优化的OAM拉盖尔-高斯字母表解调使用机器学习

B. S. Freitas, Cristhof J. R. Runge, J. Portugheis, Ivan de Oliveira, Ulisses Dias
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引用次数: 1

摘要

在基于轨道角动量(OAM)的自由空间光学(FSO)通信系统中,可以在接收端使用CCD相机捕获携带传输的OAM模式的激光束的图像。本文研究了从这些图像中提取特征和识别传输模式的任务。探索了机器学习算法执行这些任务的能力。考虑了拉盖尔-高斯光束和湍流通道。研究了由叠加和复用的OAM模式组成的不同调制字母表。适当选择这些字母可以提高数据传输速率。
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Optimized OAM Laguerre-Gauss Alphabets for Demodulation using Machine Learning
In orbital angular momentum (OAM) based free-space optical (FSO) communication systems, a CCD camera can be used at the reception side to capture images of the laser beam carrying the transmitted OAM modes. The tasks of extracting features from these images and identifying the transmitted modes are studied in this paper. The ability of machine learning algorithms to perform these tasks is explored. Laguerre-Gauss beams and turbulent channels are considered. Different modulation alphabets formed by using sets of superposed and multiplexed OAM modes are investigated. Appropriate choice of these alphabets can increase data rate transmission.
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