The Slope-Attribute-Regularized High-Resolution Prestack Seismic Inversion | |
Huang, Guangtan2; Chen, Xiaohong4; Li, Jingye4; Saad, Omar M.3,5; Fomel, Sergey6; Luo, Cong1; Wang, Hang3; Chen, Yangkang3 | |
刊名 | SURVEYS IN GEOPHYSICS |
2021-03-31 | |
页码 | 47 |
关键词 | Seismic slope Prestack AVA inversion Starting model Directional total variation |
ISSN号 | 0169-3298 |
DOI | 10.1007/s10712-021-09636-6 |
英文摘要 | Prestack seismic inversion can be regarded as an optimization problem, which minimizes the error between the observed and synthetic data under the premise of certain geological/geophysical a priori information constraints. It has been proved to be a powerful approach for reconstructing the subsurface properties and building the elastic parameter models (e.g., P- and S-wave velocity, and density). With respect to the specific expressions of a priori information, the starting model and regularization are expected to be the most widely used and indispensable constraints to reconstruct structural features and subsurface properties. The conventional prestack inversion (trace-by-trace) methods perform well when the geological structure of the target area is not too complex. However, due to the lack of lateral constraint, such trace-independent methods are inevitably limited by their capability of characterization (including accuracy, resolution, and robustness) in the case of geologically complex structures, such as tilted stratum and steep faults. The geological structure-guided constraint, herein referred to as the seismic slope attribute, can be exploited as a lateral constraint integrated into the prestack inversion algorithm. In this work, the seismic slope attribute is introduced to the amplitude variation with offset/angle inversion from two aspects, i.e., starting model building and regularization penalty. Firstly, using the seismic slope attribute, instead of the traditional manual interpreted geological horizons, as a constraint, the well-log data are interpolated to build the initial model. The interpolation algorithm is formulated as solving the inverse problem by using the shaping regularization method rather than the kriging-based algorithm. Secondly, by rotating the coordinate system according to the seismic slope attribute, the directional total variation regularization is used as a constraint to improve the resolution (in both vertical and horizontal directions) and lateral continuity of the inversion results. Finally, the proposed methods are applied to synthetic and real seismic data. Synthetic tests and field data applications demonstrate that the proposed method is capable of revealing complex structural features and achieving stabilized inversion of multi-parameters with less uncertainty. |
资助项目 | National Natural Science Foundation of China[42004111] ; National Natural Science Foundation of China[41774131] ; National Natural Science Foundation of China[41774129] ; China Postdoctoral Science Foundation[2020M681860] ; China Postdoctoral Science Foundation[2019M661716] |
WOS研究方向 | Geochemistry & Geophysics |
语种 | 英语 |
出版者 | SPRINGER |
WOS记录号 | WOS:000635498100001 |
内容类型 | 期刊论文 |
源URL | [http://119.78.100.198/handle/2S6PX9GI/26000] |
专题 | 中科院武汉岩土力学所 |
通讯作者 | Chen, Yangkang |
作者单位 | 1.Hohai Univ, Sch Earth Sci & Engn, Nanjing 211100, Peoples R China 2.Chinese Acad Sci, State Key Lab Geomech & Geotech Engn, Inst Rock & Soil Mech, Wuhan 430071, Peoples R China 3.Zhejiang Univ, Sch Earth Sci, Key Lab Geosci Big Data & Deep Resource Zhejiang, Hangzhou 310027, Zhejiang, Peoples R China 4.China Univ Petr, State Key Lab Petr Resources & Prospecting, Fuxue Rd 18th, Beijing 102200, Peoples R China 5.Natl Res Inst Astron & Geophys NRIAG, Seismol Dept, Helwan 11731, Egypt 6.Univ Texas Austin, Bur Econ Geol, John A & Katherine G Jackson Sch Geosci, Austin, TX 78713 USA |
推荐引用方式 GB/T 7714 | Huang, Guangtan,Chen, Xiaohong,Li, Jingye,et al. The Slope-Attribute-Regularized High-Resolution Prestack Seismic Inversion[J]. SURVEYS IN GEOPHYSICS,2021:47. |
APA | Huang, Guangtan.,Chen, Xiaohong.,Li, Jingye.,Saad, Omar M..,Fomel, Sergey.,...&Chen, Yangkang.(2021).The Slope-Attribute-Regularized High-Resolution Prestack Seismic Inversion.SURVEYS IN GEOPHYSICS,47. |
MLA | Huang, Guangtan,et al."The Slope-Attribute-Regularized High-Resolution Prestack Seismic Inversion".SURVEYS IN GEOPHYSICS (2021):47. |
个性服务 |
查看访问统计 |
相关权益政策 |
暂无数据 |
收藏/分享 |
除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。
修改评论