Memory Efficient Mutual Information-Maximizing Quantized Min-Sum Decoding for Rate-Compatible LDPC Codes

01/16/2022
by   Peng Kang, et al.
0

In this letter, we propose a two-stage design method to construct memory efficient mutual information-maximizing quantized min-sum (MIM-QMS) decoder for rate-compatible low-density parity-check (LDPC) codes. We first develop a modified density evolution to design a unique set of lookup tables (LUTs) that can be used for rate-compatible LDPC codes. The constructed LUTs are optimized based on their discrepancy values and a merge function to reduce the memory requirement. Numerical results show that the proposed rate-compatible MIM-QMS decoder can reduce the memory requirement for decoding by up to 94.92 to the benchmark rate-compatible LUT-based decoder with generally faster convergence speed. In addition, the proposed decoder can approach the performance of the floating-pointing belief propagation decoder within 0.15 dB.

READ FULL TEXT

page 1

page 2

page 3

page 4

page 5

research
04/14/2019

Mutual Information-Maximizing Quantized Belief Propagation Decoding of LDPC Codes

A severe problem for mutual information-maximizing lookup table (MIM-LUT...
research
06/21/2019

Information Bottleneck Decoding of Rate-Compatible 5G-LDPC Codes

The new 5G communications standard increases data rates and supports low...
research
11/26/2020

Generalized Mutual Information-Maximizing Quantized Decoding of LDPC Codes

In this paper, we propose a general framework of the mutual infomration-...
research
02/07/2021

Learning to Decode Protograph LDPC Codes

The recent development of deep learning methods provides a new approach ...
research
11/07/2019

Performance Bounds and Estimates for Quantized LDPC Decoders

The performance of low-density parity-check (LDPC) codes at high signal-...
research
08/26/2021

Energy Optimization of Faulty Quantized Min-Sum LDPC Decoders

The objective of this paper is to minimize the energy consumption of a q...
research
05/12/2020

Noisy Density Evolution With Asymmetric Deviation Models

This paper considers low-density parity-check (LDPC) decoders affected b...

Please sign up or login with your details

Forgot password? Click here to reset