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摘要:
含水合物地层的地球物理异常响应（包括似海底反射、纵波速度倒转、弹性参数异常等）是天然气水合物存在的直接证据之一，全波形反演作为一种高精度的速度建模及成像手段，也在含水合物地层的识别方面发挥了重要作用。国内外相关研究成果表明，针对含水合物地层的波形反演，涉及正演模拟方法、震源子波、初始模型、目标函数以及优化算法等多项关键技术。本文在大量文献调研的基础上，阐述了波形反演对刻画含水合物地层的技术优势，归纳总结了适用于含水合物地层的波形反演流程，为后续的研究工作提供了基础思路，同时提出多参数联合反演在未来具有广阔的应用前景。
Abstract:The geophysical responses to the hydrate bearing formations, such as BSR, velocity reversion of P wave, elastic parameter anomalies, etc. are indicators of the existence of gas hydrates. Full waveform inversion used as a high-precision velocity modeling and imaging method, also played an important role in the identification of hydrate bearing formations. Relevant research results suggest that the waveform inversion of hydrate bearing formations involves a number of key techniques, such as forward simulation methods, source wavelets, initial models, objective functions, and optimization algorithms. Based on the investigations of literatures, this paper expounded the technical advantages of waveform inversion for characterizing hydrate bearing formations, summarized the waveform inversion process suitable for hydrate bearing formations, and provided some basic ideas for subsequent research. It is proposed that multi-parameter inversion has broad application prospects in the future.
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Key words:
- gas hydrate /
- full waveform inversion /
- wavelet estimation /
- initial model /
- forward modeling
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[1] Tarantola A. Inversion of seismic reflection data in the Acoustic approximation [J]. Geophysics, 1984, 49(8): 1259-1266. doi: 10.1190/1.1441754
[2] Pratt R G, Worthington M H. Inverse theory applied to Multi-source cross-hole tomography. Part 1: Acoustic wave-Equation method [J]. Geophysical Prospecting, 1990, 38(3): 287-310. doi: 10.1111/j.1365-2478.1990.tb01846.x
[3] Pratt R G, Shin C, Hicks G J. Gauss-Newton and full Newton methods in frequency-space seismic waveform inversion [J]. Geophysical Journal International, 1998, 133(2): 341-362. doi: 10.1046/j.1365-246X.1998.00498.x
[4] Pratt R G. Seismic waveform inversion in the frequency Domain, Part 1: Theory and verification in a physical scale Model [J]. Geophysics, 1999, 64(3): 888-901. doi: 10.1190/1.1444597
[5] 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
[6] Shin C, Cha Y H. Waveform inversion in the Laplace domain [J]. Geophysical Journal International, 2008, 173(3): 922-931. doi: 10.1111/j.1365-246X.2008.03768.x
[7] 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
[8] Mora P. Nonlinear two-dimensional elastic inversion of multioffset seismic data [J]. Geophysics, 1987, 52(9): 1211-1228. doi: 10.1190/1.1442384
[9] Song Z M, Williamson P R, Pratt R G. Frequency-domain Acoustic-wave modeling and inversion of crosshole data; Part II, Inversion method, Synthetic experiments and real-data results [J]. Geophysics, 1995, 60(3): 796-809. doi: 10.1190/1.1443818
[10] 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/j.1365-246X.2004.02442.x
[11] Smithyman B, Pratt R G, Hayles J, et al. Detecting near-surface objects with seismic waveform tomography [J]. Geophysics, 2009, 74(6): WCC119-WCC127. doi: 10.1190/1.3223313
[12] Sirgue L, Barkved O I, 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.
[13] Prieux V, Brossier R, Kommendal J R, et al. Application of 2D acoustic frequency-domain full-waveform inversion to OBC wide-aperture data from the Valhall field[C]//The 2010 SEG Annual Meeting. Denver, Colorado: Society of Exploration Geophysicists, 2010: 920-924.
