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物探与化探  2023, Vol. 47 Issue (3): 628-637    DOI: 10.11720/wtyht.2023.1469
  综述 本期目录 | 过刊浏览 | 高级检索 |
地震全波形反演研究进展与应用现状综述
陈子龙1,2(), 王海燕1,2(), 郭华3, 王光文1,2, 赵玉莲4
1.中国地质科学院 地质研究所岩石圈中心,北京 100037
2.自然资源部 深地动力学重点实验室,北京 100037
3.中国自然资源航空物探遥感中心,北京 100083
4.中国石油勘探开发研究院 西北分院,甘肃 兰州 730020
A review of the research progress and application status of seismic full waveform inversion
CHEN Zi-Long1,2(), WANG Hai-Yan1,2(), GUO Hua3, WANG Guang-Wen1,2, ZHAO Yu-Lian4
1. Lithosphere Research Center,Institute of Geology,Chinese Academy of Geological Sciences,Beijing 100037,China
2. Key Laboratory of Deep-Earth Dynamics of Ministry of Natural Resources,Beijing 100037,China
3. China Aero Geophysical Survey and Remote Sensing Center for Natural Resources,Beijing 100083,China
4. PetroChina Research Institute(Northwest) of Petroleum Exploration & Development,Lanzhou 730020,China
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摘要 

随着资源勘探加“深”加“难”,如何在复杂构造背景下提高成像精度和储层预测的精度已经成为了地球物理研究的重中之重,近年来发展起来的全波形反演方法是一种可以适用于复杂地质构造的反演方法。该方法利用叠前地震波场中的动力学与运动学信息,能够揭示复杂地质背景下构造细节。作为一个涉及模型参数化、误差反函数建立、数据预处理、波长数值模拟、子波估计等诸多研究内容的方法,该技术的发展必定是一个逐步完善且需要长期攻克的过程。目前随着理论与计算机技术的发展,全波形反演方法已经逐渐被应用在实际观测数据中。本文介绍了全波形反演方法的方法原理和处理流程,总结了全波形反演的发展历程以及全波形反演方法在海洋地震资料、陆上地震资料、深地震反射资料中的应用现状,提出当前全波形反演的应用瓶颈、数据处理难题、深部地壳反演成像的挑战,为全波形反演方法的研究与应用提供参考。

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陈子龙
王海燕
郭华
王光文
赵玉莲
关键词 地震勘探全波形反演高分辨率成像研究进展应用现状    
Abstract

As resource exploration deepens and becomes increasingly difficult,improving the imaging precision and the reservoir prediction accuracy under a complex tectonic setting has become a top priority of research.The full waveform inversion (FWI) method developed in recent years can be applied to complex geological structures.This method can reveal structural details in a complex geological setting using the dynamic and kinematic information in the pre-stack seismic wave field.However,this method involves many research elements such as model parameterization,building of inverse error function,data preprocessing,numerical simulation of wavelengths,and wavelet estimation.Thus,its development is bound to be a long-term gradual improvement process.The FWI method has been applied to actual observation data with the development of theory and computer technology.This study introduced the principle and processing flow of the FWI method and summarized its development history and its application status in marine and onshore seismic data,and deep seismic reflection data.Accordingly, this study presented the current application bottlenecks,data processing difficulties, and challenges of deep-crustal inversion imaging for subsequent research and application of the FWI method.

Key wordsseismic exploration    full waveform inversion    high-resolution imaging    study progress    application status
收稿日期: 2022-09-22      修回日期: 2023-02-01      出版日期: 2023-06-20
ZTFLH:  P631.4  
基金资助:国家自然科学基金项目(42074115);国家重点研发计划项目(2017YFC0601301);中国地质调查局地质调查项目(DD20221649)
通讯作者: 王海燕(1975-),女,研究员,从事地震数据处理、构造解释与动力学过程研究工作。Email:hyanwhy@126.com
作者简介: 陈子龙(1999-),男,硕士研究生,从事地震学探测方法学习与研究工作。Email:chenzlcgs@163.com
引用本文:   
陈子龙, 王海燕, 郭华, 王光文, 赵玉莲. 地震全波形反演研究进展与应用现状综述[J]. 物探与化探, 2023, 47(3): 628-637.
