A fully finite-element based model-space algorithm for three-dimensional inversion of magnetotelluric data

被引:6
作者
Ansari, S. M. [1 ]
Craven, J. A. [1 ]
机构
[1] Nat Resources Canada, Geol Survey Canada, 601 Booth St, Ottawa, ON K1A 0E9, Canada
关键词
Electromagnetic theory; Inverse theory; Numerical modelling; CSEM DATA; SENSITIVITIES; FREQUENCY;
D O I
10.1093/gji/ggac519
中图分类号
P3 [地球物理学]; P59 [地球化学];
学科分类号
0708 ; 070902 ;
摘要
We present a fully finite-element based inversion methodology for imaging 3-Dmagnetotelluric impedance data on unstructured meshes. The inverse problem is formulated using a minimum-structure Gauss-Newton type optimization scheme that minimizes an objective function with respect to the model perturbation. By introducing a rigorous regularization scheme, we derived a Ritz-type variational formulation of the model objective function and designed a face-based finite-element basis function to discretize the model gradient across tetrahedron's inter-element boundaries. The forward modelling engine of our optimization scheme is based on a finite-element solution of the E-field Helmholtz equation that is enforced for the magnetotelluric simulation problem using the appropriate edge-based basis functions and 3D boundary conditions. The optimization algorithm developed here utilizes a message passing interface scheme and uses a direct solver to factorize and store both the regularization matrix and the forward modelling coefficient matrix on the processes working in parallel. Having to do this only once within each Gauss-Newton optimization cycle facilitates both the calculation of the dot product of the model regularization terms with the evolving model perturbation, and computing implicitly the sensitivity-vector products. We validated the methodology and the correctness of the developed algorithm for two test examples (COMMEMI 3Ds) from the literature. Also, by comparing the performance between classes of iterative solvers we demonstrated the superior performance of generalized minimum residual solver in reducing the residual norm of the iterative solver during model updates. Using the algorithm in a geologically realistic scenario, we imaged the anticipated geometry of the Lalor volcanogenic massive sulphide deposit in Canada. The feasibility of the imaging methodology is further evaluated with the survey data, for which, again the algorithm converged to the anticipated model solution reproducing the lithostratigraphic sequence of the ore deposit.
引用
收藏
页码:1245 / 1270
页数:26
相关论文
共 65 条
[1]   Performance and Scalability of the Block Low-Rank Multifrontal Factorization on Multicore Architectures [J].
Amestoy, Patrick R. ;
Buttari, Alfredo ;
L'excellent, Jean-Yves ;
Mary, Theo .
ACM TRANSACTIONS ON MATHEMATICAL SOFTWARE, 2019, 45 (01)
[2]   Hybrid scheduling for the parallel solution of linear systems [J].
Amestoy, PR ;
Guermouche, A ;
L'Excellent, JY ;
Pralet, S .
PARALLEL COMPUTING, 2006, 32 (02) :136-156
[3]   A fully asynchronous multifrontal solver using distributed dynamic scheduling [J].
Amestoy, PR ;
Duff, IS ;
L'Excellent, JY ;
Koster, J .
SIAM JOURNAL ON MATRIX ANALYSIS AND APPLICATIONS, 2001, 23 (01) :15-41
[4]  
Ansari S., 2014, Ph.D. thesis
[5]   A gauged finite-element potential formulation for accurate inductive and galvanic modelling of 3-D electromagnetic problems [J].
Ansari, S. M. ;
Farquharson, C. G. ;
MacLachlan, S. P. .
GEOPHYSICAL JOURNAL INTERNATIONAL, 2017, 210 (01) :105-129
[6]  
Ansari S.M., 2020, GEOPHYSICS, V79, pE149
[7]   3D magnetotelluric inversion using a limited-memory quasi-Newton optimization [J].
Avdeev, Dmitry ;
Avdeeva, Anna .
GEOPHYSICS, 2009, 74 (03) :F45-F57
[8]   Variations in Large Synvolcanic Alteration Zones at Snow Lake, Manitoba, Canada, with Proximity to Associated Volcanogenic Massive Sulfide Deposits [J].
Bailes, A. H. ;
Galley, A. G. ;
Paradis, S. ;
Taylor, B. E. .
ECONOMIC GEOLOGY, 2016, 111 (04) :933-962
[9]   GEOELECTRICAL MODEL OF THE BAIKAL REGION [J].
BERDICHEVSKY, MN ;
VANYAN, LL ;
KUZNETSOV, VA ;
LEVADNY, VT ;
MANDELBAUM, MM ;
NECHAEVA, GP ;
OKULESSKY, BA ;
SHILOVSKY, PP ;
SHPAK, IP .
PHYSICS OF THE EARTH AND PLANETARY INTERIORS, 1980, 22 (01) :1-11
[10]   A synthesis of electromagnetic studies in the Lithoprobe Alberta Basement Transect: constraints on Paleoproterozoic indentation tectonics [J].
Boerner, DE ;
Kurtz, RD ;
Craven, JA ;
Ross, GM ;
Jones, FW .
CANADIAN JOURNAL OF EARTH SCIENCES, 2000, 37 (11) :1509-1534