[14] Ratcliffe A, Win C, Vinje V, et al. Full waveform inversion: a North Sea OBC case study[C]//Proceedings of the 81st Annual International Meeting. Society of Exploration Geophysicists, 2011: 2384-2388.
[15] Takougang E M T, Calvert A J. Application of waveform tomography to marine seismic reflection data from the Queen Charlotte Basin of western Canada [J]. Geophysics, 2011, 76(2): B55-B70. doi: 10.1190/1.3553478
[16] 韩淼. 深水区地震全波形反演策略与应用[D]. 吉林大学博士学位论文, 2014.
HAN Miao. Method and application of full waveform inversion for abyssal seismic data[D]. Doctor Dissertation of Jilin University, 2014.
[17] Plessix R É, Baeten G, De Maag J W, et al. Full waveform inversion and distance separated simultaneous sweeping: a study with a land seismic data set [J]. Geophysical Prospecting, 2012, 60(4): 733-747. doi: 10.1111/j.1365-2478.2011.01036.x
[18] 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
YANG Qinyong, HU Guanghui, WANG Lixin. 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
[19] 任浩然, 王华忠, 黄光辉. 地震波反演成像方法的理论分析与对比[J]. 岩性油气藏, 2012, 24(5):12-17 doi: 10.3969/j.issn.1673-8926.2012.05.002
REN Haoran, WANG Huazhong, HUANG Guanghui. Theoretical analysis and comparison of seismic wave inversion and imaging methods [J]. Lithologic Reservoirs, 2012, 24(5): 12-17. doi: 10.3969/j.issn.1673-8926.2012.05.002
[20] 宋海斌, OSAMU M, SHIN’ICHI M. 天然气水合物似海底反射层的全波形反演[J]. 地球物理学报, 2003, 46(1):42-46 doi: 10.3321/j.issn:0001-5733.2003.01.007
SONG Haibin, OSAMU M, SHIN’ICHI M. Full waveform inversion of gas hydrate-related bottom simulating reflectors [J]. Chinese Journal of Geophysics, 2003, 46(1): 42-46. doi: 10.3321/j.issn:0001-5733.2003.01.007
[21] 霍元媛, 张明. 基于遗传算法的天然气水合物似海底反射层速度结构全波形反演[J]. 石油地球物理勘探, 2010, 45(1):55-59
HUO Yuanyuan, ZHANG Ming. The genetic algorithm based velocity structure waveform inversion for gas hydrate bottom simulating Reflection (BSR) [J]. Oil Geophysical Prospecting, 2010, 45(1): 55-59.
[22] Singh S C, Minshull T A, Spence G D. Velocity structure of a gas hydrate reflector [J]. Science, 1993, 260(5105): 204-207. doi: 10.1126/science.260.5105.204
[23] Yuan T, Spence G D, Hyndman R D, et al. Seismic velocity studies of a gas hydrate bottom-simulating reflector on the northern Cascadia continental margin: amplitude modeling and full waveform inversion [J]. Journal of Geophysical Research:Solid Earth, 1999, 104(B1): 1179-1191. doi: 10.1029/1998JB900020
[24] Minshull T A, Singh S C, Westbrook G K. Seismic velocity structure at a gas hydrate reflector, offshore western Colombia, from full waveform inversion [J]. Journal of Geophysical Research:Solid Earth, 1994, 99(B3): 4715-4734. doi: 10.1029/93JB03282
[25] Pecher I A, Minshull T A, Singh S C, et al. Velocity structure of a bottom simulating reflector offshore Peru: Results from full waveform inversion [J]. Earth and Planetary Science Letters, 1996, 139(3-4): 459-469. doi: 10.1016/0012-821X(95)00242-5
[26] Sain K, Minshull T A, Singh S C, et al. Evidence for a thick free gas layer beneath the bottom simulating reflector in the Makran accretionary prism [J]. Marine Geology, 2000, 164(1-2): 3-12. doi: 10.1016/S0025-3227(99)00122-X
[27] Westbrook G K, Chand S, Rossi G, et al. Estimation of gas hydrate concentration from multi-component seismic data at sites on the continental margins of NW Svalbard and the Storegga region of Norway [J]. Marine and Petroleum Geology, 2008, 25(8): 744-758. doi: 10.1016/j.marpetgeo.2008.02.003
[28] Jaiswal P, Dewangan P, Ramprasad T, et al. Seismic characterization of hydrates in faulted, fine-grained sediments of Krishna-Godavari Basin: Full waveform inversion [J]. Journal of Geophysical Research: Solid Earth, 2012, 117(B10): B10305.
