Acta Photonica Sinica, Volume. 52, Issue 1, 0106004(2023)

Extraction Method of Brillouin Gain Spectrum Based on Long Short Term Memory Network

Qiufeng SHANG1...23 and Xueli LI1,* |Show fewer author(s)
Author Affiliations
  • 1Department of Electronic and Communication Engineering,North China Electric Power University,Baoding 071003,China
  • 2Hebei Key Laboratory of Power Internet of Things Technology,North China Electric Power University,Baoding 071003,China
  • 3Baoding Key Laboratory of Optical Fiber Sensing and Optical Communication Technology,North China Electric Power University,Baoding 071003,China
  • show less
    Figures & Tables(11)
    BOTDA setup for temperature sensing
    The phenomenon of distorted Brillouin gain spectrum
    Single mode fiber SBS model
    Architecture of LSTM model
    BGS with different scanning step
    RMSE at different frequency step
    Distorted BGS along the sensing fiber heated at 55℃
    Corrected BGS along the sensing fiber heated at 55℃
    Tempreture distribution along the 500 m heated fiber from 20 km to 21 km
    RMSE for the 500 m heated fiber at different frequency step
    • Table 1. Comparison of processing time using LSTM,ELM and LCF along 40 km fiber

      View table
      View in Article

      Table 1. Comparison of processing time using LSTM,ELM and LCF along 40 km fiber

      Frequency step/MHzLSTM/sELM/sLCF/s
      210.3111.411 152.14
      45.367.48580.23
      82.776.35389.96
    Tools

    Get Citation

    Copy Citation Text

    Qiufeng SHANG, Xueli LI. Extraction Method of Brillouin Gain Spectrum Based on Long Short Term Memory Network[J]. Acta Photonica Sinica, 2023, 52(1): 0106004

    Download Citation

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

    Category: Fiber Optics and Optical Communications

    Received: Jun. 8, 2022

    Accepted: Jul. 18, 2022

    Published Online: Feb. 27, 2023

    The Author Email: LI Xueli (3212843509@qq.com)

    DOI:10.3788/gzxb20235201.0106004

    Topics