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Layered and laterally constrained 2D inversion of resistivity data
Abstract
In a sedimentary environment, quasi-layered models often can represent the actual geology more accurately than smooth minimum-structure models. We present a 2D inversion scheme with lateral constraints and sharp boundaries (LCI) for continuous resistivity data. All data and models are inverted as one system, producing layered solutions with laterally smooth transitions. The models are regularized through lateral constraints that tie interface depths or thicknesses and resistivities of adjacent layers. A priori information, used to resolve ambiguities and to add, for example, geological information, can be added at any point of the profile and migrates through the lateral constraints to parameters at adjacent sites. Similarly, information from areas with well-resolved parameters migrates through the constraints to help resolve areas with poorly constrained parameters. The estimated model is complemented by a full sensitivity analysis of the model parameters supporting quantitative evaluation of the inversion result. A simple synthetic model proves the need for a quasi-layered, 2D inversion when compared with a traditional 2D minimum-structure inversion. A 2D minimum-structure inversion produces models with spatially smooth resistivity transitions, making identification of layer boundaries difficult. A continuous vertical electrical sounding field example from Sweden with a depression in the depth to bedrock supports the conclusions drawn from the synthetic example. A till layer on top of the bedrock, hidden in the traditional inversion result, is identified using the 2D LCI scheme. Furthermore, the depth to the bedrock surface is easily identified for most of the profile with the 2D LCI model, which is not the case with the model from the traditional minimum-structure inversion.
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Cites
An Algorithm for Least-Squares Estimation of Nonlinear Parameters
Marquardt, D. W. (1963) · Journal of the Society for Industrial and Applied Mathematics · doi:10.1137/0111030 · Cited by 30,728
Geophysical data analysis : discrete inverse theory
Menke, W. H. (1989) · Cited by 2,858
Generalized nonlinear inverse problems solved using the least squares criterion
Tarantola, A., & Valette, B. (1982) · Reviews of Geophysics · doi:10.1029/rg020i002p00219 · Cited by 2,036
Non-linear inversion using general measures of data misfit and model structure
Farquharson, C. G., & Oldenburg, D. W. (1998) · Geophysical Journal International · doi:10.1046/j.1365-246x.1998.00555.x · Cited by 423
A MAN/COMPUTER INTERPRETATION SYSTEM FOR RESISTIVITY SOUNDINGS OVER A HORIZONTALLY STRAFIFIED EARTH*
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Cited by
Recent developments in the direct-current geoelectrical imaging method
Loke, M. H., Chambers, J. E., Rucker, D. F., Kuras, O., & Wilkinson, P. B. (2013) · Journal of Applied Geophysics · doi:10.1016/j.jappgeo.2013.02.017 · Cited by 1,039
Binley, A., Hubbard, S. S., Huisman, J. A., Revil, A., Robinson, D. A., Singha, K., & Slater, L. D. (2015) · Water Resources Research · doi:10.1002/2015wr017016 · Cited by 800
Socco, L. V., Foti, S., & Boiero, D. (2010) · Geophysics · doi:10.1190/1.3479491 · Cited by 527
Application of Surface-Wave Methods for Seismic Site Characterization
Foti, S., Parolai, S., Albarello, D., & Picozzi, M. (2011) · Surveys in Geophysics · doi:10.1007/s10712-011-9134-2 · Cited by 259
Metadata
- Authors
- Auken, E., & Christiansen, A. V.
- Venue
- Geophysics
- Publisher
- Society of Exploration Geophysicists
- Published
- 2004-01-01
- Volume
- 69
- Issue
- 3
- Pages
- 752-761
- ISSN
- 0016-8033 (ISSN-L)
- 1942-2156
- OpenAlex
- W2110288593
- Cited by
- 458
- References
- 5
- FWCI
- 8.20
- Type
- journal article
- Language
- en
- Open access
- closed
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