Binary erasure channel
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In
coding theory Coding theory is the study of the properties of codes and their respective fitness for specific applications. Codes are used for data compression, cryptography, error detection and correction, data transmission and data storage. Codes are studied ...
and
information theory Information theory is the scientific study of the quantification, storage, and communication of information. The field was originally established by the works of Harry Nyquist and Ralph Hartley, in the 1920s, and Claude Shannon in the 1940s. ...
, a binary erasure channel (BEC) is a
communications channel A communication channel refers either to a physical transmission medium such as a wire, or to a logical connection over a multiplexed medium such as a radio channel in telecommunications and computer networking. A channel is used for informat ...
model. A transmitter sends a
bit The bit is the most basic unit of information in computing and digital communications. The name is a portmanteau of binary digit. The bit represents a logical state with one of two possible values. These values are most commonly represente ...
(a zero or a one), and the receiver either receives the bit correctly, or with some probability P_e receives a message that the bit was not received ("erased") .


Definition

A binary erasure channel with erasure probability P_e is a channel with binary input, ternary output, and probability of erasure P_e. That is, let X be the transmitted
random variable A random variable (also called random quantity, aleatory variable, or stochastic variable) is a mathematical formalization of a quantity or object which depends on random events. It is a mapping or a function from possible outcomes (e.g., the po ...
with alphabet \. Let Y be the received variable with alphabet \, where \text is the erasure symbol. Then, the channel is characterized by the
conditional probabilities In probability theory, conditional probability is a measure of the probability of an event occurring, given that another event (by assumption, presumption, assertion or evidence) has already occurred. This particular method relies on event B occur ...
: :\begin \operatorname X = 0 &= 1 - P_e \\ \operatorname X = 1 &= 0 \\ \operatorname X = 0 &= 0 \\ \operatorname X = 1 &= 1 - P_e \\ \operatorname X = 0 &= P_e \\ \operatorname X = 1 &= P_e \end


Capacity

The channel capacity of a BEC is 1-P_e, attained with a uniform distribution for X (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 1-P_e. However, by the
noisy-channel coding theorem In information theory, the noisy-channel coding theorem (sometimes Shannon's theorem or Shannon's limit), establishes that for any given degree of noise contamination of a communication channel, it is possible to communicate discrete data (di ...
, the capacity of 1-P_e can be obtained even without such feedback.


Related channels

If bits are flipped rather than erased, the channel is a
binary symmetric channel A binary symmetric channel (or BSCp) is a common communications channel model used in coding theory and information theory. In this model, a transmitter wishes to send a bit (a zero or a one), and the receiver will receive a bit. The bit will be "f ...
(BSC), which has capacity 1 - \operatorname H_\text(P_e) (for the
binary entropy function In information theory, the binary entropy function, denoted \operatorname H(p) or \operatorname H_\text(p), is defined as the entropy of a Bernoulli process with probability p of one of two values. It is a special case of \Eta(X), the entropy fun ...
\operatorname_\text), which is less than the capacity of the BEC for 0. If bits are erased but the receiver is not notified (i.e. does not receive the output e) then the channel is a
deletion channel A deletion channel is a communications channel model used in coding theory and information theory. In this model, a transmitter sends a bit (a zero or a one), and the receiver either receives the bit (with probability p) or does not receive anything ...
, and its capacity is an open problem.


History

The BEC was introduced by
Peter Elias Peter Elias (November 23, 1923 – December 7, 2001) was a pioneer in the field of information theory. Born in New Brunswick, New Jersey, he was a member of the Massachusetts Institute of Technology faculty from 1953 to 1991. In 1955, Elias introdu ...
of MIT in 1955 as a toy example.


See also

*
Erasure code In coding theory, an erasure code is a forward error correction (FEC) code under the assumption of bit erasures (rather than bit errors), which transforms a message of ''k'' symbols into a longer message (code word) with ''n'' symbols such that th ...
*
Packet erasure channel The packet erasure channel is a communication channel model where sequential packets are either received or lost (at a known location). This channel model is closely related to the binary erasure channel. An erasure code can be used for forward e ...


Notes


References

* * * {{citation , last = Mitzenmacher , first = Michael , authorlink = Michael Mitzenmacher , doi = 10.1214/08-PS141 , journal = Probability Surveys , mr = 2525669 , pages = 1–33 , title = A survey of results for deletion channels and related synchronization channels , volume = 6 , year = 2009, doi-access = free Coding theory