基于节点基函数的高斯-牛顿反演在粗糙测深区域海底矿物成像中的应用

IF 3 2区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS
Geophysics Pub Date : 2023-10-06 DOI:10.1190/geo2022-0763.1
Rune Mittet, Anna Avdeeva
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引用次数: 0

摘要

高斯-牛顿方法在求解地震和电磁反演问题时都具有良好的收敛性。一个主要问题是高数值成本。如果能够将优化域与仿真域解耦,使优化参数的数量远远小于精确仿真结果所需的网格节点数量,则可以减少数值代价。可以避免过度参数化。通过使用基于节点的基函数,可以严格地实现解耦。我们提供了一个通用的推导方法,很容易专门用于地震和电磁问题。当优化域和仿真域都可以用直线网格表示时,优化域和仿真域之间的转换是最有效的。多变的海底深度造成了困难。我们引入了一种从真实水深测量到平坦海床的转换来解决这个问题。通过对合成数据集和实际电磁数据集的应用验证了该方法的有效性。真实的数据是在格陵兰岛东部和斯瓦尔巴群岛西南部缓慢蔓延的莫恩斯山脊获得的。我们讨论了用VTI(横各向同性与垂直对称轴)近似解释这些数据的逆方案。本文对海相矿产勘探中如何解释反演结果提出了一些见解。由于地层水循环和火山侵入造成的垂直电阻的存在,这种解释与油气勘探环境不同。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Gauss-Newton Inversion with Node-Based Basis Functions: Application#xD;to Imaging of Seabed Minerals in an Area with Rough Bathymetry#xD;
The Gauss-Newton method has good convergence properties when employed for the solution of both seismic and electromagnetic inversion problems. One main issue is high numerical cost. The numerical cost can be reduced if the optimization domain can be decoupled from the simulation domain and such that the number of optimization parameters is much smaller than the number of grid nodes required for accurate simulation results. Overparameterization can be avoided. The decoupling can be achieved in a rigorous manner with the use of node-based basis functions. We provide a generic derivation of the method that is easily specialized to seismic and electromagnetic problems. The transformations between the optimization domain and the simulation domain are most effective if both domains can be described by rectilinear grids. A variable seabed depth causes a difficulty. We introduce a transform from the true bathymetry to a flat seabed that solves this problem. The method is validated by application to both synthetic and real electromagnetic data sets. The real data was acquired at the slow spreading Mohns ridge located east of Greenland and southwest of Svalbard. We provide a discussion on the interpretation of these data for an inverse scheme using the VTI (Transverse Isotropy with a Vertical symmetry axis) approximation. We offer some insights on how to interpret inversion results in the case of exploration for marine minerals. The interpretation differs from a hydrocarbon exploration setting owing to the presence of vertical conductors due to formation water circulation and vertical resistors due to volcanic intrusions.
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来源期刊
Geophysics
Geophysics 地学-地球化学与地球物理
CiteScore
6.90
自引率
18.20%
发文量
354
审稿时长
3 months
期刊介绍: Geophysics, published by the Society of Exploration Geophysicists since 1936, is an archival journal encompassing all aspects of research, exploration, and education in applied geophysics. Geophysics articles, generally more than 275 per year in six issues, cover the entire spectrum of geophysical methods, including seismology, potential fields, electromagnetics, and borehole measurements. Geophysics, a bimonthly, provides theoretical and mathematical tools needed to reproduce depicted work, encouraging further development and research. Geophysics papers, drawn from industry and academia, undergo a rigorous peer-review process to validate the described methods and conclusions and ensure the highest editorial and production quality. Geophysics editors strongly encourage the use of real data, including actual case histories, to highlight current technology and tutorials to stimulate ideas. Some issues feature a section of solicited papers on a particular subject of current interest. Recent special sections focused on seismic anisotropy, subsalt exploration and development, and microseismic monitoring. The PDF format of each Geophysics paper is the official version of record.
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