Periodic Sampling with Arbitrary Sampling Geometries:
We define two linearly independent vectors
and
and write the locations of a doubly periodic set of samples in
-pl as
Figure( 3.2.1)
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Using vector notation we express these relations as
where
is an integer indexing vector with as unitless coordinate variables and
is a matrix made up of the sampling vectors
and
i.e
.
As
and
are linearly independent, the determinant of is non-zero. We refer to
as the sampling matrix . The basis vectors can be interpreted as columns of which maps index values to actual sampling positions of a spatially continuous signal. Sampling a continuous signal
produces the discrete signal
.The sampling locations are shown in Fig (3.2.1).
At this stage we ask the questions,
1) How are the FT's of
and
related?
2)
Under what circumstances can we reconstruct
from its samples
?
We proceed by defining the 2D-FT of
as:
where
and are double integrals, because and are vectors respectively.
The discrete time FT i.e. (DTFT) of can be written as
where and
|
(3.2.1) |
Since
is obtained from by sampling, we have:
(continued in the next slide) |