Journal of Quantum Optics, Volume. 31, Issue 1, 10204(2025)
Distributed Fiber Sensing Disturbance Event Recognition Based on GWO Optimizing 1D CNN
[4] [4] LIU D, LI S T, CASAS J R, et al. Damage Analysis of Segmental Dry Joint Full-Scale Prestressed Cap Beam Based on Distributed Optical Fiber Sensing[J]. Sensors (Basel, Switzerland), 2023, 23(7):3781. DOI: 10.3390/S23073781.
[5] [5] CHAMOIN L, FARAHBAKHSH S, PONCELET M. An educational review on distributed optic fiber sensing based on Rayleigh backscattering for damage tracking and structural health monitoring[J]. Measurement Science and Technology, 2022, 33(12):124008. DOI: 10.1088/1361-6501/AC9152.
[8] [8] XU C J, GUAN J J, BAO M, et al. Pattern recognition based on enhanced multifeature parameters for vibration events in -OTDR distributed optical fiber sensing system[J]. Microwave and Optical Technology Letters, 2017, 59(12):3134-3141. DOI: 10.1002/mop.30886.
[11] [11] JIANG F, LI H L, ZHANG Z H, et al. An event recognition method for fiber distributed acoustic sensing systems based on the combination of MFCC and CNN[C]//2017 International Conference on Optical Instruments and Technology, Beijing, 28–30 October 2017. SPIE, 2018.
[14] [14] LYU C, HUO Z, CHENG X, et al. Distributed Optical Fiber Sensing Intrusion Pattern Recognition Based on GAF and CNN[J]. Journal of Lightwave Technology, 2020, 38(15):4174-4182. DOI: 10.1109/JLT.2020.2985746.
[15] [15] LI S, PENG R, LIU Z. A surveillance system for urban buried pipeline subject to third-party threats based on fiber optic sensing and convolutional neural network[J]. Structural Health Monitoring, 2020, 20(7):1074-1715. DOI: 10.1177/1475921720930649.
[16] [16] MIRJALILI S, MIRJALILI S M, LEWIS A D. Grey Wolf Optimizer[J]. Advances in Engineering Software, 2014, 69:46-61. DOI: 10.1016/j.advengsoft.2013.12.007.
[20] [20] CHEN M, MASOUDI A, PARMIGIANI F, et al. Distributed acoustic sensor based on a two-mode fiber[J]. Optics Express, 2018, 26(19):025399. DOI: 10.1364/OE.26.025399.
[21] [21] CHEN M, MASOUDI A, BRAMBILLA G. Performance analysis of distributed optical fiber acoustic sensors based on -OTDR[J]. Optics Express, 2019, 27(7):9684. DOI: 10.1364/OE.27.009684.
[22] [22] CHEN M, ZHU R, LUO J, et al. Distributed vibration sensor with a high strain dynamic range by harmonics analysis[J]. Optics & Laser Technology, 2023, 159:109006. DOI: 10.1016/j.optlastec.2022.109006.
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YAN Chen, ZHANG Dalu, WU Haiyong, CHEN Mengmeng. Distributed Fiber Sensing Disturbance Event Recognition Based on GWO Optimizing 1D CNN[J]. Journal of Quantum Optics, 2025, 31(1): 10204
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Received: Feb. 2, 2024
Accepted: Apr. 17, 2025
Published Online: Apr. 17, 2025
The Author Email: CHEN Mengmeng (chenmm@njxzc.edu.cn)
