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Improved Generalized Automorphism Belief Propagation Decoding

Mandelbaum, Jonathan 1; Miao, Sisi 1; Schwendemann, Nils Albert 1; Jäkel, Holger 1; Schmalen, Laurent 1
1 Communications Engineering Lab (CEL), Karlsruher Institut für Technologie (KIT)

Abstract:

With the increasing demands on future wireless systems, new design objectives become eminent. Low-density parity-check codes together with belief propagation (BP) decoding have outstanding performance for large block lengths. Yet, for future wireless systems, good decoding performance for short block lengths is mandatory, a regime in which BP decoding typically shows a significant gap to maximum likelihood decoding. Automorphism ensemble decoding (AED) is known to reduce this gap effectively and, in addition, enables an easy trade-off between latency, throughput, and complexity. Recently, generalized AED (GAED) was proposed to increase the set of feasible automorphisms suitable for ensemble decoding. By construction, GAED requires a preprocessing step within its constituent paths that results in information loss and potentially limits the gains of GAED. In this work, we show that the preprocessing step can be merged with the Tanner graph of BP decoding, thereby improving the performance of the constituent paths. Finally, we show that the improvement of the individual paths also enhances the overall performance of the ensemble.


Originalveröffentlichung
DOI: 10.1109/ISWCS61526.2024.10639098
Zugehörige Institution(en) am KIT Communications Engineering Lab (CEL)
Publikationstyp Proceedingsbeitrag
Publikationsmonat/-jahr 08.2024
Sprache Englisch
Identifikator ISBN: 979-83-503-6251-0
ISSN: 2154-0217
KITopen-ID: 1000174633
Erschienen in 2024 19th International Symposium on Wireless Communication Systems (ISWCS), Rio de Janeiro, 14th -17th July 2024
Veranstaltung 19th International Symposium on Wireless Communication Systems (ISWCS 2024), Rio de Janeiro, Brasilien, 14.07.2024 – 17.07.2024
Verlag Institute of Electrical and Electronics Engineers (IEEE)
Seiten 1–6
Vorab online veröffentlicht am 23.08.2024
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