Digital Signal Processing Reference
In-Depth Information
in which v j denotes the channel output at this stage rather than y j , to avoid confusion
with Section 3.5.1 treating the case involving intersymbol interference. Optimal
decoding is accomplished with the aid of the a posteriori probability mass function
Pr( c )Pr( v j c )
Pr( v )
Pr( cjv ) ¼
which is evaluated for the particular v ¼ [ v 1 , ... , v 2 K ] received, as c varies among the
set of code words C from the encoder. The bitwise optimal solution is obtained by
thresholding the marginal evaluations from this function
X
Pr( cjv ) _ X
c [ C
c j ¼ 0
Pr( cjv ),
j ¼ 1, 2, ... ,2 K
c [ C
c j ¼ 1
and choosing c j ¼ 1 if the left-hand side is greater than the right-hand side, and c j ¼ 0
otherwise.
Now, at each time step j , the encoder produces two bits, c j and c jþK , which we
shall combine into a quaternary symbol C j ¼ [ c j c jþK ] taking four configurations.
Similarly, the channel outputs v j and v jþK [cf. (3.3)] may be combined into a composite
V j ¼ [ v j v jþK ] conveying information on the encoder output at time j .
The trellis description shows that at any time instant j , the internal state of the
encoder assumes one of four configurations, viz.
0
0
0
1
1
0
1
1
x j ¼
or
x j ¼
or
x j ¼
or
x j ¼
| {z }
S 0
| {z }
S 1
| {z }
S 2
| {z }
S 3
in which S 0 , ... , S 3 denote the state configurations so indicated. The a posteriori prob-
abilities Pr( c j jv ) may then be related to the state transition probabilities Pr( x j 2 1 ¼ S m 0 ,
x j ¼ S m jv ). As an example
Pr( c j ¼ 0 jv ) ¼ Pr( x j 1 ¼ S 0 , x j ¼ S 0 jv )
þ Pr( x j 1 ¼ S 1 , x j ¼ S 2 jv )
þ Pr( x j 1 ¼ S 2 , x j ¼ S 3 jv )
þ Pr( x j 1 ¼ S 3 , x j ¼ S 1 jv )
because the four state transitions in the probabilities on the right-hand side encompass
the event that c j ¼ 0.
The state transition probabilities can be expressed using three conditional prob-
ability sequences
a j ( m ) ¼ Pr( x j ¼ S m jV 1 , ... , V j )
b j ( m ) ¼ Pr( V 1 , ... , V K jx j ¼ S m )
g j ( m 0 , m ) ¼ Pr( x j ¼ S m ; V j jx j 1 ¼ S m 0 )
 
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