岩性油气藏 ›› 2026, Vol. 38 ›› Issue (3): 12–23.doi: 10.12108/yxyqc.20260302

• 地质勘探 • 上一篇    下一篇

VSP速度建模和成像技术研究进展

苏勤1,2(), 冯刚2(), 李彦鹏2, 杨哲2, 刘文卿2   

  1. 1 电子科技大学 资源与环境学院, 成都 611731
    2 中国石油勘探开发研究院 西北分院, 兰州 730020
  • 收稿日期:2025-08-27 修回日期:2025-10-15 出版日期:2026-05-01 发布日期:2026-01-12
  • 第一作者:苏勤(1976—),男,硕士,教授级高级工程师,主要从事地震资料高分辨率处理、速度建模及偏移成像等领域的科研及生产工作。地址:(730020)甘肃省兰州市城关区雁儿湾路535号。Email:suq@petrochina.com.cn
  • 通信作者: 冯刚(1996—),男,硕士,工程师,主要从事多波多分量地震资料处理、VSP速度建模及偏移成像方法等方面的研究工作。Email:feng_g_1127@163.com。
  • 基金资助:
    中国石油天然气集团公司科技管理部关键核心技术攻关项目“三维VSP井地联合成像关键技术与软件研发”(2025ZG53)

Research progress of velocity modeling and imaging techniques using vertical seismic profile (VSP)

SU Qin1,2(), FENG Gang2(), LI Yanpeng2, YANG Zhe2, LIU Wenqing2   

  1. 1 School of Resources and Environment, University of Electronic Science and Technology of China, Chengdu 611631, China
    2 Research Institute of Petroleum Exploration & Development-Northwest (NWGI), PetroChina, Lanzhou 730020, China
  • Received:2025-08-27 Revised:2025-10-15 Online:2026-05-01 Published:2026-01-12

摘要:

垂直地震剖面(VSP)技术利用井中观测优势为复杂构造成像提供关键的速度约束和高分辨率数据。基于文献调研,对VSP核心环节技术演进、当前研究重点以及未来发展方向进行了综述。研究结果表明:①速度建模方法从初至波/反射波射线层析发展到全波形反演(FWI),显著提升了井周参数反演精度,但这些方法仍受到观测覆盖次数和初始模型精度制约,且存在多解性问题;偏移成像技术历经叠加映射、射线类偏移方法至波动方程类偏移方法的演进,突破了简化介质限制,实现了陡倾角复杂构造精确成像,却面临计算效率、噪声压制及波场利用不充分等挑战。②当前研究聚焦于最小二乘逆时偏移(LSRTM)提升振幅保真度、全波场协同成像拓展照明以及推动FWI与LSRTM深度耦合以实现建模-成像一体化。③未来发展将依赖新型传感技术、智能算法与算力协同驱动,并通过深化井地联合勘探,构建高精度速度模型,服务于油气藏精细刻画、动态监测及深地油气资源勘探。

关键词: 垂直地震剖面, 速度建模, 层析反演, 全波形反演, 波动方程, 逆时偏移

Abstract:

Vertical seismic profile (VSP) technology leverages the advantages of downhole observation to provide critical velocity constraints and high-resolution data for imaging complex geological structures. Based on a comprehensive literature review, the technological evolution of core components in VSP, current research focuses, and future development directions were summarized. The results show that: (1) Velocity modeling methods have advanced from first-arrival/reflected-wave ray-based tomography to full waveform inversion (FWI), significantly improving the accuracy of parameter inversion around the borehole. However, these methods remain constrained by acquisition fold and initial model accuracy, and still face challenges such as non-uniqueness. Migration imaging techniques have evolved from stacking mapping, ray-based migration methods, to wave-equation-based migration algorithms, overcoming the limitations of simplified medium and enabling accurate imaging of steeply dipping complex structures,still facing challenges such as computational efficiency, noise suppression, and insufficient utilization of the full wavefield. (2) Current research focuses on enhancing amplitude fidelity through least-squares reverse time migration (LSRTM), expanding illumination via full-wavefield collaborative imaging, and promoting deep integration of FWI and LSRTM to achieve unified velocity modeling and seismic imaging. (3) Future progress will rely on the synergistic development of novel sensing technologies, intelligent algorithms and increased computational power. By advancing integrated borehole-surface seismic surveys, high-precision velocity models will be constructed to support detailed reservoir characterization, dynamic monitoring, and the exploration of deep oil and gas resources.

