减少时域微波图像重构算法中梯度计算的计算量

A. Fhager, M. Persson
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引用次数: 0

摘要

微波图像重建通常采用计算量非常大的算法。本文研究了一种时域图像重构算法。使用这种算法,梯度计算的内存需求可以很容易地扩展到计算机的RAM存储器中。因此,硬盘驱动器必须用于计算数据的中间存储。这对重构算法的执行时间有严重的影响。在这项工作中,我们研究了梯度计算中数据点数量的减少对重建精度的影响。结果表明,在不明显影响重建图像的情况下,可以实现显著的减小。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Reducing Computational Burden in the Gradient Calculation of a Time-Domain Microwave Image Reconstruction Algorithm
Microwave image reconstruction is usually made with very computationally demanding algorithms. In this work a time domain image reconstruction algorithm is investigated. With this algorithm the memory requirement for the gradient calculation easily can expand beyond what can be fitted into the RAM memory of a computer. As a consequence, the hard drive has to be used for intermediate storage of computation data. This has serious implications on the execution time of the reconstruction algorithm. In this work we investigate what effect a reduction of the number of data points in the gradient calculation has on the reconstruction accuracy. The results show that significant reduction is possible without apparent effect on the reconstructed image.
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