Acta Optica Sinica, Volume. 44, Issue 1, 0106021(2024)

Multi-Wave Imaging Methods for Distributed Acoustic Sensing Vertical Seismic Profile Assisted by Artificial Intelligence Processing

Yuanzhong Chen1,2,3、*, Guangmin Hu1, Yanpeng Li3, Yunjiang Rao1,2, Shujie An1,2,3, Jingjing Zong1、**, and Hao Zhang4
Author Affiliations
  • 1School of Resources and Environment, University of Electronic Science and Technology, Chengdu 611631, Sichuan , China
  • 2Optical Science and Technology (Chengdu) Ltd., Chengdu 611631, Sichuan , China
  • 3BGP, Inc., China National Petroleum Corporation, Zhuozhou072750, Hebei , China
  • 4Shanghai Petroleum and Natural Gas Co., Ltd., Shanghai 200040, China
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    References(26)

    [1] Zhu G M[M]. Vertical seismic profile method(1988).

    [2] Zhao B L, Dong S T, Zeng Z. Borehole seismic development, status quo and future: application prospect of borehole seismic[J]. Oil Geophysical Prospecting, 52, 1112-1123, 884(2017).

    [3] Li Y P, Chen Y Z, Xu G et al. Large-array 3D-VSP technique applied to Daqing Oil Field[J]. Oil Geophysical Prospecting, 46, 311-316, 163(2011).

    [4] Yuan L B, Tong W J, Jiang S et al. Road map of fiber optic sensor technology in China[J]. Acta Optica Sinica, 42, 0100001(2022).

    [5] Lin S T, Wang Z N, Xiong J et al. Progresses of anti-interference-fading technologies for Rayleigh-scattering-based optical fiber sensing[J]. Laser & Optoelectronics Progress, 58, 1306008(2021).

    [6] Yu G, Cai Z D, Chen Y Z et al. Walkaway VSP using multimode optical fibers in a hybrid wireline[J]. The Leading Edge, 35, 615-619(2016).

    [7] Li Y P, Li F, Li J G et al. Application of distributed acoustic sensing in borehole seismic exploration[J]. Geophysical Prospecting for Petroleum, 59, 242-249(2020).

    [8] Zhang M Y, Zhao X M, Wilson G A et al. Q estimation from geophone and DAS VSPs[C], 475-478(2020).

    [9] Horne S, Armstrong P, Soulas S. Deepwater DAS walkaway VSP analysis[C], 495-498(2020).

    [10] Mizuno T, Ali S. Benchmarking DAS VSP migration methods with geophone VSP migration: case study for the generalized Radon transform migration[C], 422-425(2021).

    [11] Wilson G A, Willis M E, Ellmauthaler A. Evaluating 3D and 4D DAS VSP image quality of subsea carbon storage[J]. The Leading Edge, 40, 261-266(2021).

    [12] Kuang L C, Liu H, Ren Y L et al. Application and development trend of artificial intelligence in petroleum exploration and development[J]. Petroleum Exploration and Development, 48, 1-11(2021).

    [13] Huang L, Dong X S, Clee T E. A scalable deep learning platform for identifying geologic features from seismic attributes[J]. The Leading Edge, 36, 249-256(2017).

    [14] Zhao H X, Bai T T, Chen Y Z. Background noise suppression for DAS-VSP records using GC-AB-Unet[J]. IEEE Geoscience and Remote Sensing Letters, 19, 802970(2022).

    [15] Wei Y W, Fu H H, Li Y E et al. A new P-wave reconstruction method for VSP data using conditional generative adversarial network[C], 2528-2532(2019).

    [16] Tao B C, Yang Y Y, Zhou H L et al. Wavefield separation of VSP data based on deep neural network[C], 86-89(2022).

    [17] Wang B F, Zhang N, Lu W K et al. Deep-learning-based seismic data interpolation: a preliminary result[J]. GEOPHYSICS, 84, V11-V20(2019).

    [18] Zheng H, Zhang B. Intelligent seismic data interpolation via convolutional neural network[J]. Progress in Geophysics, 35, 721-727(2020).

    [19] Blias E, Hughes B. 3D VSP imaging: some general problems[C], 5630-5634(2015).

    [20] Lee C C, Gou W P, Rollins F et al. 3D VSP processing and imaging: a case study at Mad Dog, Gulf of Mexico[C], 5562-5566(2016).

    [21] Li Y, Wu H, Wong W et al. Velocity analysis and update with 3D DAS-VSP to improve borehole/surface seismic images[C], 5285-5289(2015).

    [22] Wu S P, Huang L Z, Hu T Y. Multiple reflection imaging by using Walkaway VSP data[J]. Geophysical Prospecting for Petroleum, 50, 115-123(2011).

    [23] Chen Y Z, Zong J J, Liu C X et al. Offshore subsurface characterization enabled by fiber-optic distributed acoustic sensing (DAS): an East China Sea 3D VSP survey example[J]. Frontiers in Earth Science, 11, 1033456(2023).

    [24] Starck J L, Moudden Y, Bobin J et al. Morphological component analysis[J]. Proceedings of SPIE, 5914, 59140Q(2005).

    [25] Chen J Y, Chen W C, Wang X K et al. The DAS coupling noise removal using alternating projection iteration with United sparse transforms[C](2017).

    [26] Lü X S, Cao J X, Hu J T et al. Automatic seismic horizon tracking based on dynamic time warping[C](2018).

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    Yuanzhong Chen, Guangmin Hu, Yanpeng Li, Yunjiang Rao, Shujie An, Jingjing Zong, Hao Zhang. Multi-Wave Imaging Methods for Distributed Acoustic Sensing Vertical Seismic Profile Assisted by Artificial Intelligence Processing[J]. Acta Optica Sinica, 2024, 44(1): 0106021

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    Paper Information

    Category: Fiber Optics and Optical Communications

    Received: Aug. 2, 2023

    Accepted: Oct. 23, 2023

    Published Online: Jan. 11, 2024

    The Author Email: Chen Yuanzhong (764367186@qq.com), Zong Jingjing (jjingzong@gmail.com)

    DOI:10.3788/AOS231346

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