Title :
Optimized puncturing distributions for irregular non-binary LDPC codes
Author :
Gorgoglione, Matteo ; Savin, Valentin ; Declercq, David
Author_Institution :
MINATEC, CEA-LETI, Grenoble, France
Abstract :
In this paper we design non-uniform bit-wise puncturing distributions for irregular non-binary LDPC (NB-LDPC) codes. The puncturing distributions are optimized by minimizing the decoding threshold of the punctured LDPC code, the threshold being computed with a Monte-Carlo implementation of Density Evolution. First, we show that Density Evolution computed with Monte-Carlo simulations provides accurate (very close) and precise (small variance) estimates of NB-LDPC code ensemble thresholds. Based on the proposed method, we analyze several puncturing distributions for regular and semi-regular codes, obtained either by clustering punctured bits, or spreading them over the symbol-nodes of the Tanner graph. Finally, optimized puncturing distributions for non-binary LDPC codes with small maximum degree are presented, which exhibit a gap between 0.2 and 0.5 dB to the channel capacity, for punctured rates varying from 0.5 to 0.9.
Keywords :
Monte Carlo methods; decoding; graph theory; parity check codes; Monte-Carlo implementation; Tanner graph; clustering punctured bits; decoding threshold; density evolution; irregular nonbinary LDPC codes; nonuniform bitwise puncturing distributions; regular codes; semiregular codes; symbol-nodes; AWGN channels; Approximation methods; Decoding; Iterative decoding; Optimization; Polynomials;
Conference_Titel :
Information Theory and its Applications (ISITA), 2010 International Symposium on
Conference_Location :
Taichung
Print_ISBN :
978-1-4244-6016-8
Electronic_ISBN :
978-1-4244-6017-5
DOI :
10.1109/ISITA.2010.5649264