FWT2D : A massively parallel program for frequency-domain full-waveform tomography of wide-aperture seismic data-Part 1 Algorithm

This is the first paper in a two-part series that describes a massively parallel code that performs 2D frequency-domain full-waveform inversion of wide-aperture seismic data for imaging complex structures. Full-waveform inversion methods, namely quantitative seismic imaging methods based on the reso...

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Published inComputers & geosciences Vol. 35; no. 3; pp. 487 - 495
Main Authors SOURBIER, Florent, OPERTO, Stéphane, VIRIEUX, Jean, AMESTOY, Patrick, L'EXCELLENT, Jean-Yves
Format Journal Article
LanguageEnglish
Published Kidlington Elsevier 01.03.2009
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ISSN0098-3004
1873-7803
DOI10.1016/j.cageo.2008.04.013

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Abstract This is the first paper in a two-part series that describes a massively parallel code that performs 2D frequency-domain full-waveform inversion of wide-aperture seismic data for imaging complex structures. Full-waveform inversion methods, namely quantitative seismic imaging methods based on the resolution of the full wave equation, are computationally expensive. Therefore, designing efficient algorithms which take advantage of parallel computing facilities is critical for the appraisal of these approaches when applied to representative case studies and for further improvements. Full-waveform modelling requires the resolution of a large sparse system of linear equations which is performed with the massively parallel direct solver MUMPS for efficient multiple-shot simulations. Efficiency of the multiple-shot solution phase (forward/backward substitutions) is improved by using the BLAS3 library. The inverse problem relies on a classic local optimization approach implemented with a gradient method. The direct solver returns the multiple-shot wavefield solutions distributed over the processors according to a domain decomposition driven by the distribution of the LU factors. The domain decomposition of the wavefield solutions is used to compute in parallel the gradient of the objective function and the diagonal Hessian, this latter providing a suitable scaling of the gradient. The algorithm allows one to test different strategies for multiscale frequency inversion ranging from successive mono-frequency inversion to simultaneous multifrequency inversion. These different inversion strategies will be illustrated in the following companion paper. The parallel efficiency and the scalability of the code will also be quantified.
AbstractList This is the first paper in a two-part series that describes a massively parallel code that performs 2D frequency-domain full-waveform inversion of wide-aperture seismic data for imaging complex structures. Full-waveform inversion methods, namely quantitative seismic imaging methods based on the resolution of the full wave equation, are computationally expensive. Therefore, designing efficient algorithms which take advantage of parallel computing facilities is critical for the appraisal of these approaches when applied to representative case studies and for further improvements. Full-waveform modelling requires the resolution of a large sparse system of linear equations which is performed with the massively parallel direct solver MUMPS for efficient multiple-shot simulations. Efficiency of the multiple-shot solution phase (forward/backward substitutions) is improved by using the BLAS3 library. The inverse problem relies on a classic local optimization approach implemented with a gradient method. The direct solver returns the multiple-shot wavefield solutions distributed over the processors according to a domain decomposition driven by the distribution of the LU factors. The domain decomposition of the wavefield solutions is used to compute in parallel the gradient of the objective function and the diagonal Hessian, this latter providing a suitable scaling of the gradient. The algorithm allows one to test different strategies for multiscale frequency inversion ranging from successive mono-frequency inversion to simultaneous multifrequency inversion. These different inversion strategies will be illustrated in the following companion paper. The parallel efficiency and the scalability of the code will also be quantified.
Author L'EXCELLENT, Jean-Yves
OPERTO, Stéphane
AMESTOY, Patrick
SOURBIER, Florent
VIRIEUX, Jean
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Issue 3
Keywords algorithms
models
inverse problem
efficiency
computer programs
Seismic imaging
wave equation
data processing
Full-waveform inversion
decomposition
digital simulation
case studies
frequency
seismic methods
optimization
tomography
imagery
Parallel computation
strategy
waveforms
computers
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SubjectTerms Applied geophysics
Earth sciences
Earth, ocean, space
Exact sciences and technology
Internal geophysics
Title FWT2D : A massively parallel program for frequency-domain full-waveform tomography of wide-aperture seismic data-Part 1 Algorithm
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