Title :
Error floor approximation for LDPC codes in the AWGN channel
Author :
Butler, Brian K. ; Siegel, Paul H.
Author_Institution :
Dept. of Electr. & Comput. Eng., Univ. of California San Diego, La Jolla, CA, USA
Abstract :
This paper addresses the prediction of error floors of variable-regular Low Density Parity Check (LDPC) codes in the Additive White Gaussian Noise (AWGN) channel. Specifically, we focus on the Sum-Product Algorithm (SPA) decoder in the log-domain at high SNRs. We hypothesize that several published error floor levels are due to numerical saturation within their decoders when handling high SNRs. We take care to develop a log-domain SPA decoder that does not saturate near-certain messages and find the error rates of our decoder to be lower by at least several orders of magnitude. We study the behavior of near-codewords / trapping sets that dominate the reported error floors. J. Sun, in his Ph.D. thesis, used a linear system model to show that error floors due to elementary trapping sets don´t exist under certain conditions, assuming that the SPA decoder is non-saturating [1]. We develop a refined linear model which we find to be capable of predicting the error floors caused by elementary trapping sets for saturating decoders. Performance results of several codes at several levels of decoder saturation are presented.
Keywords :
AWGN channels; decoding; linear codes; parity check codes; AWGN Channel; SNR; additive white Gaussian noise channel; elementary trapping set; error floor approximation level; linear system model; log-domain SPA decoder; log-domain sum-product algorithm decoder; near-codeword-trapping set; numerical saturation; variable-regular LDPC code; variable-regular low density parity check code; Charge carrier processes; Decoding; Eigenvalues and eigenfunctions; Mathematical model; Parity check codes; Sun; Vectors;
Conference_Titel :
Communication, Control, and Computing (Allerton), 2011 49th Annual Allerton Conference on
Conference_Location :
Monticello, IL
Print_ISBN :
978-1-4577-1817-5
DOI :
10.1109/Allerton.2011.6120169