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 in | Computers & geosciences Vol. 35; no. 3; pp. 487 - 495 |
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| Main Authors | , , , , |
| Format | Journal Article |
| Language | English |
| Published |
Kidlington
Elsevier
01.03.2009
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| Subjects | |
| Online Access | Get full text |
| ISSN | 0098-3004 1873-7803 |
| DOI | 10.1016/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. |
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| 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 |
| Author_xml | – sequence: 1 givenname: Florent surname: SOURBIER fullname: SOURBIER, Florent organization: Céosciences Azur -CNRS -IRD -UNSA -UPMC, Sophia-Antipotis, France – sequence: 2 givenname: Stéphane surname: OPERTO fullname: OPERTO, Stéphane organization: Géosciences Azur -CNRS -IRD -UNSA -UPMC, Villefranche/mer, France – sequence: 3 givenname: Jean surname: VIRIEUX fullname: VIRIEUX, Jean organization: Laboratoire Géophysique Interne et Tectonophysique, BP 53, 38041 Grenoble, France – sequence: 4 givenname: Patrick surname: AMESTOY fullname: AMESTOY, Patrick organization: ENSEEIHT-IRIT, BP 7122, 31071, Toulouse, France – sequence: 5 givenname: Jean-Yves surname: L'EXCELLENT fullname: L'EXCELLENT, Jean-Yves organization: INRIA, Laboratoire de l'Informatique du Parallélisme, Université de Lyon (CNRS-ENS Lyon-INRIA-UCBL), France |
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| 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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