Nicolas Monnier, F. Orieux, N. Gac, C. Tasse, E. Raffin, D. Guibert
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引用次数: 0
摘要
无线电干涉图像的重建需要在傅里叶空间中处理不具有规则坐标的数据,从而无法直接使用快速傅里叶变换。最常见的解决方案是依靠称为网格的插值算法,这在计算上是昂贵的。在本文中,我们提出了一种算法重新解释,称为sky to sky方法,以减少网格操作及其伴随的去网格操作在连续使用时的计算成本。分析了插值步长对计算量和重构误差的影响。我们还用梯度下降和CLEAN算法对一个完全重构进行了说明。最后,我们得到了1.2和16.4之间的加速度因子,没有额外的近似。
Fast Sky to Sky Interpolation for Radio Interferometric Imaging
Reconstruction of radio interferometric images re-quires the processing of data in Fourier space that dot not have regular coordinates, preventing direct use of the Fast Fourier Transform. The most common solution is to rely on interpolation algorithms, called gridding, that are computationally expensive. In this paper, we propose an algorithmic reinterpretation, named sky to sky method, to reduce the computation cost of the gridding operation and its adjoint, the degridding, when used successively. We analyze the impact of interpolation step size regarding the computation cost and the reconstruction error. We also illustrate this optimization on a full reconstruction with gradient descent and CLEAN algorithm. Finally, we obtain acceleration factors between 1.2 and 16.4 without additional approximation.