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  4. A Generalized Adjusted Min-Sum Decoder for 5G LDPC Codes: Algorithm and Implementation
 
research article

A Generalized Adjusted Min-Sum Decoder for 5G LDPC Codes: Algorithm and Implementation

Ren, Yuqing  
•
Harb, Hassan  
•
Shen, Yifei  
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March 8, 2024
Ieee Transactions On Circuits And Systems I-Regular Papers

5G New Radio (NR) has stringent demands on both performance and complexity for the design of low-density parity-check (LDPC) decoding algorithms and corresponding VLSI implementations. Furthermore, decoders must fully support the wide range of all 5G NR blocklengths and code rates, which is a significant challenge. In this paper, we present a high-performance and low-complexity LDPC decoder, tailor-made to fulfill the 5G requirements. First, to close the gap between belief propagation (BP) decoding and its approximations in hardware, we propose an extension of adjusted min-sum decoding, called generalized adjusted min-sum (GA-MS) decoding. This decoding algorithm flexibly truncates the incoming messages at the check node level and carefully approximates the non-linear functions of BP decoding to balance the error-rate and hardware complexity. Numerical results demonstrate that the proposed fixed-point GA-MS has only a minor gap of 0.1 dB compared to floating-point BP under various scenarios of 5G standard specifications. Secondly, we present a fully reconfigurable 5G NR LDPC decoder implementation based on GA-MS decoding. Given that memory occupies a substantial portion of the decoder area, we adopt multiple data compression and approximation techniques to reduce 42.2% of the memory overhead. The corresponding 28nm FD-SOI ASIC decoder has a core area of 1.823 mm(2) and operates at 895 MHz. It is compatible with all 5G NR LDPC codes and achieves a peak throughput of 24.42 Gbps and a maximum area efficiency of 13.40 Gbps/mm(2) at 4 decoding iterations.

  • Details
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Type
research article
DOI
10.1109/TCSI.2024.3368056
Web of Science ID

WOS:001185942400001

Author(s)
Ren, Yuqing  
•
Harb, Hassan  
•
Shen, Yifei  
•
Balatsoukas-Stimming, Alexios
•
Burg, Andreas  
Date Issued

2024-03-08

Publisher

Ieee-Inst Electrical Electronics Engineers Inc

Published in
Ieee Transactions On Circuits And Systems I-Regular Papers
Subjects

Technology

•

Decoding

•

5G Mobile Communication

•

Iterative Decoding

•

Throughput

•

Hardware

•

Standards

•

Approximation Algorithms

•

Ldpc Codes

•

Generalized Adjusted Min-Sum (Ga-Ms) Decoding

•

Belief Propagation (Bp)

•

Hardware Implementation

•

5G Nr Wireless Communications

Editorial or Peer reviewed

REVIEWED

Written at

EPFL

EPFL units
TCL  
Available on Infoscience
April 17, 2024
Use this identifier to reference this record
https://infoscience.epfl.ch/handle/20.500.14299/207235
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