Title :
Bounds on the belief propagation threshold of non-binary LDPC codes
Author :
Geller, L. ; Burshtein, David
Author_Institution :
Sch. of Electr. Eng., Tel Aviv Univ., Tel Aviv, Israel
Abstract :
We consider LDPC code ensembles over non-binary Galois fields, when used for transmission over arbitrary memoryless channels. Belief propagation decoding for these codes has been shown to achieve excellent results. However, computing the decoding threshold using density evolution is usually impractical, since one needs to propagate multi-dimensional probability distributions, and Monte Carlo simulations are required instead. By considering the evolution of the message Bhattacharyya parameter and the message expected value parameter we derive a simple lower bound on the performance of the algorithm. This bound applies for both regular and irregular non-binary LDPC ensembles.
Keywords :
Galois fields; Monte Carlo methods; memoryless systems; parity check codes; probability; Bhattacharyya parameter; Monte Carlo simulations; arbitrary memoryless channels; belief propagation decoding; belief propagation threshold; multidimensional probability distributions; non-binary Galois fields; non-binary LDPC codes; Belief propagation; Decoding; Iterative decoding; Optimization; Vectors; Low-density parity-check (LDPC) codes; belief propagation decoding; non-binary codes;
Conference_Titel :
Information Theory Workshop (ITW), 2012 IEEE
Conference_Location :
Lausanne
Print_ISBN :
978-1-4673-0224-1
Electronic_ISBN :
978-1-4673-0222-7
DOI :
10.1109/ITW.2012.6404692