Key words: vertical seismic profile, velocity modeling, tomographic inversion, full waveform inversion, wave equation, reverse time migration

中图分类号: 

  • TE121.34

图1

Marmousi模型Walkaway-VSP弹性波FWI速度建模"

图2

不同资料全波形反演速度建模结果"

图3

3D-DAS-VSP数据面元拉伸前、后的叠加成像剖面对比(据文献[37]修改)"

图4

四川盆地某井的Walkaway-VSP数据Kirchhoff偏移成像结果"

图5

理论模型的VSP逆时偏移成像结果 注:红色虚线为炮点的分布范围。"

[1] 赵邦六, 董世泰, 曾忠. 井中地震技术的昨天、今天和明天:井中地震技术发展及应用展望[J]. 石油地球物理勘探, 2017, 52(5):1112-1123.
doi: 10.13810/j.cnki.issn.1000-7210.2017.05.026
ZHAO Bangliu, DONG Shitai, ZENG Zhong. Borehole seismic development,status quo and future:Application prospect of borehole seismic[J]. Oil Geophysical Prospecting, 2017, 52(5):1112-1123.
doi: 10.13810/j.cnki.issn.1000-7210.2017.05.026
[2] 朱光明. 垂直地震剖面方法[M]. 北京: 石油工业出版社, 1988.
ZHU Guangming. Vetical seismic profile method[M]. Beijing: Petroleum Industry Press, 1988.
[3] 蔡志东. 井中地震技术:连接多种油气勘探方法的桥梁[J]. 石油地球物理勘探, 2021, 56(4):922-934.
doi: 10.13810/j.cnki.issn.1000-7210.2021.04.025
CAI Zhidong. Borehole seismic:A bridge connecting multiple oil and gas exploration methods[J]. Oil Geophysical Prospec-ting, 2021, 56(4):922-934.
[4] 李本才, 曹卿荣, 李珮, 等. 垂直地震测井(VSP)技术在薄层砂体识别中的应用[J]. 岩性油气藏, 2010, 22(1):109-113.
LI Bencai, CAO Qingrong, LI Pei, et al. Application of VSP to the identification of thin sand[J]. Lithologic Reservoirs, 2010, 22(1):109-113.
doi: 10.3969/j.issn.1673-8926.2010.01.021
[5] 王孝, 刘文卿, 曾华会, 等. 复杂区分层约束近地表建模方法及应用[J]. 岩性油气藏, 2018, 30(5):68-73.
doi: 10.12108/yxyqc.20180508
WANG Xiao, LIU Wenqing, ZENG Huahui, et al. Stratified constrained near-surface model building method and its application in complex surface area[J]. Lithologic Reservoirs, 2018, 30(5):68-73.
doi: 10.12108/yxyqc.20180508
[6] BILLETTE F, LAMBARE G. Velocity macro-model estimation from seismic reflection data by stereotomography[J]. Geophysical Journal International, 1998, 135(2):671-690.
doi: 10.1046/j.1365-246X.1998.00632.x
[7] LUO Yi, SCHUSTER G T. Wave-equation traveltime inversion[J]. Geophysics, 1991, 56(5):645-653.
doi: 10.1190/1.1443081
[8] ZHENG Yikang, WANG Yibo, CHANG Xu. Wave-equation traveltime inversion:Comparison of three numerical optimization methods[J]. Computers & Geosciences, 2013, 60:88-97.
doi: 10.1016/j.cageo.2013.07.010
[9] 王立德, 王小卫, 周辉, 等. 一种基于改进共轭梯度法的弹性波全波形反演速度分层建模方法[J]. 岩性油气藏, 2023, 35(4):61-69.
doi: 10.12108/yxyqc.20230406
WANG Lide, WANG Xiaowei, ZHOU Hui, et al. A layered velocity modeling method for elastic wave full waveform inversion based on improved conjugate gradient method[J]. Lithologic Reservoirs, 2023, 35(4):61-69.
doi: 10.12108/yxyqc.20230406
[10] 王华忠, 王雄文, 王西文. 地震波反演的基本问题分析[J]. 岩性油气藏, 2012, 24(6):1-9.
WANG Huazhong, WANG Xiongwen, WANG Xiwen. Analysis of the basic problems of seismic wave inversion[J]. Lithologic Reservoirs, 2012, 24(6):1-9.
doi: 10.3969/j.issn.1673-8926.2012.06.001
[11] MCMECHAN G A. Seismic tomography in boreholes[J]. Geophysical Journal of the Royal Astronomical Society, 1983, 74:601-612.
