DocumentCode
1080005
Title
Roundoff noise in floating point fast Fourier transform computation
Author
Weinstein, Clifford J.
Author_Institution
Massachusetts Institute of Technology, Lexington, Mass
Volume
17
Issue
3
fYear
1969
fDate
9/1/1969 12:00:00 AM
Firstpage
209
Lastpage
215
Abstract
A statistical model for roundoff errors is used to predict output noise-to-signal ratio when a fast Fourier transform is computed using floating point arithmetic. The result, derived for the case of white input signal, is that the ratio of mean-squared output noise to mean-squared output signal varies essentially as
where
is the number of points transformed. This predicted result is significantly lower than bounds previously derived on mean-squared output noise-to-signal ratio, which are proportional to ν2. The predictions are verified experimentally, with excellent agreement. The model applies to rounded arithmetic, and it is found experimentally that if one truncates, rather than rounds, the results of floating point additions and multiplications, the output noise increases significantly (for a given ν). Also, for truncation, a greater than linear increase with ν of the output noise-to-signal ratio is observed; the empirical results seem to be proportional to ν2, rather than to ν.
where
is the number of points transformed. This predicted result is significantly lower than bounds previously derived on mean-squared output noise-to-signal ratio, which are proportional to ν2. The predictions are verified experimentally, with excellent agreement. The model applies to rounded arithmetic, and it is found experimentally that if one truncates, rather than rounds, the results of floating point additions and multiplications, the output noise increases significantly (for a given ν). Also, for truncation, a greater than linear increase with ν of the output noise-to-signal ratio is observed; the empirical results seem to be proportional to ν2, rather than to ν.Keywords
Digital filters; Discrete Fourier transforms; Fast Fourier transforms; Floating-point arithmetic; Integrated circuit noise; Laboratories; Predictive models; Roundoff errors; Signal to noise ratio; Upper bound;
fLanguage
English
Journal_Title
Audio and Electroacoustics, IEEE Transactions on
Publisher
ieee
ISSN
0018-9278
Type
jour
DOI
10.1109/TAU.1969.1162049
Filename
1162049
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