[29] 唐勇, 方银霞, 高金耀, 等. 冲绳海槽天然气水合物稳定带特征及资源量评价[J]. 海洋地质与第四纪地质, 2005, 25(4):80-84
TANG Yong, FANG Yinxia, GAO Jinyao, et al. Characteristics of gas hydrate stability zone and evaluation of resources in Okinawa trough [J]. Marine Geology & Quaternary Geology, 2005, 25(4): 80-84.
[30] 徐宁, 吴时国, 王秀娟, 等. 东海冲绳海槽陆坡天然气水合物的地震学研究[J]. 地球物理学进展, 2006, 21(2):564-571 doi: 10.3969/j.issn.1004-2903.2006.02.036
XU Ning, WU Shiguo, WANG Xiujuan, et al. Seismic study of the Gas hydrate in the continental slope of the Okinawa trough, east China sea [J]. Progress in Geophysics, 2006, 21(2): 564-571. doi: 10.3969/j.issn.1004-2903.2006.02.036
[31] Sun Y B, Wu S G, Dong D D, et al. Gas hydrates associated with gas chimneys in fine-grained sediments of the northern South China Sea [J]. Marine Geology, 2012, 311-314: 32-40. doi: 10.1016/j.margeo.2012.04.003
[32] Wang J L. Study on geophysical characterization of concentrated gas hydrate reservoirs[D]. Doctor Dissertation of University of Chinese Academy of Science, 2015.
[33] 刘斌, 张衡. 海底水合物OBS数据全波形反演数值例子[J]. 地球物理学进展, 2018, 33(1):379-384 doi: 10.6038/pg2018AA0580
LIU Bin, ZHANG Heng. Full waveform inversion of OBS data from ocean gas hydrate: synthetic example [J]. Progress in Geophysics, 2018, 33(1): 379-384. doi: 10.6038/pg2018AA0580
[34] 章婷. 复杂介质地震波波场正演模拟方法研究[D]. 电子科技大学, 2014.
ZHANG Ting. Research on forward simulation methods of seismic wave fields in complex mediums[D]. Master Dissertation of University of Electronic Science and Technology of China, 2014.
[35] Kennett B L N. Theoretical reflection seismograms for elastic media [J]. Geophysical Prospecting, 1979, 27(2): 301-321. doi: 10.1111/j.1365-2478.1979.tb00972.x
[36] Kennett B L N. Seismic waves in a stratified half space-II. Theoretical seismograms [J]. Geophysical Journal International, 1980, 61(1): 1-10. doi: 10.1111/j.1365-246X.1980.tb04299.x
[37] Singh S C, Royle G, Sears T, et al. Elastic (Visco) Full Waveform Inversion of multi-component marine seismic data in the time domain: A tribute to Albert Tarantola[C]//72nd EAGE Conference & Exhibition Incorporating SPE EUROPEC 2010: Barcelona: SPE, 2010.
