An Optimization Model for Offline Scheduling Policy of Low-density Parity-check Codes

03/24/2023
by   Dongxu Chang, et al.
0

In this study, an optimization model for offline scheduling policy of low-density parity-check (LDPC) codes is proposed to improve the decoding efficiency of the belief propagation (BP). The optimization model uses the number of messages passed (NMP) as a metric to evaluate complexity, and two metrics, average entropy (AE), and gap to maximum a posteriori (GAP), to evaluate BP decoding performance. Based on this model, an algorithm is proposed to optimize the scheduling sequence for reduced decoding complexity and superior performance compared to layered BP. Furthermore, this proposed algorithm does not add the extra complexity of determining the scheduling sequence to the decoding process.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
06/01/2023

Efficient Near Maximum-Likelihood Reliability-Based Decoding for Short LDPC Codes

In this paper, we propose an efficient decoding algorithm for short low-...
research
12/22/2017

Sparse Graphs for Belief Propagation Decoding of Polar Codes

We describe a novel approach to interpret a polar code as a low-density ...
research
05/09/2023

Check Belief Propagation Decoding of LDPC Codes

Variant belief-propagation (BP) algorithms are applied to low-density pa...
research
09/18/2020

The Stability of Low-Density Parity-Check Codes and Some of Its Consequences

We study the stability of low-density parity-check (LDPC) codes under bl...
research
07/26/2023

Reinforcement Learning for Sequential Decoding of Generalized LDPC Codes

In this work, we propose reinforcement learning (RL) for sequential deco...
research
10/12/2020

Learning to Decode: Reinforcement Learning for Decoding of Sparse Graph-Based Channel Codes

We show in this work that reinforcement learning can be successfully app...
research
02/22/2021

Belief-Propagation Decoding of LDPC Codes with Variable Node-Centric Dynamic Schedules

Belief propagation (BP) decoding of low-density parity-check (LDPC) code...

Please sign up or login with your details

Forgot password? Click here to reset