Study On Optical Communications, Volume. 51, Issue 2, 240159-01(2025)

Research on RF Intensity Temperature Sensing based on 1D-CNN

Meiqi DING, Lin GUI*, Ziyi WANG, Disen SHANG, Min QIAN, and Qiankun LI
Figures & Tables(6)
MZI structure-based MPF temperature detection system
Greedy strategy approach
RF intensity maximums as a function of temperature
Comparison of RMSE algorithms for RF intensity maximum at a notch depth of 8.1 dB
  • Table 1. Initial network structure of 8.1 dB notch depth

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    Table 1. Initial network structure of 8.1 dB notch depth

    RF强度层数卷积核大小激活函数池化方式池化核大小
    最大值处11×2ReLU最大池化1×2
    最小值处11×2ReLU最大池化1×2
  • Table 2. Demodulation time of different algorithms

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    Table 2. Demodulation time of different algorithms

    算法名称解调时间/s
    最值法4.07
    高斯拟合法19.92
    多项式拟合法6.01
    1D-CNN法5.36
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Meiqi DING, Lin GUI, Ziyi WANG, Disen SHANG, Min QIAN, Qiankun LI. Research on RF Intensity Temperature Sensing based on 1D-CNN[J]. Study On Optical Communications, 2025, 51(2): 240159-01

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Paper Information

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Received: Jul. 24, 2024

Accepted: --

Published Online: May. 22, 2025

The Author Email: Lin GUI (guilin@sspu.edu.cn)

DOI:10.13756/j.gtxyj.2025.240159

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