An overview of sampling and reconstruction on a system level.
Ideal reconstruction system
shows the ideal reconstruction system based
on the results of the Sampling theorem
proof .
consists of a sampling device which produces a time-discrete sequence
.
The reconstruction filter,
, is
an ideal analog
sinc filter, with
. We can't apply the time-discrete sequence
directly to the analog filter
.
To solve this problem we turn the sequence into an analog signal using
delta functions .
Thus we write
.
But when will the system produce an output
?
According to the
sampling theorem we have
when the sampling frequency,
,
is at least twice the highest frequency component of
.
Ideal system including anti-aliasing
To be sure that the reconstructed signal is free of aliasing it is customary to
apply a lowpass filter, an
anti-aliasing filter , before
sampling as shown in
.
Again we ask the question of when the system will produce an output
?
If the signal is entirely confined within the passband of the lowpass filter we willget perfect reconstruction if
is high enough.
But if the anti-aliasing filter removes the "higher" frequencies, (which in fact is the job
of the anti-aliasing filter), we will
never be able
to
exactly reconstruct the original signal,
. If
we sample fast enough we can reconstruct
,
which in most cases is satisfying.
The reconstructed signal,
, will not have aliased frequencies. This is essential for further use of the signal.
Reconstruction with hold operation
To make our reconstruction system realizable there are many things to look into.
Among them are the fact that any practical reconstruction system must input finite length pulses into thereconstruction filter. This can be accomplished by the
hold operation .
To alleviate the distortion caused by the hold opeator we apply the output from the hold deviceto a compensator. The compensation can be as accurate as we wish, this is cost and application consideration.
By the use of the hold component the reconstruction will not be exact, but as mentioned
above we can get as close as we want.