Study On Optical Communications, Volume. 50, Issue 4, 23014201(2024)

PSO-GPR for Linear Fit of Fiber Grating Sensing

Min QIAN1... Lin GUI2,*, Xiaoxuan LIAN1, Meiqi DING1 and Liandong WANG2 |Show fewer author(s)
Author Affiliations
  • 1School of Intelligent Manufacturing and Control Engineering, Shanghai Polytechnic University, Shanghai 201209, China
  • 2School of Computer and Information Engineering, Shanghai Polytechnic University, Shanghai 201209, China
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    References(11)

    [1] Zhang W, Lei X H, Yu Z F et al. Evaluating the Effect on Demodulation with a Comprehensive Model of Distortions of Fiber Bragg Grating Sensing Signals[J]. Journal of Lightwave Technology, 36, 5823-5832(2018).

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    [3] Chen Y, Wu C T, Liu H L. EMD Self-adaptive Selecting Relevant Modes Algorithm for FBG Spectrum Signal[J]. Optical Fiber Technology, 36, 63-67(2017).

    [4] Jiang H, Chen J, Liu T D et al. A Novel Wavelength Detection Technique of Overlapping Spectra in the Serial WDM FBG Sensor Network[J]. Sensors and Actuators A: Physical, 198, 31-34(2013).

    [5] Zhang W, Chen W M, Shu Y J et al. Effects of Bonding Layer on the Available Strain Measuring Range of Fiber Bragg Gratings[J]. Applied Optics, 53, 885-891(2014).

    [6] Zhu M, Zhang M, Hu L Z et al. Peak-search Algorithm for Center Wavelength Detection in Fiber Bragg Gratings[J]. Study on Optical Communications, 60-63(2011).

    [7] An Y, Wang X C, Qu Z G et al. Fiber Bragg Grating Temperature Calibration based on BP Neural Network[J]. Optik, 172, 753-759(2018).

    [8] Manie Y C, Li J W, Peng P C et al. Using a Machine Learning Algorithm Integrated with Data De-noising Techniques to Optimize the Multipoint Sensor Network[J]. Sensors, 20, s20041070(2020).

    [9] Jiang J F, He P, Liu T G et al. Research of Temperature-stable Fiber Bragg Grating Sensing Demodulation based on Composite Wavelength References[J]. Acta Optica Sinica, 35, 1006005(2015).

    [10] Williams C K I, Rasmussen C E[M]. Gaussian Processes for Machine Learning(2006).

    [11] Yin X Y. Study on Function Optimization based on Particle Swarm Optimization[J]. Application of IC, 39, 210-211(2022).

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    Min QIAN, Lin GUI, Xiaoxuan LIAN, Meiqi DING, Liandong WANG. PSO-GPR for Linear Fit of Fiber Grating Sensing[J]. Study On Optical Communications, 2024, 50(4): 23014201

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    Paper Information

    Category: Research Articles

    Received: Sep. 8, 2023

    Accepted: --

    Published Online: Aug. 15, 2024

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

    DOI:10.13756/j.gtxyj.2024.230142

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