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Introduction to Digital Signal and System Analysis - Tutorsindia

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<strong>Introduction</strong> <strong>to</strong> <strong>Digital</strong> <strong>Signal</strong> <strong>and</strong> <strong>System</strong> <strong>Analysis</strong><br />

Discrete Fourier Transform<br />

It can be proved that the FFT algorithm has saved huge computing time by reducing from<br />

2<br />

N complex multiplications<br />

<strong>to</strong> N log 2 N , i.e. saved N<br />

8 8<br />

times of computation. For example, if N=8, = = 2. 67 ; if N=1024,<br />

log 2<br />

N<br />

log2<br />

8 3<br />

1024 1024<br />

= = 102.4 . i.e. saved 102 times of multiplications. The longer the data length N, the more time can<br />

log 1024 10<br />

2<br />

be saved relative <strong>to</strong> the direct calculation of the DFT.<br />

Problems<br />

Q6.1 What are the features of the DFT coefficients X[k] of an N-sample signal which is<br />

a) Real,<br />

b) Real <strong>and</strong> even,<br />

c) Real <strong>and</strong> odd, <strong>and</strong><br />

d) Complex<br />

Q6.2 For the digital sequence<br />

a) x[n] = [1 -1 ],<br />

b) x[n]= [3 -2],<br />

c) x[n]=[1 -1 0 0],<br />

d) x[n] = [1 0 0 1],<br />

e) x[n]=[1 2 1 3].<br />

Calculate the Discrete Fourier Transform (DFT) .<br />

Q6.3 Explain how the Fast Fourier Transform (FFT) algorithm can be faster than direct calculation of the Discrete Fourier<br />

Transform (DFT).<br />

Q6.4 Answer the following questions:<br />

--<br />

With reference <strong>to</strong> the Fast Fourier Transform (FFT), why is the length, N, normally chosen as an integer power<br />

of 2<br />

--<br />

In brief, what is the reason that the FFT algorithm can be faster than direct calculation of the Discrete Fourier<br />

Transform (DFT)<br />

--<br />

If the length of a sequence is not yet an integer power of 2, how is it possible <strong>to</strong> take advantage of the FFT<br />

algorithm<br />

99<br />

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