Skip to main content
U.S. Department of Energy
Office of Scientific and Technical Information

Interparameter tradeoff quantification for isotropic-elastic full-waveform inversion with various model parameterizations

Journal Article · · Geophysics
 [1];  [2];  [2];  [2]
  1. Los Alamos National Lab. (LANL), Los Alamos, NM (United States); Univ. of Calgary, Calgary, AB (Canada)
  2. Univ. of Calgary, Calgary, AB (Canada)
Simultaneous determination of multiple physical parameters using full-waveform inversion (FWI) suffers from interparameter tradeoff diffculty. Analyzing the interparameter tradeoffs in different model parameterizations of isotropic-elastic FWI, and thus determining the appropriate model parameterization, are critical for efficient inversion and obtaining reliable inverted models. Five different model parameterizations are considered and compared including velocity-density, modulus-density, impedance-density and two velocity-impedance parameterizations. The scattering radiation patterns are first used for interparameter tradeoff analysis. Furthermore, a new framework is developed to evaluate the interparameter tradeoff based upon multiparameter Hessian-vector products: multiparameter point spread functions (MPSFs) and interparameter contamination sensitivity kernels (ICSKs), which provide quantitative, second-order measurements of the interparameter contaminations. In the numerical experiments, the interparameter tradeoffs in various model parameterizations are evaluated using the MPSFs and ICSKs. Inversion experiments are then carried out with simple Gaussian-anomaly models and complex Marmousi model. Overall, the parameterization of P-wave velocity, S-wave velocity and density and the parameterization of P-wave velocity, S-wave velocity and S-wave impedance perform best for reconstructing all of the physical parameters. Isotropic-elastic FWI of the Hussar low frequency dataset with various model parameterizations verifies the conclusions.
Research Organization:
Los Alamos National Lab. (LANL), Los Alamos, NM (United States)
Sponsoring Organization:
National Science and Engineering Research Council of Canada (NSERC, CRDPJ 461179-13); USDOE
Grant/Contract Number:
89233218CNA000001
OSTI ID:
1492537
Report Number(s):
LA-UR--18-20190
Journal Information:
Geophysics, Journal Name: Geophysics Journal Issue: 2 Vol. 84; ISSN 0016-8033
Publisher:
Society of Exploration GeophysicistsCopyright Statement
Country of Publication:
United States
Language:
English

References (52)