CHEN Zi-Long, WANG Hai-Yan, GUO Hua, WANG Guang-Wen, ZHAO Yu-Lian. A review of the research progress and application status of seismic full waveform inversion. Geophysical and Geochemical Exploration, 2023, 47(3): 628-637.
链接本文:  
https://www.wutanyuhuatan.com/CN/10.11720/wtyht.2023.1469      或      https://www.wutanyuhuatan.com/CN/Y2023/V47/I3/628
Fig.1  全波形反演数据处理流程[26]
Fig.2  周期跳跃示意[13]
Fig.3  Marmousi 模型 FWI 测试结果[35]
a—真实速度模型;b—初始模型;c—FWI的结果;d—TFWI的结果
Fig.4  Valhall油田的多参数粘滞声波全波形反演实例[79]
a、b、c—不同深度垂向纵波速度反演结果(左)和相应的全波形反演结果(右);d、e—a、b、c虚线标示位置纵向速度切片
Fig.5  全波形反演结果与解释[84]
a—测试段地质横剖面框架[85];b—层析成像结果;c—全波形反演结果
[75] 朱童, 李小凡, 汪文帅, 等. 粒子群-梯度算法在频率域地震波形反演中的应用[J]. 地球物理学进展, 2013, 28(1):180-189.
[75] Zhu T, Li X F, Wang W S, et al. PSO-gradient algorithm and its application to seismic waveform inversion for velocity structure in frequency domain[J]. Progress in Geophysics, 2013, 28(1):180-189.
[76] Xing Z, Mazzotti A. Two-grid full-waveform Rayleigh-wave inversion via a genetic algorithm—Part 1:Method and synthetic examplesGA-FWI of Rayleigh waves—Method[J]. Geophysics, 2019, 84(5):R805-R814.
doi: 10.1190/geo2018-0799.1
[77] 潘冬雪, 张盼, 韩立国. 基于混合自适应遗传算法的稳健全波形反演[J]. 地球物理学进展, 2021, 36(2):636-643.
[77] Pan D X, Zhang P, Han L G. Robust full waveform inversion based on hybrid adaptive genetic algorithm[J]. Progress in Geophysics, 2021, 36(2):636-643.
[78] Mora P. Nonlinear two-dimensional elastic inversion of multioffset seismic data[J]. Geophysics, 1987, 52(9):1211-1228.
doi: 10.1190/1.1442384
[79] Sirgue L, Barkved O, Dellinger J, et al. Thematic set:Full waveform inversion:The next leap forward in imaging at Valhall[J]. First Break, 2010, 28(4):65-70.
[80] 杨勤勇, 胡光辉, 王立歆. 全波形反演研究现状及发展趋势[J]. 石油物探, 2014, 53(1):77-83.
doi: 10.3969/j.issn.1000-1441.2014.01.011
[80] Yang Q Y, Hu G H, Wang L X. Research status and development trend of full waveform inversion[J]. Geophysical Prospecting for Petroleum, 2014, 53(1):77-83.
doi: 10.3969/j.issn.1000-1441.2014.01.011
[81] Ravaut C, Operto S, Improta L, et al. Multiscale imaging of complex structures from multifold wide-aperture seismic data by frequency-domain full-waveform tomography:Application to a thrust belt[J]. Geophysical Journal International, 2004, 159(3):1032-1056.
doi: 10.1111/gji.2004.159.issue-3
[82] Plessix R, Baeten G, Maag J D, et al. Application of acoustic full waveform inversion to a low-frequency large-offset land data set[C]// Society of Exploration Geophysicists SEG Technical Program Expanded Abstracts, 2010:930-934.
[83] Davy R, Morgan J V, Minshull T, et al. Resolving the fine-scale velocity structure of continental hyperextension at the Deep Galicia Margin using full-waveform inversion[J]. Geophysical Journal International, 2018, 212(1):244-263.
doi: 10.1093/gji/ggx415
[84] Zhang P, Gao R, Han L, et al. Refraction waves full waveform inversion of deep reflection seismic profiles in the central part of Lhasa Terrane[J]. Tectonophysics, 2021, 803:228761.
doi: 10.1016/j.tecto.2021.228761
[85] Pan G T, Li X Z, Wang L Q, et al. Preliminary division of tectonic units of the Qinghai-Tibet Plateau and its adjacent regions[J]. Regional Geology of China, 2002, 21(11):701-707.
