Acta Optica Sinica, Volume. 45, Issue 10, 1012001(2025)
Pipeline Leak Signal Recognition Method Based on CNN-Transformer for DAS
[1] Ramalli G, Giovani M, Pacchiacucchi F et al. Pipeline monitoring with drones[D], 105-118(2016).
[9] Wu H J, Wang X L, Liao H B et al. Signal processing in smart fiber-optic distributed acoustic sensor[J]. Acta Optica Sinica, 44, 0106009(2024).
[11] Hu S, Hu X M, Li S S et al. Research on Φ-OTDR perimeter security monitoring based on GAF-HorNet[J]. Laser & Optoelectronics Progress, 61, 0906005(2024).
[13] Ma D Y, Liu X Y, Li Y Z et al. Advances in machine-learning techniques for distributed fiber-optic sensing performance enhancement[J]. Laser & Optoelectronics Progress, 62, 0300002(2025).
[14] Li J, Yao R X, Ren M Y et al. Distributed optical fiber vibration signal recognition technology based on Gramian angular field[J]. Chinese Journal of Lasers, 51, 0506003(2024).
[19] Liang H K, Xie H S, Huang H B et al. Distributed optical fiber acoustic sensing signal recognition based on improved depth residual shrinkage network[J]. Laser & Optoelectronics Progress, 61, 0506002(2024).
[23] Wu J, Guan L Y, Bao M et al. Vibration events recognition of optical fiber based on multi-scale 1-D CNN[J]. Opto-Electronic Engineering, 46, 180493(2019).
[25] van der Maaten L, Hinton G. Visualizing data using t-SNE[J]. Journal of Machine Learning Research, 9, 2579-2605(2008).
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Lang Li, Zhongsheng Jiang, Zhouchang Hu, Shuang Yang, Yuquan Tang, Xingrong Jiang, Miao Sun, Zhirong Zhang, Xiaoxia Qiu, Shuai Wang, Chunfeng Hu. Pipeline Leak Signal Recognition Method Based on CNN-Transformer for DAS[J]. Acta Optica Sinica, 2025, 45(10): 1012001
Category: Instrumentation, Measurement and Metrology
Received: Jan. 10, 2025
Accepted: Mar. 27, 2025
Published Online: May. 14, 2025
The Author Email: Yuquan Tang (laserway@aiofm.ac.cn)
CSTR:32393.14.AOS250471