Abstract
We investigate the performance of parity check codes using the mapping onto spin glasses proposed by Sourlas. We study codes where each parity check comprises products of K bits selected from the original digital message with exactly C parity checks per message bit. We show, using the replica method, that these codes saturate Shannon's coding bound for <span class='mathrm'>K?8</span> when the code rate K/C is finite. We then examine the finite temperature case to asses the use of simulated annealing methods for decoding, study the performance of the finite K case and extend the analysis to accommodate different types of noisy channels. The analogy between statistical physics methods and decoding by belief propagation is also discussed.
Original language | English |
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Pages (from-to) | 5352-5366 |
Number of pages | 15 |
Journal | Physical Review E |
Volume | 60 |
Issue number | 5 |
DOIs | |
Publication status | Published - Nov 1999 |
Bibliographical note
Copyright of the American Physical SocietyKeywords
- parity check codes
- mapping spin glasses
- Sourlas
- Shannon
- finite temperature
- simulated annealing methods for decoding
- noisy channels