A limited-memory quasi-Newton inversion for 1D magnetotellurics

被引:16
作者
Avdeeva, Anna
Avdeev, Dmitry
机构
[1] Dublin Inst Adv Studies, Sch Cosm Phys, Dublin 2, Ireland
[2] Russian Acad Sci, Inst Terr Magnetism Ionosphere & Radiowave Propag, Troitsk 142190, Moscow Region, Russia
关键词
D O I
10.1190/1.2236381
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 apply a limited-memory quasi-Newton (QN) method to the 1D magnetotelluric (MT) inverse problem. Using this method we invert a realistic synthetic MT impedance data set calculated for a layered earth model. The calculation of gradients based on the adjoint method speeds up the inverse problem solution many times. In addition, regularization stabilizes the QN inversion result and a few correction pairs are sufficient to produce reasonable results. Comparison with the L-BFGS-B algorithm shows similar convergence rates. This study is a first step towards the solution of large-scale electromagnetic problems, with a full treatment of the 3D conductivity structure of the earth.
引用
收藏
页码:G191 / G196
页数:6
相关论文
共 15 条
[1]   High-performance three-dimensional electromagnetic modelling using modified Neumann series. Wide-band numerical solution and examples [J].
Avdeev, DB ;
Kuvshinov, AV ;
Pankratov, OV ;
Newman, GA .
JOURNAL OF GEOMAGNETISM AND GEOELECTRICITY, 1997, 49 (11-12) :1519-1539
[2]  
AVDEEV DB, 2004, AM GEOPH UN FALL M, pF630
[3]   A LIMITED MEMORY ALGORITHM FOR BOUND CONSTRAINED OPTIMIZATION [J].
BYRD, RH ;
LU, PH ;
NOCEDAL, J ;
ZHU, CY .
SIAM JOURNAL ON SCIENTIFIC COMPUTING, 1995, 16 (05) :1190-1208
[4]   Reciprocity in electromagnetics: application to modelling marine magnetometric resistivity data [J].
Chen, JP ;
Oldenburg, DW ;
Haber, E .
PHYSICS OF THE EARTH AND PLANETARY INTERIORS, 2005, 150 (1-3) :45-61
[5]   OCCAMS INVERSION - A PRACTICAL ALGORITHM FOR GENERATING SMOOTH MODELS FROM ELECTROMAGNETIC SOUNDING DATA [J].
CONSTABLE, SC ;
PARKER, RL ;
CONSTABLE, CG .
GEOPHYSICS, 1987, 52 (03) :289-300
[6]   Non-linear inversion using general measures of data misfit and model structure [J].
Farquharson, CG ;
Oldenburg, DW .
GEOPHYSICAL JOURNAL INTERNATIONAL, 1998, 134 (01) :213-227
[7]  
Gill P. E., 1981, PRACTICAL OPTIMIZATI
[8]   Quasi-Newton methods for large-scale electromagnetic inverse problems [J].
Haber, E .
INVERSE PROBLEMS, 2005, 21 (01) :305-323
[9]   Joint inversion: A structural approach [J].
Haber, E ;
Oldenburg, D .
INVERSE PROBLEMS, 1997, 13 (01) :63-77
[10]  
Kelley C.T., 1999, Iterative Methods for Optimization, DOI DOI 10.1137/1.9781611970920