Geophysical Prospecting · 2002 · 43 citations · 17 references
Natural SciencesGeoinformaticsOptimizationRemote SensingUncertainty QuantificationGeophysical InversionImage ReconstructionIterative SolversModel ResolutionSeismic Data ProcessingSeismic ImagingData InversionKirchhoff MigrationLeast-squares MigrationMigration AlgorithmsOptimization-based InversionResolution AnalysisSeismic Inversion
ABSTRACT We apply iterative resolution estimation to least‐squares Kirchhoff migration. Reviewing the theory of iterative optimization uncovers the common origin of different optimization methods. This allows us to reformulate the pseudo‐inverse, model resolution and data resolution operators in terms of effective iterative estimates. When applied to Kirchhoff migration, plots of the diagonal of the model resolution matrix reveal low illumination areas on seismic images and provide information about image uncertainties. Synthetic and real data examples illustrate the proposed technique and confirm the theoretical expectations.
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Function minimization by conjugate gradients
R. Fletcher · The Computer Journal · 1964 · 4.9K citations · Full text