基于联合界联合参数优化的结构化SCMA码本设计

IF 3.7 3区 计算机科学 Q2 TELECOMMUNICATIONS
Shuangduo Zhang;Zheng Xiang;Peng Ren;Wei Li;Long Yang
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引用次数: 0

摘要

在稀疏码多址(SCMA)系统的结构化码本设计中,星座结构、星座映射矩阵(CMM)和位标记是影响优化后码本误码性能的关键因素。然而,现有的多级码本设计方法限制了潜在的编码增益。此外,虽然最小欧氏距离(MED)是常用的加性高斯白噪声(AWGN)信道的性能指标,但已有研究表明,最小欧氏距离并不能完全反映信道的实际误差性能。本文提出了一种基于联合界的联合参数优化的结构化码本设计,解决了MED的不匹配问题,提高了误差性能。具体来说,我们开发了构建一维星座、cmm、位标记集的策略,并将这些因素视为可优化的参数。采用联合界作为设计度量,与遗传算法(GA)共同优化上述参数。仿真结果证明了所提码本设计方法的优越性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Structured SCMA Codebook Design by Joint Parameter Optimization Based on Union Bound
In the structured codebook design for sparse code multiple access (SCMA) systems, the constellation structure, constellation mapping matrix (CMM), and bit labeling are critical factors influencing the error performance of optimized codebooks. However, existing multi-stage codebook design methods limit the potential coding gain. Besides, although the minimum Euclidean distance (MED) is commonly used as the performance criterion for additive white Gaussian noise (AWGN) channels, existing works indicate that the MED does not always reflect the actual error performance. This letter proposes a novel structured codebook design for joint parameter optimization based on the union bound, which addresses the mismatch of MED and enhances the error performance. Specifically, we develop strategies for constructing the one-dimensional constellations, CMMs, bit labeling set, and treat these factors as optimizable parameters. The union bound is employed as the design metric to jointly optimize the aforementioned parameters with genetic algorithm (GA). Simulation results demonstrate the superiority of the proposed codebook design method.
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来源期刊
IEEE Communications Letters
IEEE Communications Letters 工程技术-电信学
CiteScore
8.10
自引率
7.30%
发文量
590
审稿时长
2.8 months
期刊介绍: The IEEE Communications Letters publishes short papers in a rapid publication cycle on advances in the state-of-the-art of communication over different media and channels including wire, underground, waveguide, optical fiber, and storage channels. Both theoretical contributions (including new techniques, concepts, and analyses) and practical contributions (including system experiments and prototypes, and new applications) are encouraged. This journal focuses on the physical layer and the link layer of communication systems.
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