Decimation-in-time FFT Assignment Help

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Radix-2 decimation-in-time FFT (Cooley-Tukey)

Procedure and important points

 

1.   The number of input samples is N = 2ν here ν is an integer.

2.   The input sequence is shuffled through the bit-reversal. The index n of sequence x(n) can be expressed in binary and then reversed.

3.   The number of stages in flow graph can be given by ν =log2N .

4.   Every stage consists of N/2 butterflies.

5.   Inputs/outputs for each of the butterfly are separated as follows:

Separation = 2m-1 samples where m = stage index, stages being numbered from left to right (i.e., m = 1 for stage 1, m = 2 for stage 2 etc.).

This amounts to the separation increasing from left to right in order 1, 2, 4, ..., N/2.

1503_Decimation-in-time FFT.png 
6.  The number of complex additions1281_Decimation-in-time FFT1.png

and the number of complex multiplications is 1014_Decimation-in-time FFT2.png 

7.  The elementary computation block in flow graph, called as butterfly, is shown here.

This is an in-place calculation in which the outputs2406_Decimation-in-time FFT3.png can be calculated and stored in same locations as A and B.

 

1277_Decimation-in-time FFT4.png

Example: Radix-2, 8-point, decimation-in-time FFT for sequence
2435_Decimation-in-time FFT5.png 

Solution

The twiddle factors are given below

 

One of the elementary calculations is shown below:

 

Solution The twiddle factors are given below

2188_Decimation-in-time FFT8.png 

One of the elementary computations is shown as follows:

395_Decimation-in-time FFT7.png

1985_Decimation-in-time FFT6.png

 

The signal flow graph is as follows:

 

1743_Decimation-in-time FFT11.png 


The DFT is X(k) = {0, (5 - j12.07), (-4 + j4), (5 - j2.07), -4, (5 + j2.07), (-4 - j4), (5 + j12.07)}

232_Decimation-in-time FFT10.png

2499_Decimation-in-time FFT9.png

The MATLAB program:

x = [1, 2, 3, 4, -4, -3, -2, -1], X = fft(x) 

 

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