[12] LAPIN S, KISIN S, ZHOU Huawei. Joint VSP and surface seismic tomography[R]. Tulsa,SEG technical program, 2003.
[13] HUANG Guangnan, LIU Yang. Variable damping constraint tomography and its application in VSP data[J]. Applied Geophysics, 2012, 9(2):177-185.
doi: 10.1007/s11770-012-0328-2
[14] LI Yingping, ZHAO Xiaomin, ZHOU Ran, et al. 3C VSP tomography inversion for subsurface P- and S-wave velocity distribution[R]. Houston,SEG International Exposition and Annual Meeting, 2005.
[15] 黄光南, 邓居智, 李红星, 等. 三维VSP地震初至波走时层析成像研究[J]. 东华理工大学学报(自然科学版), 2016, 39(3):266-272.
HUANG Guangnan, DENG Juzhi, LI Hongxing, et al. 3D VSP seismic first arrival traveltime tomography[J]. Journal of East China University of Technology (Natural Science), 2016, 39(3):266-272.
[16] 李建国, 黄建华, 李彦鹏, 等. Walkaway VSP反射层析建模及叠前深度偏移成像[R]. 北京,CPS/SEG北京2018国际地球物理会议暨展览, 2018.
LI Jianguo, HUANG Jianhua, LI Yanpeng, et al. Walkaway VSP reflection tomography modeling and pre-stack depth migration imaging[R]. Beijing,CPS/SEG Beijing 2018 International Geophysical Conference & Exhibition,2018.
[17] CALNAN C, SCHUSTER G T. Reflection + transmission cross-well tomography[R]. Tulsa,SEG technical program, 1989.
[18] 左建军, 林松辉, 孔庆丰, 等. 井间地震直达波和反射波联合层析成像及应用[J]. 石油地球物理勘探, 2011, 46(2):226-231.
ZUO Jianjun, LIN Songhui, KONG Qingfeng, et al. Imaging by a joint tomography of direct wave traveltime and reflection wave traveltime in crosswell seismic and its application[J]. Oil Geophysical Prospecting, 2011, 46(2):226-231.
[19] 施俊杰, 张建中. 井间地震直达波和反射波走时联合层析反演[J]. 中国海洋大学学报, 2013, 43(7):61-65.
SHI Junjie, ZHANG Jianzhong. Crosshole seismic tomographic inversion using combined direct and reflected traveltimes[J]. Periodical of Ocean University of China, 2013, 43(7):61-65.
[20] REITER D H, RODI W. Nonlinear waveform tomography applied to crosshole seismic data[J]. Geophysics, 1996, 61(3):902-913.
doi: 10.1190/1.1444015
[21] TAKAM TAKOUGANG E M, BOUZIDI Y. Imaging high-resolution seismic velocity from walkaway vertical seismic profile data in a carbonate reservoir using acoustic waveform tomography[J]. Geophysics, 2018, 83(3):B77-B86.
[22] 任志明, 戴雪, 包乾宗. VSP直达波和反射波波动方程走时联合反演[J]. 地球物理学报, 2023, 66(9):3816-3827.
REN Zhiming, DAI Xue, BAO Qianzong. Joint wave-equation traveltime inversion of direct and reflected waves for VSP data[J]. Chinese Journal of Geophysics, 2023, 66(9):3816-3827.
[23] MENG T, CHENG J, WANG T. Compressional and shear wave velocity model building with DAS-VSP data[R]. Toulouse,86th EAGE Annual Conference & Exhibition, 2025.
[24] TARANTOLA A. Inversion of seismic reflection data in the acoustic approximation[J]. Geophysics, 1984, 49(8):1259-1266.
doi: 10.1190/1.1441754
[25] VIRIEUX J, OPERTO S. An overview of full-waveform inversion in exploration geophysics[J]. Geophysics, 2009, 74(6):WCC1-WCC26.
[26] WARNER M, GUASCH L. Adaptive waveform inversion:Theory[J]. Geophysics, 2016, 81(6):R429-R445.
[27] OWUSU J C, PODGORNOVA O, CHARARA M, et al. Anisotropic elastic full-waveform inversion of walkaway vertical seismic profiling data from the Arabian Gulf[J]. Geophysical Prospecting, 2016, 64:38-53.