[86] 霍元媛, 杨睿, 潘纪顺, 等. 波形反演在天然气水合物中的应用研究进展[J]. 海洋地质与第四纪地质, 2022, 42(4):207-221.
[86] Huo Y Y, Yang R, Pan J S, et al. Application of full waveform inversion to gas hydrate research[J]. Marine Geology & Quaternary Geology, 2022, 42(4):207-221.
[1] Biondi B, Symes W W. Angle-domain common-image gathers for migration velocity analysis by wavefield-continuation imaging[J]. Geophysics, 2004, 69(5):1283-1298.
doi: 10.1190/1.1801945
[2] Zhu X, Mcmechan G A. Estimation of a two-dimensional seismic compressional-wave velocity distribution by iterative tomographic imaging[J]. International Journal of Imaging Systems and Technology, 1989, 1(1):13-17.
doi: 10.1002/(ISSN)1098-1098
[3] Schuster G T, Quintus-Bosz A. Wavepath eikonal traveltime inversion:Theory[J]. Geophysics, 1993, 58(9):1314-1323.
doi: 10.1190/1.1443514
[4] 王庆, 张建中, 黄忠来. 时间域地震全波形反演方法进展[J]. 地球物理学进展, 2015, 30(6):2797-2806.
[4] Wang Q, Zhang J Z, Huang Z L. Progress in the time do omain full waveform inversion[J]. Progress in Geophysics, 2015, 30(6):2797-2806.
[5] 蒋梦凡, 孙伟家, 蒋梦凡, 塔力哈尔·哈帕尔, 等. 地震全波形反演及其探测壳—幔结构的研究进展[J]. 地球物理学进展, 2021, 36(2):464-480.
[5] Jiang M F, Sun W J, Talihaer H, et al. Progress of seismic full-waveform inversion and its applications in investigating the crust-mantle structure[J]. Progress in Geophysics, 2021, 36(2):464-480.
[6] 黄金, 高星, 王伟. 地震勘探全波形反演的应用与发展分析[J]. 地球信息科学学报, 2014, 16(3):396-401.
doi: 10.3724/SP.J.1047.2014.00396
[6] Huang J, Gao X, Wang W. Application and development of full waveform inversion research in the seismic exploration[J]. Journal of Geo-information Science, 2014, 16(3):396-401.
[7] 姚刚, 吴迪. 反射波全波形反演[J]. 中国科学:地球科学, 2017, 47(10):1220-1232.
[7] Yao G, Wu D. Reflection full waveform inve rsion[J]. Science China Earth Sciences, 2017, 47(10):1220-1232.
[8] 王杰, 胡光辉, 刘定进, 等. 陆上地震资料全波形反演策略研究[J]. 石油物探, 2017, 56(1):81-88.
doi: 10.3969/j.issn.1000-1441.2017.01.010
[8] Wang J, Hu G H, Liu D J, et al. Strategy study on full waveform inversion for the land seismic data[J]. Geophysical Prospecting for Petroleum, 2017, 56(1):81-88.
doi: 10.3969/j.issn.1000-1441.2017.01.010
[9] Pratt R G, Worthington M H. Inverse theory applied to multi-source cross-hole tomography.Part 1:Acoustic wave-equation method 1[J]. Geophysical Prospecting, 1990, 38(3):287-310.
doi: 10.1111/gpr.1990.38.issue-3
[10] Pratt R G. Frequency-domain elastic wave modeling by finite differences:A tool for crosshole seismic imaging[J]. Geophysics, 1990, 55(5):626-632.
doi: 10.1190/1.1442874
[11] Lailly P. The seismic inverse problem as a sequence of before stack migrations[C]// Conference on Inverse Scattering,Theory and Applications,Society for Industrial and Applied Mathematics, 1983:206-220.
