Shape reconstruction in seismic full waveform inversion using a level set approach and time reversal
Creators
- 1. The University of Manchester, Alan Turing Building, Oxford Road, Manchester, M13 9PL (United Kingdom)
Description
Highlights: • Seismic full waveform inversion using a conservative elastic wave formulation. • Time reversal with a symmetric hyperbolic system for wave propagation. • Shape evolution for salt body estimation using an implicit level set formulation. • The use of Sobolev gradients for shape regularization. • A nonlinear Kaczmarz type approach for sequential data processing. A level set based shape evolution approach is presented for the inversion of elastic waveform data with a special emphasis on the application to seismic full waveform inversion. A conservative representation of the linear elastic equation of motion in 2D is formulated as a symmetric hyperbolic system. The minimization of a suitably chosen least-squares data misfit functional is then performed by a shape evolution approach. This evolution is driven by Kaczmarz type gradient-based descent directions which are practically obtained by solving a time-reversed form of the same conservative elastic system. A level set method is employed for the computational description of the evolving shapes. Different regularization schemes are tested and compared for stabilizing this shape evolution, combined with an additional integrated optimization loop for simultaneously estimating different internal elastic parameter values. Numerical experiments in 2D are presented which demonstrate the performance of this novel shape reconstruction scheme in the application of salt dome reconstruction in seismic full waveform inversion.
Availability note (English)
Available from http://dx.doi.org/10.1016/j.jcp.2020.110059Additional details
Identifiers
- DOI
- 10.1016/j.jcp.2020.110059;
- PII
- S0021999120308330;
Publishing Information
- Journal Title
- Journal of Computational Physics (Print)
- Journal Volume
- 427
- Journal Page Range
- vp.
- ISSN
- 0021-9991
- CODEN
- JCTPAH
INIS
- Country of Publication
- Netherlands
- Country of Input or Organization
- International Atomic Energy Agency (IAEA)
- INIS RN
- 54001909
- Subject category
- S71: CLASSICAL AND QUANTUM MECHANICS, GENERAL PHYSICS; S97: MATHEMATICAL METHODS AND COMPUTING;
- Descriptors DEI
- DATA PROCESSING; EQUATIONS OF MOTION; LEAST SQUARE FIT; PERFORMANCE; SYMMETRY; WAVE FORMS; WAVE PROPAGATION
- Descriptors DEC
- DIFFERENTIAL EQUATIONS; EQUATIONS; MATHEMATICAL SOLUTIONS; MAXIMUM-LIKELIHOOD FIT; NUMERICAL SOLUTION; PARTIAL DIFFERENTIAL EQUATIONS; PROCESSING
Optional Information
- Copyright
- Copyright (c) 2020 Elsevier Inc. All rights reserved.