Acta Optica Sinica, Volume. 42, Issue 14, 1426001(2022)

Deep-Learning-Assisted Detection For Topological Charges of Vortex Beams Through Strong Scattering Medium

Xuelian Liu, Xudong Chen*, Zhili Lin**, Hui Liu, Xiangyu Zhu, and Xiaoxue Zhang
Author Affiliations
  • Key Laboratory of Optical Transmission and Transformation of Fujian Province, School of Information Science and Engineering, Huaqiao University, Xiamen 361021, Fujian , China
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    Figures & Tables(10)
    Vortex phase distribution and amplitude distribution under different topological charges. (a)-(c) Vortex phase distribution;
    Speckles formed by vortex beam passing through strong and weak scattering media. (a)(d) Amplitude distribution patterns of vortex beam; (b)(e) speckle patterns after vortex beam passing through strong scattering medium; (c)(f) speckle patterns after vortex beam passing through weak scattering medium
    Experimental optical path diagram of vortex beam passing through strong scattering medium
    Speckle patterns formed by vortex beams with different topological charges passing through scattering medium
    Speckle pattern and local magnification of vortex beam with different topological charges. (a) l=1; (b) l=10
    Neural network structure
    Curves of training loss and validation loss in 10 epochs
    Curves of training accuracy and validation accuracy in 10 epochs
    Accuracy of prediction
    • Table 1. Parameter setting of each layer of neural network

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      Table 1. Parameter setting of each layer of neural network

      LayerNumber of input channelsNumber of output channelsKernel sizeStrideInputOutput
      Relu(Conv2d)132(5,5)(1,1)(1,256,256)(32,252,252)
      Maxpool2d3232(2,2)(2,2)(32,252,252)(32,126,126)
      Relu(Conv2d)3264(5,5)(1,1)(32,126,126)(64,122,122)
      Maxpool2d6464(2,2)(2,2)(64,122,122)(64,61,61)
      Linear64×61×6140962381444096
      Linear40965124096512
      Linear5122051220
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    Xuelian Liu, Xudong Chen, Zhili Lin, Hui Liu, Xiangyu Zhu, Xiaoxue Zhang. Deep-Learning-Assisted Detection For Topological Charges of Vortex Beams Through Strong Scattering Medium[J]. Acta Optica Sinica, 2022, 42(14): 1426001

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    Paper Information

    Category: Physical Optics

    Received: Dec. 6, 2021

    Accepted: Feb. 21, 2022

    Published Online: Jul. 15, 2022

    The Author Email: Chen Xudong (chenxd@hqu.edu.cn), Lin Zhili (zllin@hqu.edu.cn)

    DOI:10.3788/AOS202242.1426001

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