[12] Tarantola A. Inversion of seismic reflection data in the acoustic approximation[J]. Geophysics, 1984, 49(8):1259-1266.
doi: 10.1190/1.1441754
[13] Virieux J, Operto S. An overview of full-waveform inversion in exploration geophysics[J]. Geophysics, 2009, 74(6):WCC1-WCC26.
doi: 10.1190/1.3238367
[14] Tarantola A. A strategy for nonlinear elastic inversion of seismic reflection data[J]. Geophysics, 1986, 51(10):1893-1903.
doi: 10.1190/1.1442046
[15] 卞爱飞, 於文辉, 周华伟. 频率域全波形反演方法研究进展[J]. 地球物理学进展, 2010, 25(3):982-993.
[15] Bian A F, Yu W H, Zhou H W. Progress in the frequency-domain full waveform inversion method[J]. Progress in Geophysics, 2010, 25(3):982-993.
[16] 胡光辉, 贾春梅, 夏洪瑞, 等. 三维声波全波形反演的实现与验证[J]. 石油物探, 2013, 52(4):417-425.
doi: 10.3969/j.issn.1000-1441.2013.04.012
[16] Hu G H, Jia C M, Xia H R, et al. Implementation and validation of 3D acoustic full waveform inversion[J]. Geophysical Prospecting for Petroleum, 2013, 52(4):417-425.
doi: 10.3969/j.issn.1000-1441.2013.04.012
[17] Liu S, Li X, Wang W, et al. A mixed-grid finite element method with PML absorbing boundary conditions for seismic wave modelling[J]. Journal of Geophysics and Engineering, 2014, 11(5):55009.
doi: 10.1088/1742-2132/11/5/055009
[18] 殷文, 印兴耀, 吴国忱, 等. 高精度频率域弹性波方程有限差分方法及波场模拟[J]. 地球物理学报, 2006, 49(2):561-568.
[18] Yin W, Yin X Y, Wu G C, et al. The method of finite difference of high precision elastic wave equations in the frequency domain and wave_field simulation[J]. Chinese Journal of Geophysics, 2006, 49(2):561-568.
[19] Tran K T, Mcvay M. Site characterization using Gauss-Newton inversion of 2-D full seismic waveform in the time domain[J]. Soil Dynamics and Earthquake Engineering, 2012, 43:16-24.
doi: 10.1016/j.soildyn.2012.07.004
[20] Pratt R G, Shipp R M. Seismic waveform inversion in the frequency domain,Part 2:Fault delineation in sediments using crosshole data[J]. Geophysics, 1999, 64(3):902-914.
doi: 10.1190/1.1444598
[21] Shin C, Ho Cha Y. Waveform inversion in the Laplace—Fourier domain[J]. Geophysical Journal International, 2009, 177(3):1067-1079.
doi: 10.1111/gji.2009.177.issue-3
[22] Shin C, Ha W. A comparison between the behavior of objective functions for waveform inversion in the frequency and Laplace domains[J]. Geophysics, 2008, 73(5):119-133.
[23] Shin C, Cha Y H. Waveform inversion in the Laplace domain[J]. Geophysical Journal International, 2008, 173(3):922-931.
doi: 10.1111/gji.2008.173.issue-3
[24] Lee D, Cha Y H, Shin C. The direct-removal method of waveform inversion in the Laplace inversion for deep-sea environments[C]// 2008 SEG Annual Meeting,2008.
[25] Sheng X, Wang D, Feng C, et al. Inversion on reflected seismic wave[C]// 82nd Annual International Meeting,SEG,Expanded Abstracts, 2012:1-7.
[26] Tromp J. Seismic wavefield imaging of Earth's interior across scales[J]. Nature Reviews Earth & Environment, 2020, 1(1):40-53.
[27] Dziewonski A M, Anderson D L. Preliminary reference Earth model[J]. Physics of the Earth and Planetary Interiors, 1981, 25(4):297-356.
doi: 10.1016/0031-9201(81)90046-7
[28] Ritzwoller M H, Lavely E M. Three-dimensional seismic models of the Earth's mantle[J]. Reviews of Geophysics, 1995, 33(1):1-66.
[29] Trampert J, Woodhouse H J. Assessment of global phase velocity models[J]. Geophysical Journal International, 2001, 144(1):165-174.
doi: 10.1046/j.1365-246x.2001.00307.x
[30] 刘福田, 曲克信, 吴华, 等. 中国大陆及其邻近地区的地震层析成象[J]. 地球物理学报, 1989, 32(3):281-291.
