Journals Articles Conferences News About CLP
Submit a paper Email Alert
Search
Search
Articles
Journals
News
Advanced Search
Top Searches
2D MaterialsTransformation opticsQuantum PhotonicsSmall lasersSemiconductor UV PhotonicsSupersymmetric microring laser arrays

Acta Optica Sinica, Volume. 43, Issue 4, 0406003(2023)

Accurate Mode Decomposition for Ring Core Fibers Based on Deep Learning

Zichen Tian1、aff, Li Pei1、*, Jianshuai Wang1、aff, Bing Bai1、aff, Kaihua Hu1、aff, Jingjing Zheng1、aff, Lei Shen2,3,4、affaffaff, and Wenxuan Xu1、aff
Author Affiliations
  • 1Key Laboratory of All Optical Network and Advanced Telecommunication Network, Ministry of Education, Beijing Jiaotong University, Beijing 100044, China
  • 2State Key Laboratory of Optical Fiber and Cable Manufacture Technology, Wuhan 430073, Hubei, China
  • 3Yangtze Optical Fiber and Cable Joint Stock Limited Company (YOFC), Wuhan 430073, Hubei, China
  • 4Hubei Optics Valley Laboratory, Wuhan 430073, Hubei, China
    • show less
    AbstractGet PDF(in Chinese)
    Figures&Tables (8)
    Equations (0)
    References (18)
    Cited By (1)
    Tools
    Paper Information
    Topics
    Figures & Tables(8)
    Diagram of FM-RCF characteristics. (a) Refractive index profile; (b) typical mode field profiles of fiber modes; (c) 8-mode (LP01, LP11o, LP11e, LP21o, LP21e, LP31e, LP31o, and LP02) superposition beam patterns in fiber core

    Fig. 1. Diagram of FM-RCF characteristics. (a) Refractive index profile; (b) typical mode field profiles of fiber modes; (c) 8-mode (LP01, LP11o, LP11e, LP21o, LP21e, LP31e, LP31o, and LP02) superposition beam patterns in fiber core

    Download full size
    Illustration of proposed CNN architecture

    Fig. 2. Illustration of proposed CNN architecture

    Download full size
    Loss value of CNN as a function of epochs for two MD methods in 3-mode superposition case

    Fig. 3. Loss value of CNN as a function of epochs for two MD methods in 3-mode superposition case

    Download full size
    Comparison of modal coefficient error. (a) Modal weight error; (b) modal relative phase error

    Fig. 4. Comparison of modal coefficient error. (a) Modal weight error; (b) modal relative phase error

    Download full size
    Typical reconstructed spot examples for different mode superposition. (a) 3-mode case; (b) 5-mode case; (c) 7-mode case; (d) 8-mode case

    Fig. 5. Typical reconstructed spot examples for different mode superposition. (a) 3-mode case; (b) 5-mode case; (c) 7-mode case; (d) 8-mode case

    Download full size
    Experimental setup for recording real beam patterns

    Fig. 6. Experimental setup for recording real beam patterns

    Download full size
    Typical reconstructed examples based on real spot patterns for 3-mode superposition case

    Fig. 7. Typical reconstructed examples based on real spot patterns for 3-mode superposition case

    Download full size

    • Table 1. Comparison of multiple CNN-MD methods in 8-mode superposition case

      View table

      Table 1. Comparison of multiple CNN-MD methods in 8-mode superposition case

      MethodFMF RI profileΔρ2 /%Δθ /%One MD time /msPre-training dataset

      Input

      request

      Equipment

      requirement

      VGGStep-index2.203.90~21ImageNetOne NFSingle GPU
      NFFL-CNNStep-index1.102.25~52NoneOne NFSingle GPU
      DH-ResNet18Step-index1.252.01~10None

      One NF

      One PD

      		Single GPU
      DenseNet121Step-index1.802.60~6NoneOne NFTwo GPUs
      PFCNNRing-core0.951.929NoneOne NFSingle GPU
    Tools

    Get Citation

    Copy Citation Text

    Zichen Tian, Li Pei, Jianshuai Wang, Bing Bai, Kaihua Hu, Jingjing Zheng, Lei Shen, Wenxuan Xu. Accurate Mode Decomposition for Ring Core Fibers Based on Deep Learning[J]. Acta Optica Sinica, 2023, 43(4): 0406003

    Download Citation

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

    Category: Fiber Optics and Optical Communications

    Received: Aug. 2, 2022

    Accepted: Sep. 19, 2022

    Published Online: Feb. 16, 2023

    The Author Email: Pei Li (lipei@bjtu.edu.cn)

    DOI:10.3788/AOS221559

    Topics

    laser devices and laser physics
    Lasers and Laser Optics
    Laser physics
    laser manufacturing
    Instrumentation, Measurement and Metrology