[38] Marfurt K J. Accuracy of finite-difference and finite-element modeling of the scalar and elastic wave equations [J]. Geophysics, 1984, 49(5): 533-549. doi: 10.1190/1.1441689
[39] 何彦锋, 孙伟家, 符力耘. 复杂介质地震波传播模拟中边界元法与有限差分法的比较研究[J]. 地球物理学进展, 2013, 28(2):664-678 doi: 10.6038/pg20130215
HE Yanfeng, SUN Weijia, FU Liyun. Comparison of boundary element method and finite-difference method for simulating seismic wave propagation in complex media [J]. Progress in Geophysics, 2013, 28(2): 664-678. doi: 10.6038/pg20130215
[40] Virieux J. SH-wave propagation in heterogeneous media: Velocity-stress finite-difference method [J]. Geophysics, 1984, 49(11): 1933-1942. doi: 10.1190/1.1441605
[41] Barnes C, Noble M. Feasibility study to quantify gas hydrates Using an anisotropic full waveform inversion in the time domain[C]//2007 SEG Annual Meeting. San Antonio, Texas: SEG, 2007: 1825-1829.
[42] Pratt R U, Bauer K, Weber M. Crosshole waveform tomography velocity and attenuation images of arctic gas hydrates[C]//73th Annual Meeting. Dallas, Texas: Society of Exploration Geophysicists, 2003: 2255-2258.
[43] Operto S, Virieux J, Amestoy P, et al. 3D finite-difference frequency-domain modeling of visco-acoustic wave propagation using a massively parallel direct solver: a feasibility study [J]. Geophysics, 2007, 72(5): SM195-SM211. doi: 10.1190/1.2759835
[44] Brossier R, Operto S, Virieux J. Two-dimensional seismic imaging of the Valhall model from synthetic OBC data by frequency domain elastic full-waveform inversion[C]//2009 SEG Annual Meeting. Houston, Texas: SEG, 2009, 28: 2293-2297.
[45] Etienne V, Chaljub E, Virieux J, et al. An hp-adaptive discontinuous Galerkin finite-element method for 3-D elastic wave modelling [J]. Geophysical Journal International, 2010, 183(2): 941-962. doi: 10.1111/j.1365-246X.2010.04764.x
[46] 张伟, 彭真明, 章婷. 全波形反演中的GPU/CPU协同计算[C]//中国地球物理2013: 第十八专题论文集. 昆明: 中国地球物理学会, 2013: 350.
ZHANG Wei, PENG Zhenming, ZHANG Ting. GPU/CPU collaborative computing in full waveform inversion[C]//The 29th Annual Academic Conference of the Chinese Geophysical Society. Kunming: China Geophysical Society, 2013: 350.
[47] Kim Y, Shin C, Calandra H. 3D Hybrid Waveform Inversion with GPU devices[C]//2012 SEG Annual Meeting. Las Vegas, Nevada: Society of Exploration Geophysicists, 2012.
[48] Guasch L. 3D elastic full-waveform inversion[D]. Doctor Dissertation of Imperial College London, 2012.
[49] 何兵红, 吴国忱. 时间域全波形反演方法研究[C]//中国地球物理学会第二十八届年会论文集. 北京: 中国地球物理学会, 2012: 558.
HE Binghong, WU Guochen. Study of full waveform inversion in time domain[C]//The 28th Annual Academic Conference of the Chinese Geophysical Society. Beijing: China Geophysical Society, 2012: 558.
[50] Crutchley G J, Gorman A R, Pecher I A, et al. Geological controls on focused fluid flow through the gas hydrate stability zone on the southern Hikurangi Margin of New Zealand, evidenced from multi-channel seismic data [J]. Marine and Petroleum Geology, 2011, 28(10): 1915-1931. doi: 10.1016/j.marpetgeo.2010.12.005
[51] Xia G Y, Sen M K, Stoffa P L. 1-D elastic waveform inversion: A divide-and-conquer approach [J]. Geophysics, 1998, 63(5): 1670-1684. doi: 10.1190/1.1444463
[52] Lee K H, Kim H J. Source-independent full-waveform Inversion of seismic data [J]. Geophysics, 2003, 68(6): 2010-2015. doi: 10.1190/1.1635054
[53] Zhou B, Greenhalgh S A. Crosshole seismic inversion with Normalized full-waveform amplitude data [J]. Geophysics, 2003, 68(4): 1320-1330. doi: 10.1190/1.1598125
[54] Choi Y, Alkhalifah T. Source-independent time-domain Waveform inversion using convolved wavefields: Application to The encoded multisource waveform inversion [J]. Geophysics, 2011, 76(5): R125-R134. doi: 10.1190/geo2010-0210.1
[55] Choi Y, Shin C, Min D J, et al. Efficient calculation of the Steepest descent direction for source-independent seismic Waveform inversion: An amplitude approach [J]. Journal of Computational Physics, 2005, 288(2): 455-468.
