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Introduction to the Discrete Time Fourier Transform
Given a discrete time LTI system with impulse response
, recall tha t the response (if it's well defined) to the input signal
is
, where
is the frequency response of the system. Now let's calculate the response to the input signal
in terms of the impulse response:
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From this, we see that the summation above in the square brackets must be the frequency response:
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The right hand side of the above equation is known as the discrete time Fourier transform of the signal
. Thus, the frequency response of a discrete time LTI system is the discrete time Fourier transform of the system's impulse response.
We know that an LTI systems frequency response completely specifies the system. If the system maps real input signals to real output signals, one way of characterizing the system, in principle, is to do an infinite set of experiments: For each possible frequency
, apply the input signal
and measure the output signal, which must be a sinusoid of frequency
. The amplitide and phase of the output signal gives us the magnitide and angle of the frequency response at frequency
,
. However, we also know that we can measure the system with only one experiment: apply the unit sample as the input signal and measure the impulse response. As we will see, the unit sample contains all frequencies, and in a sense in this case we are really doing the same infinite set of experiments, but all at once.
R. L. Cruz
Fri Dec 25 20:53:17 PST 1998