Title :
Finite-length analysis of the TEP decoder for LDPC ensembles over the BEC
Author :
Olmos, Pablo M. ; Pérez-Cruz, Fernando ; Salamanca, Luis ; Murillo-Fuentes, Juan José
Author_Institution :
Dept. de Teor. de la Senal y Comun., Univ. Carlos III de Madrid, Leganés, Spain
Abstract :
In this work, we analyze the finite-length performance of low-density parity check (LDPC) ensembles decoded over the binary erasure channel (BEC) using the tree-expectation propagation (TEP) algorithm. In a previous paper, we showed that the TEP improves the BP performance for decoding regular and irregular short LDPC codes, but the perspective was mainly empirical. In this work, given the degree-distribution of an LDPC ensemble, we explain and predict the range of code lengths for which the TEP improves the BP solution. In addition, for LDPC ensembles that present a single critical point, we propose a scaling law to accurately predict the performance in the waterfall region. These results are of critical importance to design practical LDPC codes for the TEP decoder.
Keywords :
binary codes; decoding; parity check codes; BEC; LDPC ensembles; TEP decoder; binary erasure channel; finite-length analysis; low-density parity check ensembles; tree-expectation propagation algorithm; waterfall region; Approximation methods; Decoding; Error analysis; Error probability; Parity check codes; Trajectory;
Conference_Titel :
Information Theory Proceedings (ISIT), 2012 IEEE International Symposium on
Conference_Location :
Cambridge, MA
Print_ISBN :
978-1-4673-2580-6
Electronic_ISBN :
2157-8095
DOI :
10.1109/ISIT.2012.6283932