Title of article
Statistical mechanics and capacity-approaching error-correcting codes
Author/Authors
Nicolas Sourlas، نويسنده ,
Issue Information
روزنامه با شماره پیاپی سال 2001
Pages
8
From page
14
To page
21
Abstract
I will show that there is a deep relation between error-correction codes and certain mathematical models of spin glasses. In particular, minimum error probability decoding is equivalent to finding the ground state of the corresponding spin system. The most probable value of a symbol is related to the magnetisation at a different temperature. Convolutional codes correspond to one-dimensional spin systems and Viterbiʹs decoding algorithm to the transfer matrix algorithm of statistical mechanics.
I will also show how the recently discovered (or rediscovered) capacity approaching codes (turbo codes and low-density parity check codes) can be analysed using statistical mechanics. It is possible to show, using statistical mechanics, that these codes allow error-free communication for signal to noise ratio above a certain threshold. This threshold depends on the particular code, and can be computed analytically in many cases
Journal title
Physica A Statistical Mechanics and its Applications
Serial Year
2001
Journal title
Physica A Statistical Mechanics and its Applications
Record number
867455
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