We consider automorphism ensemble decoding (AED) of quasi-cyclic (QC)
low-density parity-check (LDPC) codes. Belief propagation (BP) decoding on the
conventional factor graph is equivariant to the quasi-cyclic automorphisms and
therefore prevents gains by AED. However, by applying small modifications to
the parity-check matrix at the receiver side, we can break the symmetry without
changing the code at the transmitter. This way, we can leverage a gain in
error-correcting performance using an ensemble of identical BP decoders,
without increasing the worst-case decoding latency. The proposed method is
demonstrated using LDPC codes from the CCSDS, 802.11n and 5G standards and
produces gains of 0.2 to 0.3 dB over conventional BP decoding.
Description
[2202.00287] Automorphism Ensemble Decoding of Quasi-Cyclic LDPC Codes by Breaking Graph Symmetries
%0 Generic
%1 geiselhart2022automorphism
%A Geiselhart, Marvin
%A Ebada, Moustafa
%A Elkelesh, Ahmed
%A Clausius, Jannis
%A Brink, Stephan ten
%D 2022
%K coding myown
%T Automorphism Ensemble Decoding of Quasi-Cyclic LDPC Codes by Breaking Graph Symmetries
%U http://arxiv.org/abs/2202.00287
%X We consider automorphism ensemble decoding (AED) of quasi-cyclic (QC)
low-density parity-check (LDPC) codes. Belief propagation (BP) decoding on the
conventional factor graph is equivariant to the quasi-cyclic automorphisms and
therefore prevents gains by AED. However, by applying small modifications to
the parity-check matrix at the receiver side, we can break the symmetry without
changing the code at the transmitter. This way, we can leverage a gain in
error-correcting performance using an ensemble of identical BP decoders,
without increasing the worst-case decoding latency. The proposed method is
demonstrated using LDPC codes from the CCSDS, 802.11n and 5G standards and
produces gains of 0.2 to 0.3 dB over conventional BP decoding.
@misc{geiselhart2022automorphism,
abstract = {We consider automorphism ensemble decoding (AED) of quasi-cyclic (QC)
low-density parity-check (LDPC) codes. Belief propagation (BP) decoding on the
conventional factor graph is equivariant to the quasi-cyclic automorphisms and
therefore prevents gains by AED. However, by applying small modifications to
the parity-check matrix at the receiver side, we can break the symmetry without
changing the code at the transmitter. This way, we can leverage a gain in
error-correcting performance using an ensemble of identical BP decoders,
without increasing the worst-case decoding latency. The proposed method is
demonstrated using LDPC codes from the CCSDS, 802.11n and 5G standards and
produces gains of 0.2 to 0.3 dB over conventional BP decoding.},
added-at = {2022-03-08T14:32:07.000+0100},
author = {Geiselhart, Marvin and Ebada, Moustafa and Elkelesh, Ahmed and Clausius, Jannis and Brink, Stephan ten},
biburl = {https://puma.ub.uni-stuttgart.de/bibtex/2b7935e5fcbaa13888c8ba7c15db7174a/mgeiselhart},
description = {[2202.00287] Automorphism Ensemble Decoding of Quasi-Cyclic LDPC Codes by Breaking Graph Symmetries},
interhash = {3cbcfaf98e5d33099a4e3f29c5bd2180},
intrahash = {b7935e5fcbaa13888c8ba7c15db7174a},
keywords = {coding myown},
note = {cite arxiv:2202.00287 Comment: 5 pages, submitted to IEEE for possible publication},
timestamp = {2022-03-08T13:32:07.000+0100},
title = {Automorphism Ensemble Decoding of Quasi-Cyclic LDPC Codes by Breaking Graph Symmetries},
url = {http://arxiv.org/abs/2202.00287},
year = 2022
}