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An Improved Reliability-Based Decoding Algorithm for NB-LDPC Codes

delete2021-04-01
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PRE
AI
S
Suwen Song
J
Jing Tian
J
Jun Lin
Z
Zhongfeng Wang *
DOI:10.1109/LCOMM.2021.3049602delete
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Abstract

Abstract

En 中文
When non-binary low-density parity-check (NB-LDPC) codes with low column weights are adopted, the iterative reliability-based majority-logic decoding (IRB-MLGD) algorithms suffer from severe performance degradation compared to message passing algorithms. In this brief, based on the improved iterative soft reliability-based (IISRB)-MLGD algorithm, we propose a perturbation-injected (P)-IISRB algorithm, where a regular perturbation is introduced to alleviate the periodic point problem that is the main reason for IISRB decoding failure. Compared with the conventional IISRB, the new algorithm significantly improves the decoding performance, lowering the error-floor by at least two orders of magnitude for the example code. Besides, instead of traditionally pre-computing and storing all the q-ary channel reliability measures, a real-time computing method is presented, which reduces the memory cost from O(q) to O(log(2) q).
Keywords:
Reliability
Iterative decoding
Perturbation methods
Decoding
Real-time systems
Memory management
Computational complexity
Error-correction codes
non-binary LDPC codes
reliability-based decoding
majority-logic decoding
perturbation
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Key information extracted from the uploaded paper, including a brief overview, abstract, background, key highlights, visual analysis, and future outlook.

Journal

IEEE Communications Letters cover
IEEE Communications Letters
IF:
4.4
Papers:
1.3W
Citations:
2.2W

Organization

N
nanjing university
Scholars:
7.7W
Papers: 5.6W
Citations: 87