中国物理B(英文版)2024,Vol.33Issue(3) :446-453.DOI:10.1088/1674-1056/ad12aa

Generation of orbital angular momentum hologram using a modified U-net

郑志刚 韩菲菲 王乐 赵生妹
中国物理B(英文版)2024,Vol.33Issue(3) :446-453.DOI:10.1088/1674-1056/ad12aa

Generation of orbital angular momentum hologram using a modified U-net

郑志刚 1韩菲菲 1王乐 1赵生妹2
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作者信息

  • 1. Institute of Signal Processing and Transmission,Nanjing University of Posts and Telecommunications,Nanjing 210003,China
  • 2. Institute of Signal Processing and Transmission,Nanjing University of Posts and Telecommunications,Nanjing 210003,China;Key Laboratory of Broadband Wireless Communication and Sensor Network Technology(Ministry of Education),Nanjing University of Posts and Telecommunications,Nanjing 210003,China;National Laboratory of Solid State Microstructures,Nanjing University,Nanjing 210093,China
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Abstract

Orbital angular momentum(OAM)holography has become a promising technique in information encryption,data storage and opto-electronic computing,owing to the infinite topological charge of one single OAM mode and the or-thogonality of different OAM modes.In this paper,we propose a novel OAM hologram generation method based on a densely connected U-net(DCU),where the densely connected convolution blocks(DCB)replace the convolution blocks of the U-net.Importantly,the reconstruction process of the OAM hologram is integrated into DCU as its output layer,so as to eliminate the requirement to prepare training data for the OAM hologram,which is required by conventional neu-ral networks through an iterative algorithm.The experimental and simulation results show that the OAM hologram can rapidly be generated with the well-trained DCU,and the reconstructed image's quality from the generated OAM hologram is significantly improved in comparison with those from the Gerchberg-Saxton generation method,the Gerchberg-Saxton based generation method and the U-net method.In addition,a 10-bit OAM multiplexing hologram scheme is numerically demonstrated to have a high capacity with OAM hologram.

Key words

orbital angular momentum(OAM)/holography/OAM holography/deep learning

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基金项目

国家自然科学基金(62375140)

国家自然科学基金(61871234)

Open Research Fund of National Laboratory of Solid State Microstructures(M36055)

出版年

2024
中国物理B(英文版)
中国物理学会和中国科学院物理研究所

中国物理B(英文版)

CSTPCDEI
影响因子:0.995
ISSN:1674-1056
参考文献量32
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