Novel algorithm to construct QC-LDPC codes for high data rate applications

IF 3.3 4区 计算机科学 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS Informatica Pub Date : 2023-09-28 DOI:10.31449/inf.v47i8.4937
Bhuvaneshwari Pitchaimuthu Vairaperumal, Tharini Chandrapragasam
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Abstract

A novel algorithm to construct highly sparse, quasi-cyclic low-density parity check codes with large girth and high code rates that can be employed in high data rate applications is proposed. In this paper, a sparse girth six base matrix is designed, which is then substituted by a difference exponent matrix derived from a basic exponent matrix based on the powers of a primitive element in a finite field Fq, to build long code-length and high code rate QC-LDPC codes. The proposed exponent matrix generation is a one-time procedure and hence, less number of computations is involved. According to the simulation results, the proposed QC-LDPC code with high code rate showed faster encoding-decoding speeds and reduced storage overhead compared to conventional LDPC, conventional QC-LDPC codes, and traditional RS codes. Simulation results showed that the QC-LDPC codes constructed using the proposed algorithm performed very well over AWGN channel. Hardware implementation of the proposed high rate QC-LDPC code (N = 1248, R = 0.9) in Software Defined Radio platform using the NI USRP 2920 hardware device displays very low bit error rates compared to conventional QC-LDPC codes and conventional LDPC codes of similar size and rate. Thus, from both the simulation and hardware implementation results, the proposed QC-LDPC codes with high code rate were found to be suitable for high data rate applications such as cloud data storage systems and 5G wireless communication systems.
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一种构造高数据速率QC-LDPC码的新算法
提出了一种构造高稀疏、大周长、高码率的准循环低密度奇偶校验码的新算法,可用于高数据速率应用。本文设计了一个稀疏周长六基矩阵,然后用基于有限域Fq中原始元素幂的基本指数矩阵导出的差分指数矩阵代替该矩阵,构建了长码长、高码率的QC-LDPC码。所提出的指数矩阵生成是一个一次性的过程,因此,涉及的计算次数较少。仿真结果表明,与传统的LDPC码、传统的QC-LDPC码和传统的RS码相比,本文提出的高码率QC-LDPC码具有更快的编解码速度和更小的存储开销。仿真结果表明,采用该算法构建的QC-LDPC码在AWGN信道上具有良好的性能。采用NI USRP 2920硬件设备,在软件定义无线电平台上实现了所提出的高速率QC-LDPC码(N = 1248, R = 0.9),与传统QC-LDPC码和类似大小和速率的传统LDPC码相比,其误码率非常低。因此,从仿真和硬件实现结果来看,本文提出的高码率QC-LDPC码适用于云数据存储系统和5G无线通信系统等高数据速率应用。
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来源期刊
Informatica
Informatica 工程技术-计算机:信息系统
CiteScore
5.90
自引率
6.90%
发文量
19
审稿时长
12 months
期刊介绍: The quarterly journal Informatica provides an international forum for high-quality original research and publishes papers on mathematical simulation and optimization, recognition and control, programming theory and systems, automation systems and elements. Informatica provides a multidisciplinary forum for scientists and engineers involved in research and design including experts who implement and manage information systems applications.
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