2008 · 26 citations · 8 references
Numerical AnalysisPrestack Avo InversionParameter EstimationEngineeringCalibrationMeasurement UncertaintyCivil EngineeringNumerical SimulationSeismic ImagingInverted ParametersAvionics SystemInverse Scattering TransformsInverse ProblemsProbabilistic Wave ModellingGeophysical Signal ProcessingSignal Processing
Prestack AVO inversion is multidimensional and ill posed, and is often strongly affected by noise and measurement uncertainty, so it is necessary to performing constraints in order to obtain steady and rational inversion results. A novel prestack AVO inversion method is developed based on linearized approximation of the Zoeppritz equation and Bayesian parameter estimation theory. Covariance matrix is used to describe the correlation degree between the parameters, Gaussian distribution is used for likelihood function and modified Cauchy distribution is used for prior distribution; P‐wave impedance, S‐wave impedance, density and rock physics relation are applied to constrain the inversion results, thus it is reliable to make the result more accurate and steady. Tests on synthetic and real data show that all inverted parameters are almost perfectly retrieved even the SNR is low.
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Bayesian linearized AVO inversion
A. Buland, Henning Omre · Geophysics · 2003 · 923 citations
Simultaneous inversion of pre‐stack seismic data
Daniel P. Hampson, Brian Russell, Brad Bankhead · 2005 · 360 citations
A Bayes tour of inversion: A tutorial
Tadeusz J. Ulrych, Mauricio D. Sacchi, Alan Woodbury · Geophysics · 2001 · 269 citations
Waveform-based AVO inversion and AVO prediction-error
James Simmons, Milo M. Backus · Geophysics · 1996 · 70 citations