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Wavelet transform-based strain estimator for elastography

机译:基于小波变换的弹性成像应变估计器

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摘要

A new signal processing algorithm based on a wavelet transform (WT) is proposed for instantaneous strain estimation in acoustic elastography. The proposed estimator locally weighs ultrasonic echo signals acquired before tissue compression by a Gaussian window function and uses the resulting waveform as a mother wavelet to calculate the WT of the postcompression signal. From the location of the WT peak, strain is estimated in the time-frequency domain. Because of the additive noise in signals and the discrete sampling, errors are commonly made in estimating the strain. Statistics of these errors are analyzed theoretically to evaluate the performance of the proposed estimator. The strain estimates are found to be unbiased, but error variances depend on the signal properties (echo signal-to-noise ratio and bandwidth), signal processing parameter (time-bandwidth product), and the applied strain. The results are compared with those obtained from the conventional strain estimator based on time-delay estimates. The proposed estimator is shown to offer strain estimates with greater precision and potentially higher spatial resolution, dynamic range, and sensitivity at the expense of increased computation time.
机译:提出了一种基于小波变换(WT)的信号处理算法,用于声弹性成像中的瞬时应变估计。所提出的估计器通过高斯窗函数局部加权在组织压缩之前获取的超声回波信号,并使用所得波形作为母小波来计算压缩后信号的WT。从WT峰的位置,可以在时频域中估计应变。由于信号中的附加噪声和离散采样的影响,通常在估计应变时会产生误差。理论上分析了这些误差的统计数据,以评估所提出估计器的性能。发现应变估计是无偏的,但是误差方差取决于信号属性(回波信噪比和带宽),信号处理参数(时间带宽积)和所施加的应变。将结果与基于时延估计的常规应变估计器获得的结果进行比较。所提出的估计器显示出以更高的精度和可能更高的空间分辨率,动态范围和灵敏度提供应变估计,但以增加计算时间为代价。

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