[30] Liu F T, Qu K X, Wu H, et al. Seismic tomography of the Chinese Continent and adjacent region[J]. Chinese Journal of Geophysics, 1989, 32(3):281-291.
[31] 王连坤, 方伍宝, 段心标, 等. 全波形反演初始模型建立策略研究综述[J]. 地球物理学进展, 2016, 31(4):1678-1687.
[31] Wang L K, Fang W B, Duan X B, et al. Review of full waveform inversion initial model building strategy[J]. Progress in Geophysics, 2016, 31(4):1678-1687.
[32] Bishop T, Bube K, Cutler R, et al. Tomographic determination of velocity and depth in laterally varying media[J]. Geophysics, 1985, 50(6):903-923.
doi: 10.1190/1.1441970
[33] Woodward M J, Nichols D, Zdraveva O, et al. A decade of tomography[J]. Geophysics, 2008, 73(5):VE5-VE11.
doi: 10.1190/1.2969907
[34] 崔永福, 彭更新, 吴国忱, 等. 全波形反演在缝洞型储层速度建模中的应用[J]. 地球物理学报, 2016, 59(7):2713-2725.
[34] Cui Y F, Peng G X, Wu G C, et al. Application of full waveform inversion velocity model-building technology for the fractured-vuggy reservoir[J]. Chinese Journal of Geophysics, 2016, 59(7):2713-2725.
[35] Biondi B, Almomin A. Tomographic full waveform inversion (TFWI) by combining full waveform inversion with wave-equation migration velocity anaylisis[C]// SEG Technical Program Expanded Abstracts,Society of Exploration Geophysicists, 2012:1-5.
[36] Boonyasiriwat C, Valasek P, Routh P, et al. An efficient multiscale method for time-domain waveform tomography[J]. Geophysics, 2009, 74(6):WCC59-WCC68.
doi: 10.1190/1.3151869
[37] Gauthier O, Virieux J, Tarantola A. Two-dimensional nonlinear inversion of seismic waveforms:Numerical results[J]. Geophysics, 1986, 51(7):1387-1403.
doi: 10.1190/1.1442188
[38] 刘有山, 滕吉文, 刘少林, 等. 稀疏存储的显式有限元三角网格地震波数值模拟及其 PML 吸收边界条件[J]. 地球物理学报, 2013, 56(9):3085-3099.
[38] Liu Y S, Teng J W, Liu S L, et al. Explicit finite element method with triangle meshes stored by sparse format and its perfectly matched layers absorbing boundary condition[J]. Chinese Journal of Geophysics, 2013, 56(9):3085-3099.
[39] Bouchon M. A simple method to calculate Green's functions for elastic layered media[J]. Bulletin of the Seismological Society of America, 1981, 71(4):959-971.
doi: 10.1785/BSSA0710040959
[40] 管西竹, 符力耘, 陶毅, 等. 复杂地表边界元—体积元波动方程数值模拟[J]. 地球物理学报, 2011, 54(9):2357-2367.
[40] Guan X Z, Fu L Y, Tao Y, et al. Boundary-volume integral equation numerical modeling for complex near surface[J]. Chinese Journal of Geophysics, 2011, 54(9):2357-2367.
[41] Fornberg B. The pseudospectral method:Accurate representation of interfaces in elastic wave calculations[J]. Geophysics, 1988, 53(5):625-637.
doi: 10.1190/1.1442497
[42] 谢桂生, 刘洪, 赵连功. 伪谱法地震波正演模拟的多线程并行计算[J]. 地球物理学进展, 2005, 20(1):17-23.
[42] Xie G S, Liu H, Zhao L G. Parallel algorithm based on the multithread technique for pseudospectal modeling of seismic wave[J]. Progress in Geophysics, 2005, 20(1):17-23.
[43] 冯英杰, 杨长春, 吴萍. 地震波有限差分模拟综述[J]. 地球物理学进展, 2007, 22(2):487-491.
[43] Feng Y J, Yang C C, Wu P. The review of the finite-difference elastic wave motion modeling[J]. Progress in Geophysics, 2007, 22(2):487-491.
[44] Alterman Z, Karal J F. Propagation of elastic waves in layered media by finite difference methods[J]. Bulletin of the Seismological Society of America, 1968, 58(1):367-398.
