• Acta Photonica Sinica
  • Vol. 54, Issue 1, 0106001 (2025)
Yinggang LIU*, Fei LI, Yubo YUAN, Rui LI..., Rui ZHOU and Xinyi XU|Show fewer author(s)
Author Affiliations
  • Shaanxi Engineering Research Center of Oil and Gas Resource Optical Fiber Detection,Xi'an Shiyou University,Xi'an 710065,China
  • show less
    DOI: 10.3788/gzxb20255401.0106001 Cite this Article
    Yinggang LIU, Fei LI, Yubo YUAN, Rui LI, Rui ZHOU, Xinyi XU. FBG Wavelength Demodulation Method Based on Support Vector Regression Optimized by Sparrow Search Algorithm[J]. Acta Photonica Sinica, 2025, 54(1): 0106001 Copy Citation Text show less
    References

    [1] Jinhui WANG, Xuemei XU, Jiafeng DING et al. Fiber Bragg grating demodulation system based on fiber Fabry-Perot etalon and multi-gratings calibrated. Acta Photonica Sinica, 45, 0606003(2016).

    [2] A DANTE, R M BACURAU, A W SPENGLER et al. A temperature-independent interrogation technique for FBG sensors using monolithic multilayer piezoelectric actuators. IEEE Transactions on Instrumentation and Measurement, 65, 2476-2484(2016).

    [3] J KHALIQ, D B DEUTZ, J A C FRESCAS et al. Effect of the piezoelectric ceramic filler dielectric constant on the piezoelectric properties of PZT-epoxy composites. Ceramics International, 43, 2774-2779(2017).

    [4] Yuangang LU, Yuan WANG, Jianqin PENG et al. Research on wavelength demodulation method of F-P filter with hysteresis and creep compensation. Journal of Data Acquisition and Processing, 33, 12-21(2018).

    [5] X D ZHANG, H NIU, C G HOU et al. An edge-filter FBG interrogation approach based on tunable Fabry-Perot filter for strain measurement of planetary gearbox. Optical Fiber Technology, 60, 102379(2020).

    [6] Wenhao LI, Pinggang JIA, Jun WANG et al. High sensitivity micro fiber Fabry Perot pressure sensor based on silicon MEMS technology. Acta Photonica Sinica, 53, 0553110(2024).

    [7] Wei DENG, Pan DAI, Feng WANG et al. FBG sensor system without wavelength correction based on REC-DFB tunable laser. Acta Photonica Sinica, 52, 1206004(2023).

    [8] Y SU, T G ZHAO, X WANG et al. Design of feedback wavelength demodulation and compensation system for FBG-tuned CW fiber laser. Sensors and Actuators A Physical, 330, 112881(2021).

    [9] Peng WANG, Hong ZHAO, Jie LIU et al. Dynamic real-time calibration method for FBG wavelength demodulation system based on tunable F-P filter. Acta Optica Sinica, 35, 85-92(2015).

    [10] X J FAN, J F JIANG, X Z ZHANG et al. Self-marked HCN gas based FBG demodulation in thermal cycling process for aerospace environment. Optics Express, 26, 22944-22953(2018).

    [11] X Z ZHANG, Y CHU, J F JIANG et al. The correction of nonlinearity in wavelength scanning based on long-OPD interferometer for fiber Bragg grating demodulation in environment with variable temperature. IEEE Photonics Journal, 12, 1-10(2020).

    [12] W S ZHU, J F WANG J JIANG et al. A high-precision wavelength demodulation method based on optical fiber Fabry-Perot tunable filter. IEEE Access, 6, 45983-45989(2018).

    [13] Junfeng JIANG, Chuanjun ZANG, Shuang WANG et al. Research on composite multi-wavelength reference stabilization method for FBG demodulator in variable temperature environment. Journal of Optoelectronics·Laser, 29, 575-581(2018).

    [14] H KAYA, E GULER, V KIRMACI et al. Prediction of temperature separation of a nitrogen-driven vortex tube with linear, KNN, SVM, and RF regression models. Neural Computing & Applications, 35, 6281-6291(2022).

    [15] G YAO, Y YIN, Y LI et al. High-precision and wide-wavelength range FBG demodulation method based on spectrum correction and data fusion. Optics Express, 29, 24846-24860(2021).

    [16] Yue CHU. Research on the nonlinear suppression method of wavelength scanning of tunable filter for FBG demodulation system, 51-57(2019).

    [17] Wenjuan SHENG, Zhenpu LAI, Ning YANG et al. Temperature drift compensation of tunable F-P filter based on improved AdaBoost algorithm. Acta Optica Sinica, 43, 1-9(2023).

    [18] L X WANG, H J LIU, Z PAN et al. Temperature demodulation for optical fiber F-P sensor based on DBNs with ensemble learning. Optics & Laser Technology, 162, 109275(2023).

    [19] J K XUE, B SHEN. A novel swarm intelligence optimization approach: sparrow search algorithm. Systems Science & Control Engineering, 8, 22-34(2020).

    [20] Wenjuan SHENG, Zhengbin HU, Ning YANG et al. Temperature-stabilized fiber Bragg grating sensing demodulation based on optimized least squares support vector machine. Laser & Optoelectronics Progress, 59, 0305002(2022).

    [21] Z Q LIU, Z Y LIU, Y C MEI et al. Simultaneous demodulation of salinity and temperature assisted by deep learning approach utilizing tilted fiber Bragg grating and Fabry-Perot-based sensor. IEEE Sensors Journal, 23, 26820-26827(2023).

    [22] W J SHENG, H T LOU, J F PAN et al. Online temperature drift compensation of Fabry-Perot filter based on machine learning and linear fitting. Sensors and Actuators A: Physical, 363, 114774(2023).

    [23] X R LIU, J M YANG, L J YUAN. Predicting the high heating value and nitrogen content of torrefied biomass using a support vector machine optimized by a sparrow search algorithm. RSC Advances, 13, 802-807(2023).

    [24] Z Y LIU, X Q BIAN, S L DUAN et al. Estimating CO2 solubility in ionic liquids by using machine learning methods. Journal of Molecular Liquids, 391, 123308(2023).

    Yinggang LIU, Fei LI, Yubo YUAN, Rui LI, Rui ZHOU, Xinyi XU. FBG Wavelength Demodulation Method Based on Support Vector Regression Optimized by Sparrow Search Algorithm[J]. Acta Photonica Sinica, 2025, 54(1): 0106001
    Download Citation