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Journal Electromagnetic Waves and Electronic Systems №5 for 2014 г.
Article in number:
Suboptimal decoding of low-density parity-check codes
Authors:
I.А. Kirianov - Engineer, GSKB Almaz-Antey (Moscow). E-mail: cucutnog@bk.ru
Abstract:
Low-density parity-check (LDPC) codes have the best ability to error correction.
The basic algorithm to decoding LDPC codes is «Belief propagation». It is powerful tool to decoding LDPC codes. But this algorithm has a high complexity since one uses hyperbolic tangent and arctangent function.
Algorithm «Min-sum» allows reduce decoding complexity. Exchange between variable and check nodes goes without uses hyperbolic tangent and arctangent function. Payback for this simplification is degradation of error correction performance. It is about 0,7 dB.
This loss can be reduced. Check messages of «Min-sum» is always greater than check massages of «Belief propagation». This is a reason for this loss. There are two ways to minimize this loss.
First, it is algorithm «Min-sum normalized». Check messages of «Min-sum normalized» are computed by dividing check messages of «Min-sum» by some constant. Loss of this algorithm is about 0,1 dB.
Second, it is algorithm «Min-sum offset». Check messages of «Min-sum offset» are computed by subtraction from check messages of «Min-sum» some constant. Loss of this algorithm is about 0,05 dB.
Pages: 47-51
References
- Gallager R.G. Low-Density Party-Check Codes, IRE Trans Info Theory. 1962. V. 8. № 1. P. 21−28.
- Kir'yanov I.A. Issledovanie statisticheskix xarakteristik dekodirovaniya nizkoplotnotsny'x kodov // Informaczionno-izmeritel'ny'e i upravlyayushhie sistemy'. M.: Radiotexnika. 2012. № 10. S. 20−25.
- Moon T.K. Error correction coding. Mathematical Methods and Algorithms. Wiley-Interscience. 2005. 800 p.
- Ovechkin G.V. Primenenie Min-sum algoritma dlya dekodirovaniya blokovy'x samoortagonal'ny'x kodov // Mezhvuz. sb. nauch. tr. «Matematicheskoe i programmnoe obespechenie vy'chislitel'ny'x sistem». M.: Goryachaya liniya - Telekom. 2010. S. 99−105.
- Declercq D., Fossorier M. Extended MinSum Algorithm for Decoding LDPC Codes over GF(q) // Proceedings International Symposium on Information Theory. 2005. P. 464−468.
- Chen J., Tanner R.M., Jones C., Li Y. Improved Min-sum Decoding Algorithms for Irregular LDPC Codes //Proceedings International Symposium on Information Theory. 2005. P. 449−453.
- Chen J., Fossorier P.C.Marc. Density Evolution for Two Improved BP‑Based Decoding Algorithms of LDPC Codes // IEEE communications letters. 2002. V. 6. № 5. P. 208−210.
- Vasic B., Kurtas E.M. Coding and Signal Processing for Magnetic Recording Systems / Bane Vasic, ed. CRCPress. 2004. P. 627−645. 701 p.
- Kuzneczov N.A., Zolotaryov V.V., Ovechkin G.V., Ovechkin P.V. Nedvoichny'e mnogoporogovy'e dekodery' i drugie metody' korrekczii oshibok v simvol'noj informaczii // Radiotexnika. M.: Radiotexnika. 2010. № 6. C. 4−9