶块中使用聚焦5 MHz换能器以4 kHz脉冲重复频率收集的实验超声数据。凝胶是用频率为200,300,400和500hz的等振幅信号进行谐波压缩的。根据复合(基带)相关函数的大小估计测量位移的噪声,并与条件概率分布函数一起报告复合剪切模量、波速和衰减的单区域估计的误差条。
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An error analysis of Helmholtz inversion for incompressible shear, vibration elastography with application to filter-design for tissue characterization
For over fifteen years there has been significant effort in elastography, which describes the general area of imaging material mechanical properties. Shear vibration elastography uses dynamic tissue displacements to infer material properties from the physics of motion. The method can be used with both magnetic resonance and ultrasound data, which can both be modeled with the time-harmonic, Helmholtz equation if the material is linear, isotropic, incompressible, and piecewise-homogeneous. In this work, we develop a unified perspective on direct Helmholtz inversion. Using the fundamental theorem of statistics and a Gaussian noise model, we present a closed form for the joint conditional probability distribution of the real and imaginary parts of the squared wavenumber given the data and an arbitrary set of weights. An approximate distribution can be used in the case of high SNR which allows a figure-of-merit to be established to objectively compare inversion approaches. Adaptively choosing the inversion weights for each subregion as the smoothed and windowed conjugate of the data results in a narrow conditional probability distribution function and, consequently, high-quality estimates of complex shear modulus. To test the results, we used experimental ultrasound data-collected using a focused 5 MHz transducer with a pulse-repetition frequency of 4 kHz in a block of 15% bovine gel. The gel was harmonically compressed using a signal containing equal amplitudes at frequencies of 200, 300, 400 and 500 Hz. Noise on the measured displacement was estimated from the magnitude of the complex (baseband) correlation function and used with the conditional probability distribution function to report error bars on single-region estimates of complex shear modulus, wave-speed and attenuation.
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