Deep-learning for breaking the trapping sets in low-density parity-check codes

S Han, J Oh, K Oh, J Ha - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
In the low-error rate regime, message-passing (MP) decoding for low-density parity-check
(LDPC) codes is known to have performance degradation due to trapping sets (TSs), which …

Breaking the trapping sets in LDPC codes: Check node removal and collaborative decoding

S Kang, J Moon, J Ha, J Shin - IEEE Transactions on …, 2015 - ieeexplore.ieee.org
Trapping sets strongly degrade performance of low-density parity check (LDPC) codes in the
low-error-rate region. This creates significant difficulties for the deployment of LDPC codes …

Lowering the error floors of low-density parity-check codes with additional check nodes

D Yuan, L Li, Y Liu - 2017 IEEE Information Theory Workshop …, 2017 - ieeexplore.ieee.org
This paper proposes a novel scheme for bit recovery of Low-Density Parity-Check (LDPC)
Codes. Firstly, the most erroneous and the most reliable bits are located by searching the …

A deep learning-aided post-processing scheme to lower the error floor of LDPC codes

J He - 2020 IEEE 20th International Conference on …, 2020 - ieeexplore.ieee.org
Low-density parity-check (LDPC) codes are widely used in a variety of communication
systems because of their low complexity iterative decoding and performance approaching …

An efficient post processing scheme to lower the error floor of LDPC decoders

W Li, J Lin, Z Wang - 2017 IEEE 17th International Conference …, 2017 - ieeexplore.ieee.org
Low-Density Parity-Check (LDPC) codes have extensive applications in numerous
communication systems. However, iterative LDPC decoders may suffer from error floor. In …

Performance evaluation of irregular low-density parity-check codes at high signal-to-noise ratio

X Zheng, FCM Lau, CK Tse - IET communications, 2011 - IET
Elementary trapping sets (ETSs) have been found to be the main cause of error floor in the
decoding of low-density parity-check (LDPC) codes. Moreover, irregular LDPC codes that …

A message-passing algorithm for counting short cycles in nonbinary LDPC codes

S Cho, K Cheun, K Yang - 2018 IEEE International Symposium …, 2018 - ieeexplore.ieee.org
Trapping sets with short cycles are known to give a detrimental effect on the error floor
performance of a low-density parity-check (LDPC) code. Unlike in binary LDPC codes., short …

Error floor estimation of LDPC decoders—A code independent approach to measuring the harmfulness of trapping sets

A Farsiabi, AH Banihashemi - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
The linear state-space model is a well-known code-independent method to estimate the
contribution of a trapping set (TS) structure to the error floor of low-density parity-check …

[PDF][PDF] New technique for improving performance of LDPC codes in the presence of trapping sets

E Alghonaim, A El-Maleh, M Adnan Landolsi - EURASIP Journal on …, 2008 - Springer
Trapping sets are considered the primary factor for degrading the performance of low-
density parity-check (LDPC) codes in the error-floor region. The effect of trapping sets on the …

A belief propagation algorithm with set-breaking to lower error-floors of low-density parity-check codes

M Kexiang, L Yongzhao, Z Hailin… - Chinese Journal of …, 2013 - ieeexplore.ieee.org
In order to more exactly describe the errorfloor phenomenon in the iterative decoding of Low-
density parity-check (LDPC) codes, a modified concept of the stable trapping set is …