Binary erasure channel explained
In coding theory and information theory, a binary erasure channel (BEC) is a communications channel model. A transmitter sends a bit (a zero or a one), and the receiver either receives the bit correctly, or with some probability
receives a message that the bit was not received ("erased") .
Definition
A binary erasure channel with erasure probability
is a channel with binary input, ternary output, and probability of erasure
. That is, let
be the transmitted
random variable with alphabet
. Let
be the received variable with alphabet
, where
is the erasure symbol. Then, the channel is characterized by the
conditional probabilities:
\begin{align}
\operatorname{Pr}[Y=0|X=0]&=1-Pe\\
\operatorname{Pr}[Y=0|X=1]&=0\\
\operatorname{Pr}[Y=1|X=0]&=0\\
\operatorname{Pr}[Y=1|X=1]&=1-Pe\\
\operatorname{Pr}[Y=e|X=0]&=Pe\\
\operatorname{Pr}[Y=e|X=1]&=Pe
\end{align}
Capacity
The channel capacity of a BEC is
, attained with a uniform distribution for
(i.e. half of the inputs should be 0 and half should be 1).
If the sender is notified when a bit is erased, they can repeatedly transmit each bit until it is correctly received, attaining the capacity
. However, by the
noisy-channel coding theorem, the capacity of
can be obtained even without such feedback.
Related channels
If bits are flipped rather than erased, the channel is a binary symmetric channel (BSC), which has capacity
(for the
binary entropy function
), which is less than the capacity of the BEC for
. If bits are erased but the receiver is not notified (i.e. does not receive the output
) then the channel is a
deletion channel, and its capacity is an open problem.
History
The BEC was introduced by Peter Elias of MIT in 1955 as a toy example.
See also
References
- Book: Thomas M. . Cover . Joy A. . Thomas . Elements of Information Theory . Wiley . Hoboken, New Jersey . 978-0-471-24195-9 . 1991.
- Book: MacKay, David J.C. . David J. C. MacKay. Information Theory, Inference, and Learning Algorithms. Cambridge University Press. 2003. 0-521-64298-1.