doi: 10.1111/1365-2478.12227
[28] EGOROV A, PEVZNER R, BÓNA A, et al. Time-lapse full waveform inversion of vertical seismic profile data:Workflow and application to the CO2CRC Otway project[J]. Geophysical Research Letters, 2017, 44(14):7211-7218.
doi: 10.1002/grl.v44.14
[29] PAN W, INNANEN K A. Amplitude-based misfit functions in viscoelastic FWI applied to field W-VSP data in Western Canada[R]. San Antonio,89th Society of Exploration Geophysicists International Exposition and Annual Meeting, 2019.
[30] GAO Fuchun, LIU Faqi, ZHAN Ge, et al. Maximize the value of DAS VSP using full wavefields[J]. The Leading Edge, 2024, 43(11):735-739.
doi: 10.1190/tle43110735.1
[31] ZHANG Shou, LU Jun, LIU Xiaobo, et al. Acoustic full waveform inversion of DAS-VSP data[J]. Journal of Earth Science, 2024, 35(5):1795-1798.
doi: 10.1007/s12583-024-0034-z
[32] YUAN Jianlong, YU Jianshun, FU Xiaobo, et al. A study of full waveform inversion of seismic velocity structure under a rugged seafloor by using joint OBN and VSP synthetic seismic data[J]. Marine Geophysical Research, 2019, 40(3):419-431.
doi: 10.1007/s11001-019-09382-w
[33] WYATT K D. Synthetic vertical seismic profile[J]. Geophysics, 1981, 46 (6):880-891.
doi: 10.1190/1.1441227
[34] STEWART R R, MARCHISIO G. Cross-well seismic imaging using reflections[R]. Tulsa,SEG technical program, 1991.
[35] SMALLEY N, HARRIS J M. CDP stacking and imaging of cross-well reflectors[R]. Tulsa,SEG technical program, 1992.
[36] 杨飞龙, 李辉峰, 孙辉, 等. 基于正态分布权函数的VSP-CDP叠加成像[J]. 石油地球物理勘探, 2020, 55(1):101-110.
doi: 10.13810/j.cnki.issn.1000-7210.2020.01.012
YANG Feilong, LI Huifeng, SUN Hui, et al. VSP-CDP stack imaging based on the weight function of normal distribution[J]. Oil Geophysical Prospecting, 2020, 55(1):101-110.
doi: 10.13810/j.cnki.issn.1000-7210.2020.01.012
[37] 李彦鹏, 刘学刚, 王大兴, 等. DAS井地联合勘探实例分析:以长庆油田环县三维井地联采为例[J]. 石油物探, 2022, 61(1):112-121.
doi: 10.3969/j.issn.1000-1441.2022.01.012
LI Yanpeng, LIU Xuegang, WANG Daxing, et al. DAS joint VSP and 3D surface seismic:A case study on HX3D in the Changqing oilfield[J]. Geophysical Prospecting for Petroleum, 2022, 61(1):112-121.
doi: 10.3969/j.issn.1000-1441.2022.01.012
[38] 张卫红, 徐亦鸣, 刘丽. VSP转换波成像技术及实例分析[J]. 石油物探, 2003, 42(1):42-48.
ZHANG Weihong, XU Yiming, LIU Li. VSP converted-wave imaging technique and its application[J]. Geophysical Prospecting for Petroleum, 2003, 42(1):42-48.
[39] 朱金明, 董敏煜. 垂直地震剖面的KIRCHHOFF积分偏移[J]. 石油地球物理勘探, 1989, 24(5):523-532.
ZHU Jinming, DONG Minyu. Kirchhoff integral migration of VSP data[J]. Oil Geophysical Prospecting, 1989, 24(5):523-532.
[40] 宋炜, 王守东, 王尚旭. 井间地震资料克希霍夫积分法叠前深度偏移[J]. 石油物探, 2004, 43(6):523-527.
SONG Wei, WANG Shoudong, WANG Shangxu. Pre-stack depth migration of seismic crosshole data by Kirchhoff integral method[J]. Geophysical Prospecting for Petroleum, 2004, 43(6):523-527.
[41] 王珺, 杨长春, 刘海河, 等. 克希霍夫法VSP多波联合成像[J]. 地球物理学进展, 2006, 21(3):845-855.
