Acta Optica Sinica, Volume. 45, Issue 6, 0606003(2025)

Method for Orbital Angular Momentum Mode Recognition Employing an Enhanced CNN-Transformer Model Integrated with Double-Slit Interference

Pengfei Wu1,2, Zhiyuan Jia1, Sichen Lei1,2、*, Jiao Wang3, Zhenkun Tan4, and Di Wu5
Author Affiliations
  • 1School of Automation and Information Engineering, Xi’an University of Technology, Xi’an 710048, Shaanxi , China
  • 2Xi’an Key Laboratory of Wireless Optical Communication and Network Research, Xi’an 710048, Shaanxi , China
  • 3School of Electronic Information and Artificial Intelligence, Shaanxi University of Science & Technology, Xi’an 710021, Shaanxi , China
  • 4School of Opto-Electronical Engineering, Xi’an Technological University, Xi’an 710021, Shaanxi , China
  • 5School of Telecommunication Engineering, Haojing College of Shaanxi University of Science & Technology, Xi’an 712046, Shaanxi , China
  • show less
    Figures & Tables(8)
    Schematic of double-slit interference of LG beams. (a) Relationship between the phase difference and the y-coordinate when an l-th order LG beam illuminates the double-slit; (b) intensity patterns of different order LG beams without turbulence; (c) double-slit interference patterns of different order LG beams without turbulence; (d) double-slit interference patterns of different order LG beams under turbulence conditions (Cn2=2×10-15 m-2/3 and z=1000 m)
    OAM mode recognition system based on CACSIV3-Net. (a) Flowchart of the OAM mode recognition process based on CACSIV3-Net; (b) schematic diagram of the coordinate attention module; (c) schematic diagram of the cross-shaped window transformer
    Cross-Shaped Window Self-Attention
    Recognition effects of different network models on datasets. (a) Top-1 accuracy; (b) loss
    Ablation experiment. (a) ROC curve plot; (b) diagram of the model’s processing speed and total time consumption for OAM mode recognition; (c) model classification evaluation metrics
    Confusion matrix of CACSIV3-Net model on test set
    OAM mode F1-score under different levels of Gaussian noise standard deviation
    • Table 1. Recognition performance of the CACSIV3-Net model on different test sets

      View table

      Table 1. Recognition performance of the CACSIV3-Net model on different test sets

      Evaluation metricDistance z /mWavelength λ /nm
      10001500200015501330850
      Top-1 accuracy /%96.4388.5585.4096.4393.1587.95
      Precision /%96.4088.8185.8696.4093.2088.42
      Recall /%96.5288.5585.4096.5293.1587.95
      F1-score /%96.4488.6185.4796.4493.1588.01
    Tools

    Get Citation

    Copy Citation Text

    Pengfei Wu, Zhiyuan Jia, Sichen Lei, Jiao Wang, Zhenkun Tan, Di Wu. Method for Orbital Angular Momentum Mode Recognition Employing an Enhanced CNN-Transformer Model Integrated with Double-Slit Interference[J]. Acta Optica Sinica, 2025, 45(6): 0606003

    Download Citation

    EndNote(RIS)BibTexPlain Text
    Save article for my favorites
    Paper Information

    Category: Fiber Optics and Optical Communications

    Received: Jul. 15, 2024

    Accepted: Aug. 16, 2024

    Published Online: Mar. 24, 2025

    The Author Email: Lei Sichen (lsc@xaut.edu.cn)

    DOI:10.3788/AOS241302

    Topics