Performance enhancement of 3D-GS-CAP based on improved swarm intelligence algorithm and spherical Fibonacci grid in VLC system

IF 2.2 3区 物理与天体物理 Q2 OPTICS
Tianshuo Wang , Jie Ma , Jia Lu , Jianfei Liu , Xiangye Zeng , Yang Wang
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引用次数: 0

Abstract

This paper proposes an optimization scheme for three-dimensional geometrically shaped carrier-less amplitude phase (3D-GS-CAP) modulation based on the multi-strategy improved honey badger algorithm (MIHBA) and the spherical Fibonacci grid (SFG), with its performance experimentally verified in a visible light communication (VLC) system. To reduce the geometric complexity of artificial constellation design, the scheme uses the uniform distribution of the spherical surface and the swarm intelligence algorithm to optimize the three-dimensional (3D) spherical surface. Aiming at the problem that the HBA algorithm is prone to local optimality, four improvement strategies are proposed in this paper to optimize the 3D constellation distribution and improve the anti-noise ability of the signal. In addition, in order to solve the high computational complexity of existing optimization algorithms, SFG is introduced innovatively in this paper. The universality of the method to constellation points makes it efficient to optimize under different orders without complicated parameter adjustment. The experimental results show that when the bit error rate threshold is 5E-4, the maximum Vpp operating range of 3D-MIHBA is extended by 59.98 % and the bias current is increased by 23.4 mA compared with the traditional 3D-CAP-16 signal. This shows that the scheme enhances the anti-noise capability of the system and greatly improves the flexibility of constellation optimization under low complexity.
VLC系统中基于改进群智能算法和球面斐波那契网格的3D-GS-CAP性能增强
提出了一种基于多策略改进蜜獾算法(MIHBA)和球面斐波那契网格(SFG)的三维几何形状无载波振幅相位(3D-GS-CAP)调制优化方案,并在可见光通信(VLC)系统中进行了实验验证。为了降低人工星座设计的几何复杂度,该方案利用球面的均匀分布和群体智能算法对三维球面进行优化。针对HBA算法容易出现局部最优的问题,本文提出了四种改进策略来优化三维星座分布,提高信号的抗噪能力。此外,为了解决现有优化算法计算量大的问题,本文创新性地引入了SFG。该方法对星座点的通用性使其无需复杂的参数调整即可在不同阶次下进行优化。实验结果表明,当误码率阈值为5E-4时,3D-MIHBA的最大Vpp工作范围比传统的3D-CAP-16信号延长了59.98%,偏置电流增加了23.4 mA。这表明该方案增强了系统的抗噪声能力,大大提高了低复杂度下星座优化的灵活性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Optics Communications
Optics Communications 物理-光学
CiteScore
5.10
自引率
8.30%
发文量
681
审稿时长
38 days
期刊介绍: Optics Communications invites original and timely contributions containing new results in various fields of optics and photonics. The journal considers theoretical and experimental research in areas ranging from the fundamental properties of light to technological applications. Topics covered include classical and quantum optics, optical physics and light-matter interactions, lasers, imaging, guided-wave optics and optical information processing. Manuscripts should offer clear evidence of novelty and significance. Papers concentrating on mathematical and computational issues, with limited connection to optics, are not suitable for publication in the Journal. Similarly, small technical advances, or papers concerned only with engineering applications or issues of materials science fall outside the journal scope.
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