JOURNAL ARTICLE

3-D resistivity forward modeling and inversion using conjugate gradients

Jie ZhangRandall L. MackieTheodore R. Madden

Year: 1995 Journal:   Geophysics Vol: 60 (5)Pages: 1313-1325   Publisher: Society of Exploration Geophysicists

Abstract

Abstract We have developed rapid 3-D dc resistivity forward modeling and inversion algorithms that use conjugate gradient relaxation techniques. In the forward network modeling calculation, an incomplete Cholesky decomposition for preconditioning and sparse matrix routines combine to produce a fast and efficient algorithm (approximately 2 minutes CPU time on a Sun SPARCstation 2 for 50 X 50 X 20 blocks). The side and bottom boundary conditions are scaled impedance conditions that take into account the local current flow at the boundaries as a result of any configuration of current sources.For the inversion, conjugate gradient relaxation is used to solve the maximum likelihood inverse equations. Since conjugate gradient techniques only require the results of the sensitivity matrix A or its transpose A T multiplying a vector, we are able to bypass the actual computation of the sensitivity matrix and the inversion of A T A, thus greatly decreasing the time needed to do 3-D inversions.We demonstrate 3-D resistivity tomographic imaging using pole-pole resistivity data collected during an experiment for a leakage monitoring system near evaporation ponds at the Mojave Generating Station in Laughlin, Nevada.

Keywords:
Conjugate gradient method Cholesky decomposition Inversion (geology) Inverse Inverse problem Sparse matrix Algorithm Matrix (chemical analysis) Computation Conjugate Nonlinear conjugate gradient method Computer science Gradient descent Mathematics Mathematical analysis Geometry Geology Physics Materials science

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225
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4.23
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21
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0.95
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Citation History

Topics

Geophysical and Geoelectrical Methods
Physical Sciences →  Earth and Planetary Sciences →  Geophysics
Geophysical Methods and Applications
Physical Sciences →  Engineering →  Ocean Engineering
Seismic Imaging and Inversion Techniques
Physical Sciences →  Earth and Planetary Sciences →  Geophysics

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