[56] Cheong S, Pyun S, Shin C. Two efficient steepest-descent Algorithms for source signature-free waveform inversion [J]. The Journal of Seismic Exploration, 2006, 14(4): 335-348.
[57] Xu K, Greenhalgh S A, Wang M Y. Comparison of source-independent methods of elastic waveform inversion [J]. Geophysics, 2006, 71(6): R91-R100. doi: 10.1190/1.2356256
[58] 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
[59] 敖瑞德, 董良国, 迟本鑫. 不依赖子波、基于包络的FWI初始模型建立方法研究[J]. 地球物理学报, 2015, 58(6):1998-2010 doi: 10.6038/cjg20150615
AO Ruide, DONG Liangguo, CHI Benxin. Source-independent envelope-based FWI to build an initial model [J]. Chinese Journal of Geophysics, 2015, 58(6): 1998-2010. doi: 10.6038/cjg20150615
[60] 秦宁, 王延光, 杨晓东, 等. 时域全波形反演影响因素分析及井数据约束探索[J]. 地球物理学进展, 2015, 30(1):210-216 doi: 10.6038/pg20150132
QIN Ning, WANG Yanguang, YANG Xiaodong, et al. Analysis of influencing factors and exploration of well constrained for full waveform inversion in time domain [J]. Progress in Geophysics, 2015, 30(1): 210-216. doi: 10.6038/pg20150132
[61] 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
[62] Shah N, Warner M, Nangoo T, et al. Quality assured full-waveform inversion: Ensuring starting model adequacy[C]//2012 SEG Annual Meeting. Las Vegas, Nevada: SEG, 2012.
[63] Brenders A J, Pratt R G. Full waveform tomography for lithospheric imaging: Results from a blind test in a realistic crustal model [J]. Geophysical Journal International, 2006, 168(1): 133-151.
[64] Prieux V, Operto S, Brossier R, et al. Application of acoustic full waveform inversion to the synthetic Valhall velocity model[C]//2009 SEG Annual Meeting. Houston, Texas: SEG, 2009: 2268-2272.
[65] Billette F, Lambaré 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
[66] Billette F, Le Bégat S, Podvin P, et al. Practical aspects and applications of 2D stereotomography [J]. Geophysics, 2003, 68(3): 1008-1021. doi: 10.1190/1.1581072
[67] 李振伟, 杨锴, 倪瑶, 等. 基于立体层析反演的偏移速度建模应用研究[J]. 石油物探, 2014, 53(4):444-452 doi: 10.3969/j.issn.1000-1441.2014.04.010
LI Zhenwei, YANG Kai, NI Yao, et al. Migration velocity analysis with stereo-tomography inversion [J]. Geophysical Prospecting for Petroleum, 2014, 53(4): 444-452. doi: 10.3969/j.issn.1000-1441.2014.04.010
[68] 倪瑶, 杨锴, 陈宝书. 立体层析反演方法理论分析与应用测试[J]. 石油物探, 2013, 52(2):121-130 doi: 10.3969/j.issn.1000-1441.2013.02.002
NI Yao, YANG Kai, CHEN Baoshu. Stereotomography inversion method: theory and application testing [J]. Geophysical Prospecting for Petroleum, 2013, 52(2): 121-130. doi: 10.3969/j.issn.1000-1441.2013.02.002
[69] Prieux V, Lambaré G, Operto S, et al. Building starting models for full waveform inversion from wide-aperture data by stereotomography [J]. Geophysical Prospecting, 2013, 61(S1): 109-137.