Seismic imaging of the carbon dioxide gas cloud at Sleipner using 3D elastic time-lapse full waveform inversion journal November 2015
Gauss-Newton and full Newton methods in frequency-space seismic waveform inversion journal May 1998
Two-dimensional full wavefield inversion of wide-aperture marine seismic streamer data journal November 2002
Introduction to the spectral element method for three-dimensional seismic wave propagation journal December 1999
Inversion strategies for visco-acoustic waveform inversion journal June 2013
On acoustic waveform tomography of wide-angle OBS data--strategies for pre-conditioning and inversion journal May 2013
Multiparameter full waveform inversion of multicomponent ocean-bottom-cable data from the Valhall field. Part 2: imaging compressive-wave and shear-wave velocities journal June 2013
Seismic AVO and the inverse Hessian in precritical reflection full waveform inversion journal August 2014
Fast full waveform inversion with source encoding and second-order optimization methods journal December 2014
Efficient 3-D frequency-domain mono-parameter full-waveform inversion of ocean-bottom cable data: application to Valhall in the visco-acoustic vertical transverse isotropic approximation journal July 2015
Measuring the misfit between seismograms using an optimal transport distance: application to full waveform inversion journal February 2016
Towards full waveform ambient noise inversion journal October 2017
On the sensitivity of teleseismic full-waveform inversion to earth parametrization, initial model and acquisition design journal November 2017
Interparameter trade-off quantification and reduction in isotropic-elastic full-waveform inversion: synthetic experiments and Hussar land data set application journal January 2018
Elastic full-waveform inversion and parametrization analysis applied to walk-away vertical seismic profile data for unconventional (heavy oil) reservoir characterization journal March 2018
Parametrization study of the land multiparameter VTI elastic waveform inversion journal March 2018
On the role of density and attenuation in three-dimensional multiparameter viscoacoustic VTI frequency-domain FWI: an OBC case study from the North Sea journal March 2018
The variable projection method for waveform inversion with an unknown source function journal February 2013
Velocity model building from seismic reflection data by full-waveform inversion: Velocity model building from seismic reflection data journal November 2014
Subspace methods for large inverse problems with multiple parameter classes journal August 1988
A review of the adjoint-state method for computing the gradient of a functional with geophysical applications journal November 2006
A parametrization study for surface seismic full waveform inversion in an acoustic vertical transversely isotropic medium: FWI in an acoustic VTI medium journal February 2011
On the influence of model parametrization in elastic full waveform tomography: On the influence of model parametrization journal August 2012
Quantitative imaging of complex structures from dense wide-aperture seismic data by multiscale traveltime and waveform inversions: a case study journal November 2004
Full Waveform Inversion and the Truncated Newton Method journal January 2013
Full Waveform Inversion and the Truncated Newton Method journal January 2017
Inversion of seismic reflection data in the acoustic approximation journal August 1984
Scattering characteristics of elastic waves by an elastic heterogeneity journal April 1985
Multiscale seismic waveform inversion journal September 1995
Seismic waveform inversion in the frequency domain, Part 2: Fault delineation in sediments using crosshole data journal May 1999
Source‐independent full‐waveform inversion of seismic data journal November 2003
3D prestack plane-wave, full-waveform inversion journal September 2008
Three-dimensional frequency-domain full-waveform inversion with an iterative solver journal November 2009
An overview of full-waveform inversion in exploration geophysics journal November 2009
Elastic full waveform inversion of multicomponent ocean-bottom cable seismic data: Application to Alba Field, U. K. North Sea journal November 2010
Which parameterization is suitable for acoustic vertical transverse isotropic full waveform inversion? Part 1: Sensitivity and trade-off analysis journal March 2013
Anisotropic 3D full-waveform inversion journal March 2013
Coupling in amplitude variation with offset and the Wiggins approximation journal July 2013
Elastic full-waveform inversion application using multicomponent measurements of seismic data collection journal March 2014
Seismic envelope inversion and modulation signal model journal May 2014
A recipe for practical full-waveform inversion in anisotropic media: An analytical parameter resolution study journal May 2014
Time-lapse full-waveform inversion of limited-offset seismic data using a local migration regularization journal May 2014
The SEISCOPE optimization toolbox: A large-scale nonlinear optimization library based on reverse communication journal March 2016
Estimation of elastic constants for HTI media using Gauss-Newton and full-Newton multiparameter full-waveform inversion journal September 2016
Accelerating Hessian-free Gauss-Newton full-waveform inversion via l-BFGS preconditioned conjugate-gradient algorithm journal March 2017
3D elastic full-waveform inversion using P-wave excitation amplitude: Application to ocean bottom cable field data journal January 2018
The variable projection method for waveform inversion with an unknown source function conference October 2012
A guided tour of multiparameter full-waveform inversion with multicomponent data: From theory to practice journal September 2013
Full-waveform inversion: The next leap forward in subsalt imaging journal January 2018
Finite-Frequency Kernels Based on Adjoint Methods journal December 2006
Model-Based Inversion of Low-Frequency Seismic Data conference January 2013
Towards Full Waveform Ambient Noise Inversion conference June 2017

Similar Records

Interparameter trade-off quantification and reduction in isotropic-elastic full-waveform inversion: synthetic experiments and Hussar land data set application
Journal Article · Mon Apr 30 20:00:00 EDT 2018 · Geophysical Journal International · OSTI ID:1473814

Elastic full-waveform inversion and parameterization analysis applied to walk-away vertical seismic profile data for unconventional (heavy oil) reservoir characterization
Journal Article · Mon Mar 05 19:00:00 EST 2018 · Geophysical Journal International · OSTI ID:1427381

Hessian-based multiparameter fractional viscoacoustic full-waveform inversion
Conference · Wed Sep 30 00:00:00 EDT 2020 · SEG Technical Program Expanded Abstracts 2020 · OSTI ID:1829722