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基于DP-LDPC码的联合信源信道编码(JSCC)系统连接矩阵的设计与优化

Design and Optimization of Linking Matrix for a JSCC System Based on DP-LDPC Codes.

作者信息

Lv Yijie, Hong Shaohua, Wang Lin

机构信息

Department of Information and Communication Engineering, Xiamen University, Xiamen 361005, China.

出版信息

Entropy (Basel). 2023 Jul 31;25(8):1145. doi: 10.3390/e25081145.

Abstract

Although extensive optimization of encoding and decoding schemes for joint source-channel coding (JSCC) systems has been conducted, efficient optimization schemes are still required for designing and optimizing the linking matrix between variable nodes of the source code and check nodes of the channel code. A scheme has been proposed for design and optimization of linking matrix with multi-edges by analyzing the performance of the JSCC system using the joint protograph extrinsic information transfer algorithm to calculate decoding thresholds. The proposed scheme incorporates structural constraints and is effective in designing and optimizing the multi-edges in linking matrix for the JSCC system. Experimental results have demonstrated that the designed and optimized linking matrix significantly improves the performance of the JSCC system. Furthermore, the proposed scheme reduces the complexity of the solution space for the optimized example.

摘要

尽管已经对联合信源信道编码(JSCC)系统的编码和解码方案进行了广泛优化,但在设计和优化信源码的变量节点与信道码的校验节点之间的连接矩阵时,仍需要高效的优化方案。通过使用联合原图外在信息传递算法分析JSCC系统的性能以计算解码阈值,提出了一种用于设计和优化具有多条边的连接矩阵的方案。所提出的方案纳入了结构约束,并且在设计和优化JSCC系统连接矩阵中的多条边方面是有效的。实验结果表明,设计和优化后的连接矩阵显著提高了JSCC系统的性能。此外,所提出的方案降低了优化示例的解空间复杂度。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/bb22/10453323/516897378243/entropy-25-01145-g001.jpg

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