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Importance of phase unwrapping for the reconstruction of microwave tomographic images

机译:相位展开对重建微波断层图像的重要性

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摘要

Microwave image reconstruction is typically based on a regularized least-square minimization of either the complex-valued field difference between recorded and modeled data or the logarithmic transformation of these field differences. Prior work has shown anecdotally that the latter outperforms the former in limited surveys of simulated and experimental phantom results. In this paper, we provide a theoretical explanation of these empirical findings by developing closed form solutions for the field and the inverted electromagnetic property parameters in one dimension which reveal the dependency of the estimated permittivity and conductivity on the absolute (unwrapped) phase of the measured signal at the receivers relative to the source transmission. The analysis predicts the poor performance of complex-valued field minimization as target size and/or frequency and electromagnetic contrast increase. Such poor performance is avoided by logarithmic transformation and preservation of absolute measured signal phase. Two-dimensional experiments based on both synthetic and clinical data are used to confirm these findings. Robustness of the logarithmic transformation to variation in the initial guess of the reconstructed target properties is also shown. The results are generalizable to three dimensions and indicate that the minimization form with logarithmic transformation offers image reconstruction performance characteristics that are much more desirable for medial microwave imaging applications relative to minimizing differences in complex-valued field quantities.
机译:微波图像重建通常基于记录和建模数据之间的复数值场差或这些场差的对数变换的规则化最小二乘最小化。先前的研究表明,在有限的模拟和实验幻象结果调查中,后者的性能优于前者。在本文中,我们通过为磁场和一维反演电磁特性参数开发封闭形式的解,从而揭示这些经验发现的理论解释,从而揭示了所测介电常数和电导率对被测绝对(未包裹)相的依赖性。相对于源传输的接收器信号。该分析预测,随着目标尺寸和/或频率和电磁对比度的增加,复数值场最小化的性能会下降。通过对数变换和保留绝对的测量信号相位可以避免这种不良性能。基于合成和临床数据的二维实验用于确认这些发现。还显示了对数转换对重构目标属性的初始猜测的变化的鲁棒性。结果可推广到三个维度,并表明对数变换的最小化形式提供了图像重建性能特征,相对于最小化复数值场量的差异,这对于中间微波成像应用而言更为理想。

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