WANG Jun, YANG Changchun, LIU Haihe, et al. VSP multiwave image with Kirchhoff method[J]. Progress in Geophysics, 2006, 21(3):845-855.
[42] ZHAO Xiaomin, JIN Shengwen. Vertical seismic profile Kirchhoff migration with structure dip constraint[J]. Interpretation, 2015, 3(3):SW51-SW56.
[43] 王珺, 乔玉雷, 姚忠瑞, 等. 垂直地震剖面高斯束法偏移成像[J]. 中国石油大学学报(自然科学版), 2008, 32(4):29-33.
WANG Jun, QIAO Yulei, YAO Zhongrui, et al. Vertical seismic profile imaging by Gaussian-beam migration[J]. Journal of China University of Petroleum (Edition of Natural Science), 2008, 32(4):29-33.
[44] 杨飞龙, 孙渊, 李绪宣, 等. 基于高斯射线束的斜井VSP正演方法[J]. 地球物理学进展, 2014, 29(6):2791-2799.
YANG Feilong, SUN Yuan, LI Xuxuan, et al. Deviatedhole VSP forward method based on the Gaussian beam[J]. Progress in Geophysics, 2014, 29(6):2791-2799.
[45] 杨飞龙, 孙渊, 路婧, 等. VSP高斯射线束法叠加成像[J]. 物探与化探, 2015, 39(3):627-632.
YANG Feilong, SUN Yuan, LU Jing, et al. The Gaussian beam stack imaging method of VSP[J]. Geophysical and Geochemical Exploration, 2015, 39(3):627-632.
[46] ZHANG Shaohua, GOU Liang, YU Gang, et al. Joint OBN and 3D DAS-VSP data acquisition and processing in East China Sea[J]. Geophysical Prospecting for Petroleum, 2024, 63(1):30-44.
doi: 10.12431/issn.1000-1441.2024.63.01.003
[47] HEMON C. Equations d’onde et modeles[J]. Geophysical Prospecting, 1978, 26(4):790-821.
doi: 10.1111/gpr.1978.26.issue-4
[48] BAYSAL E, KOSLOFF D D, SHERWOOD J W C. Reverse time migration[J]. Geophysics, 1983, 48(11):1514-1524.
doi: 10.1190/1.1441434
[49] LOEWENTHAL D, MUFTI I. Reversed time migration in spatial frequency domain[J]. Geophysics, 1983, 48(5):627-635.
doi: 10.1190/1.1441493
[50] MCMECHAN G A. Migration by extrapolation of time-dependent boundary values[J]. Geophysical Prospecting, 1983, 31(3):413-420.
doi: 10.1111/gpr.1983.31.issue-3
[51] 王童奎, 谢占安, 付兴深, 等. 弹性介质中谱元法叠后逆时偏移方法研究[J]. 石油物探, 2009, 48(4):354-358.
WANG Tongkui, XIE Zhanan, FU Xingshen, et al. Spectral-element method for post-stack reverse-time migration in elastic media[J]. Geophysical Prospecting for Petroleum, 2009, 48(4):354-358.
[52] 陈可洋. 几种地震观测方式的逆时成像分析[J]. 岩性油气藏, 2013, 25(1):95-101.
CHEN Keyang. Reverse-time migration analysis of several seismic observation models[J]. Lithologic Reservoirs, 2013, 25(1):95-101.
doi: 10.3969/j.issn.1673-8926.2013.01.018
[53] CHANG W F, MCMECHAN G A. Reverse-time migration of offset vertical seismic profiling data using the excitation-time imaging condition[J]. Geophysics, 1986, 51(1):67-84.
doi: 10.1190/1.1442041
[54] SUN R, MCMECHAN G A. Pre-stack reverse-time migration for elastic waves with application to synthetic offset vertical seismic profiles[J]. Proceedings of the IEEE, 1986, 74(3):457-465.
doi: 10.1109/PROC.1986.13486
[55] 黄平, 匡文忠, 杨在朝. VSP资料的单向隐式差分逆时偏移[J]. 石油物探, 1992, 31(2):83-90.
HUANG Ping, KUANG Wenzhong, YANG Zaichao. Reverse time migration of VSP data by unilateral implicit difference[J]. Geophysical Prospecting for Petroleum, 1992, 31(2):83-90.
[56] HOKSTAD K, MITTET R, LANDRO M. Elastic reverse time migration of marine walkaway vertical seismic profiling data[J]. Geophysics, 1998, 63 (5):1685-1695.
