Eliminating the Fading Noise in Distributed Acoustic Sensing Data

被引:6
作者
He, Xiangge [1 ,2 ,3 ]
Cao, Zhi [4 ]
Ji, Peng [4 ]
Gu, Lijuan [1 ,2 ]
Wei, Shipeng [4 ]
Fan, Bo [4 ]
Zhang, Min [1 ,2 ,3 ]
Lu, Hailong [1 ,2 ]
机构
[1] Peking Univ, Beijing Int Ctr Gas Hydrate, Beijing 100871, Peoples R China
[2] Peking Univ, Sch Earth & Space Sci, Beijing 100871, Peoples R China
[3] Peking Univ, Dongguan Inst Opt & Elect, Dongguan 523000, Peoples R China
[4] CNPC Offshore Engn Co Ltd, Beijing Beijing10002, Peoples R China
来源
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING | 2023年 / 61卷
基金
中国国家自然科学基金;
关键词
Big fading error; DAS raw data; distortion; distributed acoustic sensor (DAS); fading noise; SENSOR; INTERFERENCE; SUPPRESSION; TIME; OTDR;
D O I
10.1109/TGRS.2023.3263159
中图分类号
P3 [地球物理学]; P59 [地球化学];
学科分类号
0708 ; 070902 ;
摘要
Fading noise is a crucial problem in a distributed acoustic sensor (DAS) system, which can severely degrade the system's ability on distributed detection. In this article, we systematically studied the mechanism and characteristics of fading noise in a dual-pulse heterodyne demodulated DAS system. Results show that fading noise not only causes big fading errors in signal, but also leads to amplitude distortion of seismic wave. We propose the sort and average over trace (SAOT) algorithm to eliminate the fading noise of DAS data. After implementation of the algorithm on the simulated DAS data, the big fading error can be eliminated 100%, and the residual standard deviation can be reduced by 32 dB. Meanwhile, the correlation between the processed data and the noise-free data is improved by 29 dB. Then, the performance of the algorithm is further verified by laboratory experiment, achieving a residual standard deviation reduction of 33 dB. Finally, the algorithm can perfectly eliminate the fading noise in vertical seismic profile (VSP) DAS data and surface seismic DAS data obtained at the oilfield site.
引用
收藏
页数:10
相关论文
共 30 条
  • [1] A Review of Distributed Fiber-Optic Sensing in the Oil and Gas Industry
    Ashry, Islam
    Mao, Yuan
    Wang, Biwei
    Hveding, Frode
    Bukhamsin, Ahmed
    Ng, Tien Khee
    Ooi, Boon S.
    [J]. JOURNAL OF LIGHTWAVE TECHNOLOGY, 2022, 40 (05) : 1407 - 1431
  • [2] Binder G, 2020, GEOPHYSICS, V85, pT225, DOI [10.1190/GEO2019-0819.1, 10.1190/geo2019-0819.1]
  • [3] Cheng M, 2023, GEOPHYSICS, V88, pWA201, DOI [10.1190/GEO2022-0269.1, 10.1190/geo2022-0269.1]
  • [4] Denoising the Optical Fiber Seismic Data by Using Convolutional Adversarial Network Based on Loss Balance
    Dong, Xintong
    Li, Yue
    [J]. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2021, 59 (12): : 10544 - 10554
  • [5] Application of fiber optics in oil and gas field development—a review
    Mvomo N. Edouard
    Chinedu J. Okere
    Pingchuan Dong
    Chinedu E. Ejike
    Nnachi N. Emmanuel
    Nguu D. Muchiri
    [J]. Arabian Journal of Geosciences, 2022, 15 (6)
  • [6] Well-scale demonstration of distributed pressure sensing using fiber-optic DAS and DTS
    Ekechukwu, Gerald K.
    Sharma, Jyotsna
    [J]. SCIENTIFIC REPORTS, 2021, 11 (01)
  • [7] The use of multi-frequency acquisition to significantly improve the quality of fibre-optic-distributed vibration sensing
    Hartog, A. H.
    Liokumovich, L. B.
    Ushakov, N. A.
    Kotov, O. I.
    Dean, T.
    Cuny, T.
    Constantinou, A.
    Englich, F. V.
    [J]. GEOPHYSICAL PROSPECTING, 2018, 66 : 192 - 202
  • [8] Suppression of the Interference Fading in Phase-Sensitive OTDR With Phase-Shift Transform
    He, Haijun
    Yan, Lianshan
    Qian, Heng
    Zhou, Yin
    Zhang, Xinpu
    Luo, Bin
    Pan, Wei
    Fan, Xinyu
    He, Zuyuan
    [J]. JOURNAL OF LIGHTWAVE TECHNOLOGY, 2021, 39 (01) : 295 - 302
  • [9] Distributed optical fiber acoustic sensor for in situ monitoring of marine natural gas hydrates production for the first time in the Shenhu Area, China
    He, Xiang-ge
    Wu, Xue-min
    Wang, Lei
    Liang, Qian-yong
    Gu, Li-juan
    Liu, Fei
    Lu, Hai-long
    Zhang, Yi
    Zhang, Min
    [J]. CHINA GEOLOGY, 2022, 5 (02) : 322 - 329
  • [10] On the phase fading effect in the dual-pulse heterodyne demodulated distributed acoustic sensing system
    He, Xiangge
    Xu, Xiaohu
    Zhang, Min
    Xie, Shangran
    Liu, Fei
    Gu, Lijuan
    Zhang, Yi
    Yang, Yuting
    Lu, Hailong
    [J]. OPTICS EXPRESS, 2020, 28 (22) : 33433 - 33447