Statistical physics of irregular low-density parity-check codes

Citation
R. Vicente et al., Statistical physics of irregular low-density parity-check codes, J PHYS A, 33(37), 2000, pp. 6527-6542
Citations number
35
Categorie Soggetti
Physics
Journal title
JOURNAL OF PHYSICS A-MATHEMATICAL AND GENERAL
ISSN journal
03054470 → ACNP
Volume
33
Issue
37
Year of publication
2000
Pages
6527 - 6542
Database
ISI
SICI code
0305-4470(20000922)33:37<6527:SPOILP>2.0.ZU;2-N
Abstract
Low-density parity-check codes with irregular constructions have recently b een shown to outperform the most advanced error-correcting codes to date. I n this paper we apply methods of statistical physics to study the typical p roperties of simple irregular codes. We use the replica method to find a ph ase transition which coincides with Shannon's coding bound when appropriate parameters are chosen. The decoding by belief propagation is also studied using statistical physics arguments; the theoretical solutions obtained are in good agreement with simulation results. We compare the performance of i rregular codes with that of regular codes and discuss the factors that cont ribute to the improvement in performance.