doi: 10.1190/1.1444464
[57] XIAO Xiang, LEANEY W S. Local vertical seismic profiling (VSP) elastic reverse-time migration and migration resolution:Salt-flank imaging with transmitted P-to-S waves[J]. Geophysics, 2010, 75(2):S35-S49.
doi: 10.1190/1.3309460
[58] 刘守伟, 王华忠, 陈生昌, 等. VSP上下行反射波联合成像方法研究[J]. 地球物理学报, 2012, 55(9):3126-3133.
LIU Shouwei, WANG Huazhong, CHEN Shengchang, et al. Joint imaging method of VSP upgoing and downgoing reflection wave[J]. Chinese Journal of Geophysics, 2012, 55(9):3126-3133.
[59] LEUNG V, WONG M, ZHANG Rui. Up-and down-going wave multiples RTM imaging for VSP[R]. Houston,Society of Exploration Geophysicists, 2013.
[60] 孙文博, 孙赞东. 基于伪谱法的VSP 逆时偏移及其应用研究[J]. 地球物理学报, 2010, 53(9):2196-2203.
SUN Wenbo, SUN Zandong. VSP reverse time migration based on the pseudo-spectral method and its applications[J]. Chinese Journal of Geophysics, 2010, 53(9):2196-2203.
[61] 蔡晓慧, 刘洋, 王建民, 等. 基于自适应优化有限差分方法的全波VSP逆时偏移[J]. 地球物理学报, 2015, 58(9):3317-3334.
doi: 10.6038/cjg20150925
CAI Xiaohui, LIU Yang, WANG Jianmin, et al. Full-wavefield VSP reverse-time migration based on the adaptive optimal finite-difference scheme[J]. Chinese Journal of Geophysics, 2015, 58(9):3317-3334.
[62] LANZARONE P, WILLIAMS T, LI Q, et al. Modeling and acquisition of an ultrahigh-pressure zero-offset VSP and 2D walkaway VSP to improve subsalt resolution of the reservoir section in a deepwater oil field:A case study[R]. Tulsa,SEG technical program, 2016.
[63] ALDAWOOD A, NESTOR P A, SAMI A. Least-squares migration of VSP seismic data:A case study from Saudi Arabia[R]. Tulsa,SEG technical program, 2017.
[64] 刘炜, 王彦春, 毕臣臣, 等. 基于优化交错网格有限差分法的VSP 逆时偏移[J]. 物探与化探, 2020, 44(6):1368-1380.
LIU Wei, WANG Yanchun, BI Chenchen, et al. Reverse time migration of VSP data based on the optimal staggered-grid finite-difference method[J]. Geophysical and Geochemical Exploration, 2020, 44(6):1368-1380.
[65] 张猛. 基于GPU并行加速的黏声最小二乘逆时偏移及应用[J]. 岩性油气藏, 2022, 34(1):148-153.
doi: 10.12108/yxyqc.20220115
ZHANG Meng. Least-squares reverse time migration in visco-acoustic medium based on GPU parallel acceleration and its application[J]. Lithologic Reservoirs, 2022, 34(1):148-153.
doi: 10.12108/yxyqc.20220115
[66] HU H, ZHAN G, LIU F, et al. Enhancing subsalt imaging of DAS-VSP data by structurally adaptive aperture RTM[R]. Vienna,84th EAGE Annual Conference & Exhibition, 2023.
[67] LEANEY W S, SACCHI M D, ULRYCH T J. Least-squares migration with dip-field regularization:application to 3D VSP data[R]. Tulsa,SEG Technical Program, 2009.
[68] GUO Xuebao, SHI Ying, WANG Weihong, et al. Suppressing migration noise in reverse time migration of vertical seismic profiles by multiple stacking estimation[J]. Geophysics, 2022, 87(4):S223-S235.
doi: 10.1190/geo2021-0372.1
[69] SHI Ying, WANG Yanghua. Reverse time migration of 3D vertical seismic profile data[J]. Geophysics, 2016, 81(1):S31-S38.
doi: 10.1190/geo2015-0277.1
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