[70] 刘定进, 胡光辉, 蔡杰雄, 等. 高斯束层析与全波形反演联合速度建模[J]. 石油地球物理勘探, 2019, 54(5):1046-1056
LIU Dingjin, HU Guanghui, CAI Jixing, et al. A joint velocity model building method with Gaussian beam tomography and full waveform inversion for land seismic data [J]. Oil Geophysical Prospecting, 2019, 54(5): 1046-1056.
[71] Shin C, Min D J. Waveform inversion using a logarithmic wavefield [J]. Geophysics, 2006, 71(3): R31-R42. doi: 10.1190/1.2194523
[72] 刘张聚, 童思友, 方云峰, 等. 基于时域加权的拉普拉斯—频率域弹性波全波形反演[J]. 石油地球物理勘探, 2021, 1,56(2):302-312, 331
LIU Zhangju, TONG Siyou, FANG Yunfeng, et al. Full elastic waveform inversion in Laplace-Fourier domain based on time domain weighting [J]. Oil Geophysical Prospecting, 2021, 1,56(2): 302-312, 331.
[73] 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 doi: 10.6038/pg20160436
WANC Liankun, FANG Wubao, DUAN Xinbiao, et al. Review of full waveform inversion initial model building strategy [J]. Progress in Geophysics, 2016, 31(4): 1678-1687. doi: 10.6038/pg20160436
[74] Brossier R, Operto S, Virieux J. Which data residual norm for robust elastic frequency-domain Full Waveform Inversion? [J]. Geophysics, 2010, 75(3): R37-R46. doi: 10.1190/1.3379323
[75] Liu Y S, Ting J W, Xu T, et al. Robust time-domain full waveform inversion with normalized zero-lag cross-correlation objective function [J]. Geophysical Journal International, 2016, 209(1): 106-122.
[76] Shin C, Pyun S, Bednar J B. Comparison of waveform inversion, Part 1: Conventional wavefield vs logarithmic wavefield [J]. Geophysical Prospecting, 2007, 55(4): 449-464. doi: 10.1111/j.1365-2478.2007.00617.x
[77] Bednar J B, Shin C, Pyun S. Comparison of waveform inversion, Part 2: Phase approach [J]. Geophysical Prospecting, 2007, 55(4): 465-475. doi: 10.1111/j.1365-2478.2007.00618.x
[78] Pyun S, Shin C, Bednar J B. Comparison of waveform inversion, Part 3: Amplitude approach [J]. Geophysical Prospecting, 2007, 55(4): 477-485. doi: 10.1111/j.1365-2478.2007.00619.x
[79] 廖文, 杨艳, 张东. 基于改进目标函数的频率域全波形反演研究[J]. 科技通报, 2016, 32(4):1-5 doi: 10.3969/j.issn.1001-7119.2016.04.001
LIAO Wen, YANG Yan, ZHANG Dong. Frequency-domain Full waveform inversion algorithm based on improved objective function [J]. Bulletin of Science and Technology, 2016, 32(4): 1-5. doi: 10.3969/j.issn.1001-7119.2016.04.001
[80] 张宝金, 张光学, 耿建华, 等. 南海含天然气水合物地层速度反演方法探讨[J]. 南海海洋地质, 2008(1):78-85
ZHANG Baojin, ZHANG Guangxue, GENG Jianhua, et al. Discuss on the methods of velocity inversion of the stratum containing gas hydrates in South China Sea [J]. Geological Research of South China Sea, 2008(1): 78-85.
