Acta Optica Sinica, Volume. 43, Issue 20, 2006006(2023)

Identification Method of Optical Fiber Perimeter Intrusion Signal Based on MATCN

Qiufeng Shang1,2,3 and Da Huang1、*
Author Affiliations
  • 1Department of Electronic & Communication Engineering, North China Electric Power University, Baoding 071003, Hebei, China
  • 2Hebei Key Laboratory of Power Internet of Things Technology, North China Electric Power University, Baoding 071003, Hebei, China
  • 3Baoding Key Laboratory of Optical Fiber Sensing and Optical Communication Technology, North China Electric Power University, Baoding 071003, Hebei, China
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    References(22)

    [1] Li H, Liu T, Fan C Z et al. Fading suppression for distributed acoustic sensing assisted with dual-laser system and differential-vector-sum algorithm[J]. IEEE Sensors Journal, 22, 9417-9425(2022).

    [2] Zhang Y X, Liu J X, Xiong F et al. A space-division multiplexing method for fading noise suppression in the Φ‑OTDR system[J]. Sensors, 21, 1694(2021).

    [3] Zhang X P, Ding Z W, Hong R et al. Phase sensitive optical time-domain reflective distributed optical fiber sensing technology[J]. Acta Optica Sinica, 41, 0106004(2021).

    [4] Zhang R F. Research and application of fiber optic vibration signal recognition method for perimeter security system[D](2020).

    [5] Jia H Z, Liang S, Lou S Q et al. A k-nearest neighbor algorithm-based near category support vector machine method for event identification of Φ‑OTDR[J]. IEEE Sensors Journal, 19, 3683-3689(2019).

    [6] Wang X, Liu Y, Liang S et al. Event identification based on random forest classifier for Φ‑OTDR fiber-optic distributed disturbance sensor[J]. Infrared Physics & Technology, 97, 319-325(2019).

    [7] Sun Z S, Liu K, Jiang J F et al. Optical fiber distributed vibration sensing using grayscale image and multi-class deep learning framework for multi-event recognition[J]. IEEE Sensors Journal, 21, 19112-19120(2021).

    [8] Xiong X L, Zhang W T, Li M et al. Fiber-optic perimeter vibration signal recognition based on local mean decomposition and serial feature fusion[J]. Acta Optica Sinica, 39, 0206002(2019).

    [9] Ma Y Z, Wang Q Q, Wang R S et al. Optical fiber perimeter vibration signal recognition based on SVD and MPSO-SVM[J]. Systems Engineering and Electronics, 42, 1652-1661(2020).

    [10] Wang L, Wu H, Tang M et al. Research status of Brillouin signal analysis method based on machine learning[J]. Laser & Optoelectronics Progress, 58, 1306010(2021).

    [11] Zhang Y L, Yu M, Chang T Y et al. Phase-sensitive optical time-domain reflectometric system pattern recognition method based on Wavenet[J]. Acta Photonica Sinica, 50, 0306003(2021).

    [12] Yu H D, Mi Q S, Zhao D et al. Optical fiber perimeter intrusion pattern recognition based on 1D-CNN[J]. Acta Photonica Sinica, 50, 0906003(2021).

    [13] Wang M, Sha Z, Feng H et al. φ-OTDR pattern recognition based on LSTM-CNN[J]. Acta Optica Sinica, 43, 0506001(2023).

    [14] Zabin M, Choi H J, Uddin J. Hybrid deep transfer learning architecture for industrial fault diagnosis using Hilbert transform and DCNN-LSTM[J]. The Journal of Supercomputing, 79, 5181-5200(2023).

    [15] Wang Z D, Lou S Q, Wang X et al. Multi-branch long short-time memory convolution neural network for event identification in fiber-optic distributed disturbance sensor based on φ-OTDR[J]. Infrared Physics & Technology, 109, 103414(2020).

    [16] Liu D Y, Zhang Y, Liu Y et al. LSTM-based recurrent neural network for noise suppression in fNIRS neuroimaging: network design and pilot validation[J]. Chinese Journal of Lasers, 48, 1918007(2021).

    [17] Bai S J, Kolter J Z, Koltun V. An empirical evaluation of generic convolutional and recurrent networks for sequence modeling[R], 7-9(2018).

    [18] Ren Y J, Tang X G, Zhang B Q et al. Communication signal modulation recognition algorithm based on temporal convolutional network[J]. Radio Engineering, 53, 807-814(2023).

    [19] Li X, He M, Luo H B. Occluded pedestrian detection algorithm based on improved YOLOv3[J]. Acta Optica Sinica, 42, 1415003(2022).

    [20] Zhong Z, Zhang X P, Zou N M. Enhancement of measurable range for acoustic signal in phase optical time domain reflector[J]. Acta Optica Sinica, 41, 1306023(2021).

    [21] Zhou Z C, Liu K, Jiang J F et al. Optical fiber vibration-sensing event recognition based on CLDNN[J]. Acta Optica Sinica, 41, 1306019(2021).

    [22] Shang Q F, Guo J X. Identification method of submarine cable vibration signal based on VMD-BSA-SVM[J]. Laser & Optoelectronics Progress, 59, 1701001(2022).

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    Qiufeng Shang, Da Huang. Identification Method of Optical Fiber Perimeter Intrusion Signal Based on MATCN[J]. Acta Optica Sinica, 2023, 43(20): 2006006

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    Paper Information

    Category: Fiber Optics and Optical Communications

    Received: Apr. 25, 2023

    Accepted: May. 29, 2023

    Published Online: Oct. 13, 2023

    The Author Email: Huang Da (huangda0217@163.com)

    DOI:10.3788/AOS230873

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