{"title":"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","authors":"Rune Mittet, Anna Avdeeva","doi":"10.1190/geo2022-0763.1","DOIUrl":null,"url":null,"abstract":"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.","PeriodicalId":55102,"journal":{"name":"Geophysics","volume":"19 1","pages":"0"},"PeriodicalIF":3.0000,"publicationDate":"2023-10-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Gauss-Newton Inversion with Node-Based Basis Functions: Application#xD;to Imaging of Seabed Minerals in an Area with Rough Bathymetry#xD;\",\"authors\":\"Rune Mittet, Anna Avdeeva\",\"doi\":\"10.1190/geo2022-0763.1\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"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.\",\"PeriodicalId\":55102,\"journal\":{\"name\":\"Geophysics\",\"volume\":\"19 1\",\"pages\":\"0\"},\"PeriodicalIF\":3.0000,\"publicationDate\":\"2023-10-06\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Geophysics\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1190/geo2022-0763.1\",\"RegionNum\":2,\"RegionCategory\":\"地球科学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"GEOCHEMISTRY & GEOPHYSICS\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Geophysics","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1190/geo2022-0763.1","RegionNum":2,"RegionCategory":"地球科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"GEOCHEMISTRY & GEOPHYSICS","Score":null,"Total":0}
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.
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.