Digital Signal Processing Reference
In-Depth Information
Now, since
6
t
determines Pr(
t
i
jd
i
) and thus
I
(
d
i
,
t
i
), and similarly
6
Y
determines
Pr(
Y
i
jd
i
) and thus
I
(
d
i
,
Y
i
), the transfer function
6
t
¼ f
inner
(
6
Y
) can be rephrased
as
I
(
d
i
,
t
i
)
¼ g
inner
[
I
(
d
i
,
Y
i
)]. Similarly, the transfer function
6
Y
¼ f
outer
(
6
t
) can be
rephrased as
I
(
d
i
,
Y
i
)
¼ g
outer
[
I
(
d
i
,
t
i
)], and successive iterations are then described as
I
(
d
i
,
t
(
m
)
)
¼ g
inner
[
I
(
d
i
,
Y
(
m
)
)]
i
i
I
(
d
i
,
Y
(
mþ
1)
i
)
¼ g
outer
[
I
(
d
i
,
t
(
m
)
i
)]
B
EXAMPLE 3.12
EXIT Chart Construction.
Figure 3.18 shows the extrinsic information transfer
function
I
(
d
i
,
Y
i
)
¼ g
outer
[
I
(
d
i
,
t
i
)]
for the decoder corresponding to the rate 1
/
2 encoder from Figure 3.4. The curve is
obtained by randomly generating pseudo priors
U
i
(
d
i
) such that their log ratios
Y
i
¼
log [
U
i
(1)
=U
i
(0)] follow the conditional Gaussian distribution from (3.11),
for a given value of
6
Y
. These values, when fed to the decoder, give extrinsic infor-
mation values
T
i
. The histogram of their log ratios
t
i
¼
log [
T
i
(1)
=T
i
(0)] was
empirically verified to fit the conditional distribution (3.10), and the value
6
t
can
be estimated from the mean of the values
t
i
. By repeating this experiment for a
range of values for
6
Y
, and transforming to mutual information values
I
(
d
i
,
Y
i
)
and
I
(
d
i
,
t
i
), the plot of Figure 3.18 results.
Figure 3.18 Extrinsic information transfer function for the outer decoder corresponding
to the rate 1
/
2 encoder of Figure 3.4.
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