§5 Fast Fourier Transform
1.
Finite discrete Fourier transform
[ Various Forms of Finite Discrete Fourier Transform ]
real (or complex) sequence f ( kh ) |
Finite discrete Fourier transform and its inversion formula
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hd |
( N is a positive integer) |
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( N is a positive integer) |
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( k , N is an integer) |
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[ Convolution and its properties ] Let the real (or complex) sequence g ( kh ) be a sequence with period Nh , which is called
is the convolution of the sequences f and g . Let
then
Second, the
fast Fourier transform algorithm
The Fast Fourier Transform ( FFT ) algorithm is a fast method for computing finite discrete Fourier transforms .
[ FFT algorithm of complex sequence ] To calculate the finite discrete Fourier transform of the complex sequence { z k } , is to calculate the form
,
The finite term sum of . For the inversion formula, the calculation method is similar .
Let N = 2 m , , then
set again
are the binary representations of k and j , respectively , and take the value 0 or 1. Then
because =
=
=
so
This leads to the recursive formula:
Finally there is
[ FFT Algorithm for Real Sequences ] Finite Discrete Fourier Cosine Transforms and Sine Transforms to be Calculated for Real Sequences with 2 N ( N = 2 m ) Elements
The FFT algorithm can be used first for complex sequences
z k =x k +iy k
calculate
And c j , s j use the following formula to find
As for c j , the value of s j is when