Laser & Optoelectronics Progress, Volume. 62, Issue 3, 0300002(2025)
Advances in Machine-Learning Techniques for Distributed Fiber-Optic Sensing Performance Enhancement
[2] Zhang X P[M]. Fully distributed optical fiber sensing technology(2013).
[10] Mou Y. Distributed fibre-optic vibration sensing system in long-distance pipeline anti-excavation damage application[J]. Petrochemical Industry Technology, 29, 192-193, 196(2022).
[11] Bao T, Li C R, Qiu X et al. Intrusion monitoring system for utility tunnel based on distributed optical fiber vibration sensing technology[J]. Chinese Journal of Sensors and Actuators, 36, 1974-1980(2023).
[13] Xiang M Q, Liu Y Y, Qing X G et al. Research on application of optical fiber sensing technology in nuclear power plant[J]. Process Automation Instrumentation, 40, 132-136(2019).
[14] Li X Y. Development of 35 kV oil-immersed power transformer with built-in distributed optical fiber and analysis of 3D internal temperature distribution[D], 31-40(2021).
[16] Fan Z Y, Wu C, Wang X. Research progress of optical fiber sensing technology in power equipment monitoring[J]. Insulating Materials, 54, 1-12(2021).
[17] Li Z F, Chen F, Li B Z et al. Application of multiplexed strategy of distributed and single point fiber sensing technique in substation[J]. Electric Power Information and Communication Technology, 18, 50-55(2020).
[21] Yang G J, Qian J H, Zhou Q Y et al. Review on digital signal processing techniques in distributed brillouin fiber sensing systems[J]. Acta Optica Sinica, 44, 0106003(2024).
[32] Chen S, Huang N, Li J L et al. Principal component analysis for structural damage identification based on distributed optical fiber sensing signals[J]. Journal of Experimental Mechanics, 37, 838-846(2022).
[49] Liu Y T, Zhang J G, Bai Q et al. Long‑range BOTDR using block matching and 3D filtering algorithm[J]. Chinese Journal of Lasers, 51, 1406002(2024).
[53] Li W Q, Bai Q, Zan W et al. SNR enhancement for BOTDA by DnCNN and pulse coding[J]. Chinese Journal of Lasers, 51, 1706004(2024).
[56] Luo K, Wang Y Y, Zhu B R et al. Noise reduction of brillouin distributed optical fiber sensors based on generative adversarial network[J]. Acta Optica Sinica, 44, 0106024(2024).
[62] Wu H, Zhao C, Tang M. Super spatial resolution Raman distributed temperature sensing via deep learning[J]. IEEE Journal of Selected Topics in Quantum Electronics, 28, 5600108(2022).
[64] Shi B, Zhang D, Zhu H H[M]. Distributed fiber optic sensing for Geoengineering monitoring(2019).
[66] Li Y Q, Zhao L J, Yang Z et al. Design and realization of the submarine cable three-dimensional monitoring system based on BOTDR[J]. Chinese Journal of Scientific Instrument, 35, 1029-1036(2014).
[67] Wu N, Wang H T, Zhang Z F et al. Research of transmission line icing wide-area monitoring based on OPGW[J]. Electric Power, 50, 65-70(2017).
[68] Jiao J R. A warning from the particularly major landslide at the Hong Au slag receptor site[J]. Soil and Water Conservation in China, 1-3(2017).
Get Citation
Copy Citation Text
Dingyi Ma, Xinyu Liu, Yongzheng Li, Linfeng Guo, Xiaomin Xu. Advances in Machine-Learning Techniques for Distributed Fiber-Optic Sensing Performance Enhancement[J]. Laser & Optoelectronics Progress, 2025, 62(3): 0300002
Category: Reviews
Received: Apr. 29, 2024
Accepted: Jun. 17, 2024
Published Online: Feb. 21, 2025
The Author Email:
CSTR:32186.14.LOP241191