The future fast Fourier transform?

Citation
A. Edelman et al., The future fast Fourier transform?, SIAM J SC C, 20(3), 1999, pp. 1094-1114
Citations number
23
Categorie Soggetti
Mathematics
Journal title
SIAM JOURNAL ON SCIENTIFIC COMPUTING
ISSN journal
10648275 → ACNP
Volume
20
Issue
3
Year of publication
1999
Pages
1094 - 1114
Database
ISI
SICI code
1064-8275(19990219)20:3<1094:TFFFT>2.0.ZU;2-L
Abstract
It seems likely that improvements in arithmetic speed will continue to outp ace advances in communication bandwidth. Furthermore, as more and more prob lems are working on huge datasets, it is becoming increasingly likely that data will be distributed across many processors because one processor does not have sufficient storage capacity. For these reasons, we propose that an inexact DFT such as an approximate matrix-vector approach based on singula r values or a variation of the Dutt-Rokhlin fast-multipole-based algorithm may outperform any exact parallel FFT. The speedup may be as large as a fac tor of three in situations where FFT run time is dominated by communication . For the multipole idea we further propose that a method of "virtual charg es" may improve accuracy, and we provide an analysis of the singular values that are needed for the approximate matrix-vector approaches.