[45] Kelly K R, Ward R W, Treitel S, et al. Synthetic seismograms:A finite-difference approach[J]. Geophysics, 1976, 41(1):2-27.
doi: 10.1190/1.1440605
[46] 王童奎, 李瑞华, 李小凡, 等. 横向各向同性介质中地震波场谱元法数值模拟[J]. 地球物理学进展, 2007, 22(3):778-784.
[46] Wang T K, Li R H, Li X F, et al. Numerical spectral-element modeling for seismic wave propagation in transversely isotropic medium[J]. Progress in Geophysics, 2007, 22(3):778-784.
[47] Mora P. Nonlinear two-dimensional elastic inversion of multioffset seismic data[J]. Geophysics, 1987, 52(9):1211-1228.
doi: 10.1190/1.1442384
[48] Bunks C, Saleck F M, Zaleski S, et al. Multiscale seismic waveform inversion[J]. Geophysics, 1995, 60(5):1457-1473.
doi: 10.1190/1.1443880
[49] 吴国忱, 梁锴. VTI 介质频率—空间域准 P 波正演模拟[J]. 石油地球物理勘探, 2005, 40(5):535-545.
[49] Wu G C, Liang K. Quasi P-wave forward modeling in frequency-space domain in VTI media[J]. Oil Geophysical Prospecting, 2005, 40(5):535-545.
[50] 梁锴, 吴国忱, 印兴耀. TTI 介质 qP 波方程频率—空间域加权平均有限差分算子[J]. 石油地球物理勘探, 2007, 42(5):516-525.
[50] Liang K, Wu G C, Yin X Y. Weighted mean finite-difference operator of qP wave equation in frequency-space domain for TTI medium[J]. Oil Geophysical Prospecting, 2007, 42(5):516-525.
[51] Levander A R. Fourth-order finite-difference P-SV seismograms[J]. Geophysics, 1988, 53(11):1425-1436.
doi: 10.1190/1.1442422
[52] 董良国, 马在田, 曹景忠. 一阶弹性波方程交错网格高阶差分解法[J]. 地球物理学报, 2000, 43(3):411-419.
[52] Dong L G, Ma Z T, Cao J Z. A study on stability of the staggered grid high order difference method of first order elastic wave equation[J]. Chinese Journal of Geophysics, 2000, 43(3):411-419.
[53] Sheen D H, Tuncay K, Baag C E, et al. Time domain Gauss—Newton seismic waveform inversion in elastic media[J]. Geophysical Journal International, 2006, 167(3):1373-1384.
doi: 10.1111/gji.2006.167.issue-3
[54] Brenders A, Pratt R. Full waveform tomography for lithospheric imaging:Results from a blind test in a realistic crustal model[J]. Geophysical Journal International, 2007, 168(1):133-151.
doi: 10.1111/gji.2007.168.issue-1
[55] Tarantola A. Inversion of seismic reflection data in the acoustic approximation[J]. Geophysics, 1984, 49(8):1259-1266.
doi: 10.1190/1.1441754
[56] Luo Y, Schuster G. Parsimonious staggered grid finite-differencing of the wave equation[J]. Geophysical Research Letters, 1990, 17(2):155-158.
doi: 10.1029/GL017i002p00155
[57] Van L T, Herrmann F J, Peters B. A new take on FWI-wavefield reconstruction inversion[C]// 76th EAGE Conference and Exhibition 2014, 2014:1-5.
[58] 梁煌, 韩立国, 许卓, 等. 互相关与最小二乘加权目标函数全波形反演[J]. 世界地质, 2017, 36(2):588-594.
[58] Liang H, Han L G, Xu Z, et al. Full waveform inversion based on weighted cross-correlaton and least squares objective function[J]. Global Geology, 2017, 36(2):588-594.
[59] Wu R S, Luo J, Wu B. Seismic envelope inversion and modulation signal model[J]. Geophysics, 2014, 79(3):WA13-WA24.
doi: 10.1190/geo2013-0294.1
[60] 胡勇, 黄兴国, 陈玉婷, 等. 基于反射地震数据的时频域包络反演[J]. 地球物理学进展, 2021, 36(5):1988-1994.
[60] Hu Y, Huang X G, Chen Y T, et al. Reflection seismic data based envelope inversion in the time-frequency domain[J]. Progress in Geophysics, 2021, 36(5):1988-1994.
