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Backscatter Coefficient Estimation Using Tapers with Gaps

机译:使用带间隙的锥度的反向散射系数估计

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摘要

When using the backscatter coefficient (BSC) to estimate quantitative ultrasound parameters such as the effective scatterer diameter (ESD) and the effective acoustic concentration (EAC), it is necessary to assume that the interrogated medium contains diffuse scatterers. Structures that invalidate this assumption can affect the estimated BSC parameters in terms of increased bias and variance and decrease performance when classifying disease. In this work, a method was developed to mitigate the effects of echoes from structures that invalidate the assumption of diffuse scattering, while preserving as much signal as possible for obtaining diffuse scatterer property estimates. Backscattered signal sections that contained nondiffuse signals were identified and a windowing technique was used to provide BSC estimates for diffuse echoes only. Experiments from physical phantoms were used to evaluate the effectiveness of the proposed BSC estimation methods. Tradeoffs associated with effective mitigation of specular scatterers and bias and variance introduced into the estimates were quantified. Analysis of the results suggested that discrete prolate spheroidal (PR) tapers with gaps provided the best performance for minimizing BSC error. Specifically, the mean square error for BSC between measured and theoretical had an average value of approximately 1.0 and 0.2 when using a Hanning taper and PR taper respectively, with six gaps. The BSC error due to amplitude bias was smallest for PR (Nω = 1) tapers. The BSC error due to shape bias was smallest for PR (Nω = 4) tapers. These results suggest using different taper types for estimating ESD versus EAC.
机译:当使用反向散射系数(BSC)估算定量超声参数(例如有效散射体直径(ESD)和有效声波浓度(EAC))时,有必要假设被询问的介质包含散射体。使该假设无效的结构会在偏倚和方差增加时影响估计的BSC参数,并在疾病分类时降低性能。在这项工作中,开发了一种方法来减轻来自结构的回波的影响,这些结构使漫散射的假设无效,同时保留尽可能多的信号以获得漫散射特性估计。识别出包含非扩散信号的反向散射信号部分,并使用开窗技术仅对扩散回波提供BSC估计。从物理模型的实验被用来评估所提出的BSC估计方法的有效性。量化与有效缓解镜面散射体以及引入估计中的偏差和方差相关的权衡。结果分析表明,带间隙的离散扁球形(PR)锥度提供了最小化BSC误差的最佳性能。具体地,当分别使用具有六个间隙的汉宁锥度和PR锥度时,BSC在测量值和理论值之间的均方误差具有约1.0和0.2的平均值。对于PR(Nω= 1)锥度,由幅度偏差引起的BSC误差最小。对于PR(Nω= 4)锥度,由形状偏差引起的BSC误差最小。这些结果表明使用不同的锥度类型来估计ESD与EAC。

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