[81] Kormendi F, Dietrich M. Nonlinear waveform inversion of plane-wave seismograms in stratified elastic media [J]. Geophysics, 1991, 56(5): 664-674. doi: 10.1190/1.1443083
[82] 杨文采. 非线性波动方程地震反演的方法原理及问题[J]. 地球物理学进展, 1992, 7(1):9-19
YANG Wencai. Methods and problems in seismic inversion of nonlinear wave equations [J]. Progress in Geophysics, 1992, 7(1): 9-19.
[83] 孙为涛, 董渊. 波动方程反演的全局优化方法研究[J]. 地球物理学进展, 2007, 22(3): 797-803
SUN Weitao, DONG Yuan. Study on global optimization methods for wave equation inversion problems[J]. Progress in Geophysics, 22(3): 797-803.
[84] 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
MIAO Yongkang. Full waveform inversion in time domain based on limited-memory BFGS algorithm [J]. Oil Geophysical Prospecting, 2015, 50(3): 469-474.
[85] 陈禹. 共轭梯度法的收敛性研究[D]. 长江大学硕士学位论文, 2011.
CHEN Yu. The convergence research on conjugate gradient method[D]. Master Dissertation of Yangtze University, 2011.
[86] HU W Y, ABUBAKAR A, HABASHY T M. Simultaneous multifrequency inversion of full-waveform seismic data [J]. Geophysics, 2009, 74(2): R1-R14. doi: 10.1190/1.3073002
[87] 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 doi: 10.6038/cjg20130730
LIU Lu, LIU Hong, ZHANG Heng, et al. Full waveform inversion based on modified quasi-Newton equation [J]. Chinese Journal of Geophysics, 2013, 56(7): 2447-2451. doi: 10.6038/cjg20130730
[88] 高凤霞, 刘财, 冯晅, 等. 几种优化方法在频率域全波形反演中的应用效果及对比分析研究[J]. 地球物理学进展, 2013, 28(4):2060-2068 doi: 10.6038/pg20130450
GAO Fengxia, LIU Cai, FENG Xuan, et al. Comparisons and analyses of several optimization methods in the application of frequency-domain full waveform inversion [J]. Progress in Geophysics, 2013, 28(4): 2060-2068. doi: 10.6038/pg20130450
[89] Cary P W, Chapman C H. Automatic 1-D waveform inversion of marine seismic refraction data [J]. Geophysical Journal International, 1988, 93(3): 527-546. doi: 10.1111/j.1365-246X.1988.tb03879.x
[90] Holland J H. Adaptation in Natural and Artificial System[M]. Ann Arbor: University of Michigan Press, 1975.
[91] Mallick S. Some practical aspects of prestack waveform inversion using a genetic algorithm: An example from the east Texas Woodbine gas sand [J]. Geophysics, 1999, 64(2): 326-336. doi: 10.1190/1.1444538
[92] Mallick S, Huang X R, Lauve J, et al. Hybrid seismic inversion: A reconnaissance tool for deepwater exploration [J]. The Leading Edge, 2000, 19(11): 1230-1237. doi: 10.1190/1.1438512
[93] Ingber L. Very fast simulated re-annealing [J]. Mathematical and Computer Modelling, 1989, 12(8): 967-973. doi: 10.1016/0895-7177(89)90202-1
[94] 刘鹏程, 纪晨. 改进的模拟退火-单纯形综合反演方法[J]. 地球物理学报, 1995, 38(2):200-204
LIU Pengcheng, JI Chen. An improved simulated annealing downhill simplex hybrid global inverse algorithm [J]. Acta Geophysica Sinica, 1995, 38(2): 200-204.
