The prime factor non-binary discrete Fourier transform and use of Crystal_Router as a general purpose communication routine

G. Aloisio, Nicola Veneziani, Jai Sam Kim, G. Fox
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引用次数: 5

Abstract

We have implemented one of the Fast Fourier Transform algorithms, the Prime Factor algorithm (PFA), on the hypercube. On sequential computers, the PFA and other discrete Fourier transforms (DFT) such as the Winograd algorithm (WFA) are known to be very efficient. However, both algorithms require full data shuffling and are thus challenging to any distributed memory parallel computers. We use a concurrent communication algorithm, called the Crystal_Router for communicating shuffled data. We will show that the speed gained in reduced arithmetic compared to binary FFT is sufficient to overcome the extra communication requirement up to a certain number of processors. Beyond this point the standard Cooley-Tukey FFT algorithm has the best performance. We comment briefly on the application of the DFT to signal processing in synthetic aperture radar (SAR).
素因子非二进制离散傅里叶变换和使用Crystal_Router作为通用通信例程
我们在超立方体上实现了一种快速傅里叶变换算法,素数因子算法(PFA)。在顺序计算机上,PFA和其他离散傅立叶变换(DFT)如Winograd算法(WFA)是非常有效的。然而,这两种算法都需要完全的数据变换,因此对任何分布式内存并行计算机都是一个挑战。我们使用一种称为Crystal_Router的并发通信算法来通信洗刷后的数据。我们将证明,与二进制FFT相比,在简化算法中获得的速度足以克服特定数量的处理器的额外通信需求。除此之外,标准的Cooley-Tukey FFT算法具有最好的性能。简要评述了DFT在合成孔径雷达(SAR)信号处理中的应用。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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