[61] Yang Y, Engquist B, Sun J, et al. Application of optimal transport and the quadratic Wasserstein metric to full-waveform inversion[J]. Geophysics, 2018, 83(1):R43-R62.
doi: 10.1190/geo2016-0663.1
[62] 李青阳, 吴国忱, 王玉梅, 等. 基于最优输运原理的陆上单分量资料弹性波全波形反演[J]. 石油地球物理勘探, 2021, 56(5):1060-1073.
[62] Li Q Y, Wu G C, Wang Y M, et al. Elastic full-waveform inversion of land single-component seismic data based on optimal transport theory[J]. Oil Geophysical Prospecting, 2021, 56(5):1060-1073.
[63] Métivier L, Bretaudeau F, Brossier R, et al. Full waveform inversion and the truncated Newton method:quantitative imaging of complex subsurface structures[J]. Geophysical Prospecting, 2014, 62(6):1353-1375.
doi: 10.1111/gpr.2014.62.issue-6
[64] Fletcher R, Reeves C M. Function minimization by conjugate gradients[J]. The Computer Journal, 1964, 7(2):149-154.
doi: 10.1093/comjnl/7.2.149
[65] Nazareth J L. Conjugate gradient method[J]. Wiley Interdisciplinary Reviews:Computational Statistics, 2009, 1(3):348-353.
doi: 10.1002/wics.v1:3
[66] Brossier R, Operto S, Virieux J. Seismic imaging of complex onshore structures by 2D elastic frequency-domain full-waveform inversion[J]. Geophysics, 2009, 74(6):WCC105-WCC118.
doi: 10.1190/1.3215771
[67] Dagnino D, Sallarès V, Ranero C R. Scale and parameter adaptive model based gradient pre-conditioner for elastic full-waveform inversion[J]. Geophysical Journal International, 2014, 198(2):1130-1142.
doi: 10.1093/gji/ggu175
[68] 苗永康. 基于 L-BFGS 算法的时间域全波形反演[J]. 石油地球物理勘探, 2015, 50(3):469-474.
[68] Miao Y K. Full waveform inversion in time domain based on limited-memory BFGS algorithm[J]. OGP, 2015, 50(3):469-474.
[69] 张生强, 刘春成, 韩立国, 等. 基于 L-BFGS 算法和同时激发震源的频率多尺度全波形反演[J]. 吉林大学学报:地球科学版, 2013, 43(3):1004-1012.
[69] Zhang S Q, Liu C C, Han L G, et al. Frequency multi-scale full waveform inversion based on L-BFGS algorithm and simultaneous sources approach[J]. Journal of Jilin University:Earth Science Edition, 2013, 43(3):1004-1012.
[70] 刘璐, 刘洪, 张衡, 等. 基于修正拟牛顿公式的全波形反演[J]. 地球物理学报, 2013, 56(7):2447-2451.
[70] Liu L, Liu H, Zhang H, et al. Full waveform inversion based on modified quasi-Newton equation[J]. Chinese Journal of Geophysics, 2013, 56(7):2447-2451.
[71] Stoffa P L, Sen M K. Nonlinear multiparameter optimization using genetic algorithms:Inversion of plane-wave seismograms[J]. Geophysics, 1991, 56(11):1794-1810.
doi: 10.1190/1.1442992
[72] Kirkpatrick S, Gelatt Jr C D, Vecchi M P. Optimization by simulated annealing[J]. Science, 1983, 220(4598):671-680.
doi: 10.1126/science.220.4598.671 pmid: 17813860
[73] 韩璇颖, 印兴耀, 曹丹平, 等. 基于分段快速模拟退火的零偏 VSP 全波形反演[J]. 石油物探, 2019, 58(1):103-111.
doi: 10.3969/j.issn.1000-1441.2019.01.012
[73] Han X Y, Yin X Y, Cao D P, et al. Zero-offset VSP velocity inversion with FWI using segmented fast simulated annealing[J]. Geophysical Prospecting for Petroleum, 2019, 58(1):103-111.
doi: 10.3969/j.issn.1000-1441.2019.01.012
[74] Holland J. Adaptation in natural and artificial systems[M]. Ann Arbor: University of Michigan Press,1995.
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