The z-Transform
Let be a digital impulse signal, that is, and is zero everywhere else. By scaling, shfting and summing functions, we can construct any input signal. LTI filters preserve scaling, shifting and summing, thus the behaviour of such a filter on determines the behaviour of the filter on any input signal.
We can easily compute the transfer function of a filter by looking at the output of the filter given .
Given a function defined for all , define the -transform of by
Let be the output of an LTI filter applied to . Define the transfer function to be the -transform of .
Then by linearity and time-invariance, for any input signal and corresponding output signal , we have where are the -transforms of respectively. Note also , where denotes convolution.