Let x : Reals ® Reals be such that for all t Î Reals,
x(t) = cos(2p f t).
Let w : Reals ® Reals be such that for all t Î Reals,
where fs is the sampling frequency, equal to 1/T. Notice then that
SamplerT (x) = SamplerT (w).
The two sine waves are indistinguishable. To check this, let z = SamplerT (w). Then
z(n) = cos(2p( f + fs) nT) = cos(2p f nT + 2p fs nT)
= cos(2p f nT + 2p n) = cos(2p f nT ) = y(n)
where y = SamplerT (x).
A sinsoid or complex exponential at frequency f that is sampled at frequency fs is indistinguishable from one with frequency f + N fs for any integer N.
Recall that the DTFT is periodic with period 2p, in radians/sample. This means it is periodic with period 2p fs in radians/second, or with period fs in Hertz. Thus, the fact that f is indistinguishable from f + N fs is not surprising.