[95] Fallat M R, Dosso S E. Geoacoustic inversion via local, global, and hybrid algorithms [J]. The Journal of the Acoustical Society of America, 1999, 105(6): 3219-3230. doi: 10.1121/1.424651
[96] 陈章. 叠前全波形反演方法研究[D]. 电子科技大学硕士学位论文, 2012, [CHEN Zhang. Study of Full Waveform Inversion[D]. Master Dissertation of University of Electronic Science and Technology of China, 2012. ]
[97] 董良国, 黄超, 迟本鑫, 等. 基于地震数据子集的波形反演思路、方法与应用[J]. 地球物理学报, 2015, 58(10):3735-3745 doi: 10.6038/cjg20151024
DONG Liangguo, HUANG Chao, CHI Benxin, et al. Strategy and application of waveform inversion based on seismic data subset [J]. Chinese Journal of Geophysics, 2015, 58(10): 3735-3745. doi: 10.6038/cjg20151024
[98] 王毓玮, 董良国, 黄超, 等. 弹性波全波形反演目标函数性态与反演策略[J]. 石油物探, 2016, 55(1):123-132,141 doi: 10.3969/j.issn.1000-1441.2016.01.016
WANG Yuwei, DONG Liangguo, HUANG Chao, et al. Objective function behavior and inversion strategy in elastic full-waveform inversion [J]. Geophysical Prospecting for Petroleum, 2016, 55(1): 123-132,141. doi: 10.3969/j.issn.1000-1441.2016.01.016
[99] 崔栋, 张研, 胡英, 等. 近地表速度建模方法综述[J]. 地球物理学进展, 2014, 29(6):2635-2641 doi: 10.6038/pg20140625
CUI Dong, ZHANG Yan, HU Ying, et al. The review of near surface velocity modeling [J]. Progress in Geophysics, 2014, 29(6): 2635-2641. doi: 10.6038/pg20140625
[100] 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 doi: 10.3969/j.issn.1004-2903.2010.03.037
BIAN Aifei, YU Wenhui, HOU Huawei. Progress in the frequency-domain full waveform inversion method [J]. Progress in Geophysics, 2010, 25(3): 982-993. doi: 10.3969/j.issn.1004-2903.2010.03.037
[101] 杨午阳, 王西文, 雍学善, 等. 地震全波形反演方法研究综述[J]. 地球物理学进展, 2013, 28(2):766-776 doi: 10.6038/pg20130225
YANG Wuyang, WANG Xiwen, YONG Xueshan, et al. The review of seismic Full waveform inversion method [J]. Progress in Geophysics, 2013, 28(2): 766-776. doi: 10.6038/pg20130225
[102] Guasch L, Warner M R, Ravaut C. Adaptive waveform inversion: Practice [J]. Geophysics, 2019, 84(3): R447-R466. doi: 10.1190/geo2018-0377.1
[103] Chen G X, Wu R S, Chen S C. Reflection multi-scale envelope inversion [J]. Geophysical Prospecting, 2018, 66(7): 1258-1271. doi: 10.1111/1365-2478.12624
[104] Chen G X, Chen S C, Yang W C. Reflection waveform inversion based on full-band seismic data reconstruction for salt structure inversion [J]. Geophysical Journal International, 2020, 220(1): 235-247. doi: 10.1093/gji/ggz442
[105] Hu Y, Wu R S, Han L G, et al. Joint Multiscale direct envelope inversion of phase and amplitude in the time –frequency domain [J]. IEEE Transactions on Geoscience and Remote Sensing, 2019, 7(7): 5108-5120.
[106] Wang G C, Alkhalifah T, Wang S X. Enhancing low-wavenumber information in reflection waveform inversion by the energy norm born scattering [J]. IEEE Geoscience and Remote Sensing Letters, 2020, 19: 8000205.
[107] 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 doi: 10.6038/pg2021FF0195
HU Yong, HUANG Xingguo, CHEN Yuting, et al. Reflection seismic data based envelope inversion in the time-frequency domain [J]. Progress in Geophysics, 2021, 36(5): 1988-1994. doi: 10.6038/pg2021FF0195
[108] Ratcliffe A, Jupp R, Wombell R, et al. Full-waveform inversion of variable-depth streamer data: An application to shallow channel modeling in the North Sea [J]. The Leading Edge, 2013, 32(9): 1110-1115. doi: 10.1190/tle32091110.1
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