A globally convergent convexification algorithm for the inverse problem of electromagnetic frequency sounding in one dimension

Authors

Keywords:

электромагнитное частотное зондирование, минимизация выпуклых функций, сходимость, аппроксимация, метод наименьших квадратов, итерационные алгоритмы, математическое моделирование

Abstract

A globally convergent convexification algorithm for the numerical solution of the inverse problem of electromagnetic frequency sounding in one dimension is presented. This algorithm is based on the concept of convexification of a multiextremal objective function proposed recently by the authors. A key point in the proposed algorithm is that unlike conventional layer-stripping algorithms, it provides the stable approximate solution via minimization of a finite sequence of strictly convex objective functions resulted from applying the nonlinear weighted least squares method with Carleman’s weight functions. The other advantage of the proposed algorithm is that its convergence to the «exact» solution does not depend on a starting vector. Thus, the uncertainty inherent to the local methods, such as the gradient or Newton-like methods, is eliminated. The 1-D inverse model of magnetotelluric sounding is selected to exemplify the convexification approach. Based on the localizing property of Carleman’s weight functions, it is proven that the distance between the approximate and «exact» solutions is small if the approximation error is small. The results of computational experiments with several realistic and synthetic marine shallow water configurations are presented to demonstrate the computational feasibility of the proposed algorithm.

Author Biographies

M.V. Klibanov

University of North Carolina at Charlotte,
Department of Mathematics and Statistics
Fretwell 376, 9201 University City Blvd., Charlotte, NC 28223, USA

A. Timonov

University of North Carolina at Charlotte,
Department of Mathematics and Statistics
Fretwell 376, 9201 University City Blvd., Charlotte, NC 28223, USA

References

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Published

10-02-2003

How to Cite

Клибанов М.В., Тимонов А. A Globally Convergent Convexification Algorithm for the Inverse Problem of Electromagnetic Frequency Sounding in One Dimension // Numerical Methods and Programming (Vychislitel’nye Metody i Programmirovanie). 2003. 4. 52-81

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Section

Section 1. Numerical methods and applications