A Variable Node Design with Check Node Aware Quantization Leveraging 2-Bit LDPC Decoding
Abstract
For improving coarsely quantized decoding of LDPC codes, we propose a check node aware design of the variable node update. In contrast to previous works, we optimize the variable node to explicitly maximize the mutual information preserved in the check-to-variable instead of the variable-to-check node messages. The extended optimization leads to a significantly different solution for the compression operation at the variable node. Simulation results for regular LDPC codes confirm that the check node aware design, especially for very coarse quantization with 2- or 3-bit messages, achieves performance gains of up to 0.2 dB - without additional hardware costs. We also show that the 2-bit message resolution enables a very efficient implementation of the check node update, which requires only 2/9 of the 3-bit check node's transistor count and reduces the signal propagation delay by a factor of 4.
Cite
@article{arxiv.2211.06973,
title = {A Variable Node Design with Check Node Aware Quantization Leveraging 2-Bit LDPC Decoding},
author = {Philipp Mohr and Gerhard Bauch},
journal= {arXiv preprint arXiv:2211.06973},
year = {2022}
}
Comments
This work has been submitted to IEEE GLOBECOM 2022