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首页> 外文期刊>IEEE Transactions on Ultrasonics, Ferroelectrics, and Frequency Control >Noise Suppression for Ultrasound Attenuation Coefficient Estimation Based on Spectrum Normalization
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Noise Suppression for Ultrasound Attenuation Coefficient Estimation Based on Spectrum Normalization

机译:基于频谱归一化的超声衰减系数估计噪声抑制

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摘要

Ultrasound attenuation coefficient estimation (ACE) has great diagnostic potential for fatty liver detection and assessment. In a previous study, we proposed a reference phantom-free ACE method, called reference frequency method (RFM), which does not require a calibrated phantom for normalization. The power of each frequency component can be normalized by the power of an adjacent frequency component in the spectrum to cancel system-dependent effects such as focusing and time gain compensation (TGC). RFM demonstrated accurate ACE in both phantom and in in-vivo liver studies. However, our study also showed that the robustness and penetration of RFM were affected by noise in the ACE signals. Here we propose a noise suppression (NS) and a signal-to-noise ratio (SNR) quality control method to reduce the influence of noise on ACE-RFM performance. The proposed methods were tested in harmonic ACE because harmonic imaging is a more frequently used mode than fundamental imaging for abdominal applications. After applying the NS and SNR control methods, the noise-induced bias for attenuation estimation in harmonic ACE was effectively reduced, leading to significantly improved effective penetration depth. The proposed methods directly measure the noise spectrum of the ultrasound system, which can also be adapted to other spectrum-based ACE methods, such as the reference phantom method and the spectra shift method.
机译:超声衰减系数估计(ACE)对脂肪肝检测和评估具有很大的诊断潜力。在先前的研究中,我们提出了一种称为参考频率方法(RFM)的参考幻影ACE方法,其不需要校准的阵列进行归一化。每个频率分量的功率可以通过频谱中的相邻频率分量的功率来归一化,以取消系统相关的效果,例如聚焦和时间增益补偿(TGC)。 RFM在幽灵和体内肝脏研究中展示了准确的ACE。然而,我们的研究还表明RFM的稳健性和渗透性受到ACE信号中的噪声的影响。在这里,我们提出了噪声抑制(NS)和信噪比(SNR)质量控制方法,以减少噪声对ACE-RFM性能的影响。在谐波ACE中测试了所提出的方法,因为谐波成像是比腹部应用的基本成像更常用的模式。在施加NS和SNR控制方法之后,有效地减少了用于谐波ACE中的衰减估计的噪声引起的偏置,从而显着改善了有效的有效穿透深度。所提出的方法直接测量超声波系统的噪声谱,这也可以适用于其他基于频谱的ACE方法,例如参考模拟方法和光谱换档方法。

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