[HN Gopher] Mathematics of the Discrete Fourier Transform (DFT) ...
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Mathematics of the Discrete Fourier Transform (DFT) with Audio
Applications
Author : mindcrime
Score : 44 points
Date : 2022-11-19 07:45 UTC (2 days ago)
(HTM) web link (ccrma.stanford.edu)
(TXT) w3m dump (ccrma.stanford.edu)
| jmwilson wrote:
| Having first been exposed to the DFT in a very similar matter to
| this text, I think there is a significant advantage in first
| deriving it from the discrete time Fourier transform (DTFT, not
| to be confused with DFT, and notwithstanding the name is actually
| a continuous function) instead of trying to introduce it
| independently on its own. This is the approach taken in Oppenheim
| and Schafer textbook, but requires the reader have a bit more
| background in mathematics.
|
| In this way, the DFT is seen as a sampling of the DTFT when the
| signal is convolved with a window function, and explains why the
| spectrum of a signal is smeared when its period is not a multiple
| of the transform size. This textbook says "there is no leakage
| when the signal being analyzed is truly periodic and we can
| choose N to be exactly a period, or some multiple of a period" --
| actually there still is, it's just that the DFT happens to sample
| precisely at the nulls of those sidelobes. The sidelobes are
| further seen as a consequence of the window function, and
| explains why certain window choices have better sidelobe
| attenuation at the tradeoff of wider main lobe/lower frequency
| resolution.
| texaslonghorn5 wrote:
| https://ccrma.stanford.edu/~jos/mdft/Chapter_Outline.html
|
| interesting looking page. compared to ctcf, there is a lot of
| cool math that pops out in the dtdf case (sampling, aliasing,
| etc). also it's fundamentally how we deal with audio in computer
| systems so this is highly practical info.
|
| it is also fun to look at the various other discrete flavors of
| signal processing.
|
| https://ccrma.stanford.edu/~jos/mdft/Fourier_Transforms_Cont...
|
| you can even extend this to finite algebraic structures. I think
| most fourier analysis references will have some information as
| there is relevance to Dirichlet theorem on primes.
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