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基于参考体模法的诊断超声中声衰减定量的功率谱密度估计方法的任务导向比较。

Task-oriented comparison of power spectral density estimation methods for quantifying acoustic attenuation in diagnostic ultrasound using a reference phantom method.

机构信息

Department of Medical Physics, University of Wisconsin, 1111 Highland Ave., Madison, WI 53705, USA.

出版信息

Ultrason Imaging. 2013 Jul;35(3):214-34. doi: 10.1177/0161734613495524.

Abstract

Reported here is a phantom-based comparison of methods for determining the power spectral density (PSD) of ultrasound backscattered signals. Those power spectral density values are then used to estimate parameters describing α(f), the frequency dependence of the acoustic attenuation coefficient. Phantoms were scanned with a clinical system equipped with a research interface to obtain radiofrequency echo data. Attenuation, modeled as a power law α(f)= α0 f (β), was estimated using a reference phantom method. The power spectral density was estimated using the short-time Fourier transform (STFT), Welch's periodogram, and Thomson's multitaper technique, and performance was analyzed when limiting the size of the parameter-estimation region. Errors were quantified by the bias and standard deviation of the α0 and β estimates, and by the overall power-law fit error (FE). For parameter estimation regions larger than 34 pulse lengths (1 cm for this experiment), an overall power-law FE of 4% was achieved with all spectral estimation methods. With smaller parameter estimation regions as in parametric image formation, the bias and standard deviation of the α0 and β estimates depended on the size of the parameter estimation region. Here, the multitaper method reduced the standard deviation of the α0 and β estimates compared with those using the other techniques. The results provide guidance for choosing methods for estimating the power spectral density in quantitative ultrasound methods.

摘要

本文报道了一种基于幻象的方法比较,用于确定超声背散射信号的功率谱密度(PSD)。然后,使用这些功率谱密度值来估计描述声衰减系数频率依赖性的参数α(f)。使用配备有研究接口的临床系统对幻象进行扫描,以获得射频回波数据。使用参考幻象方法对衰减进行建模,其表示为幂律α(f)=α0 f (β)。使用短时傅里叶变换(STFT)、Welch 的周期图和Thomson 的多谱线技术估计功率谱密度,并分析了当限制参数估计区域的大小时的性能。通过α0和β估计的偏差和标准偏差以及整体幂律拟合误差(FE)来量化误差。对于大于34 个脉冲长度(对于此实验为1 厘米)的参数估计区域,所有光谱估计方法都实现了 4%的整体幂律 FE。对于参数图像形成中的较小参数估计区域,α0和β估计的偏差和标准偏差取决于参数估计区域的大小。在这里,与使用其他技术相比,多谱线方法降低了α0和β估计的标准偏差。结果为选择定量超声方法中估计功率谱密度的方法提供了指导。

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