Seismic model low wavenumber extrapolation by a deep convolutional neural network

References

• Abadi, M., P. Barham, J. Chen, Z. Chen, A. Davis, J. Dean, M. Devin, S. Ghemawat, G. Irving, M. Isard, et al., 2016, Tensorflow: A system for large-scale machine learning: 12th USENIX Symposium on Operating Systems Design and Implementation ( OSDI 16), 265–283.
   Google Scholar
• Alkhalifah, T., 2016, Full-model wavenumber inversion: An emphasis on the appropriate wavenumber continuation: GEOPHYSICS, 81, R89–R98.
   Google Scholar
• Alkhalifah, T., and V. Kazei, 2018, Waveform inversion for orthorhombic anisotropy with P waves: feasibility and resolution: Geophysical Journal International, 213, 963–982.
   Google Scholar
• Alkhalifah, T., B. B. Sun, and Z. Wu, 2018, Full model wavenumber inversion: Identifying sources of information for the elusive middle model wavenumbers: GEOPHYSICS, 83, R597–R610.
   Google Scholar
• Billette, F., and S. Brandsberg-Dahl, 2005, The 2004 bp velocity benchmark: Presented at the 67th EAGE Conference & Exhibition. Bourgeois, A., M. Bourget, P. Lailly, M. Poulet, P. Ricarte, and R. Versteeg, 1991, Marmousi, model and data: The Marmousi Experience, 5–16.
   Google Scholar
• Chollet, F., et al., 2015, Keras: https://keras.io.
   Google Scholar
• Claerbout, J. F., 1985, Imaging the Earth’s Interior: Blackwell scientific publications.
   Google Scholar
• Devaney, A. J., 1984, Geophysical Diffraction Tomography: IEEE Transactions on Geoscience and Remote Sensing, GE-22, 3–13. Gray, S. H., 2016, in 4. Seismic imaging: S1–1–S1–16.
   Google Scholar
• Guo, Q., and T. Alkhalifah, 2017, Elastic reflection-based waveform inversion with a nonlinear approach: Geophysics, 82, R309– R321.
   Google Scholar
• Jin, Y., W. Hu, X. Wu, and J. Chen, 2018, in Learn low-wavenumber information in FWI via deep inception-based convolutional networks: 2091–2095.
   Google Scholar
• Kalita, M., V. Kazei, Y. Choi, and T. Alkhalifah, 2018, in Regularized full-waveform inversion for salt bodies: 1043–1047.
   Google Scholar
• Kazei, V., and T. Alkhalifah, 2018, Time-lapse waveform inversion regularized by spectral constraints and sobolev space norm, in SEG Technical Program Expanded Abstracts 2018: Society of Exploration Geophysicists, 5487–5491.
   Google Scholar
• Kazei, V., E. Tessmer, and T. Alkhalifah, 2016, Scattering angle-based filtering via extension in velocity, in SEG Technical Program Expanded Abstracts 2016: Society of Exploration Geophysicists, 1157–1162.
   Google Scholar
• Mora, P., 1989, Inversion = migration + tomography: Geophysics, 54, 1575–1586.
   Google Scholar
• Ovcharenko, O., V. Kazei, D. Peter, and T. Alkhalifah, 2018a, Variance-based salt body reconstruction for improved full-waveform inversion: Geophysics.
   Google Scholar
• Ovcharenko, O., V. Kazei, D. Peter, X. Zhang, and T. Alkhalifah, 2018b, Low-Frequency Data Extrapolation Using a Feed-Forward ANN: Presented at the 80th EAGE Conference and Exhibition 2018.
   Google Scholar
• Pratt, R. G., Z.-M. Song, P. R. Williamson, and M. R. Warner, 1996, Two-dimensional velocity models from wide-angle seismic data by waveform inversion: Geophysical Journal International, 124, 323–340.
   Google Scholar
• Sun, H., and L. Demanet, 2018, Low frequency extrapolation with deep learning, in SEG Technical Program Expanded Abstracts 2018: Society of Exploration Geophysicists, 2011–2015.
   Google Scholar
• van Leeuwen, T., and F. J. Herrmann, 2013, Mitigating local minima in full-waveform inversion by expanding the search space: Geophysical Journal International, 195, 661–667.
   Google Scholar
• Virieux, J., and S. Operto, 2009, An overview of full-waveform inversion in exploration geophysics: Geophysics, 74, WCC1– WCC26.
   Google Scholar
• Warner, M., A. Ratcliffe, T. Nangoo, J. Morgan, A. Umpleby, N. Shah, V. Vinje, I. Stekl, L. Guasch, C. Win, G. Conroy, and A. Bertrand, 2013, Anisotropic 3D full-waveform inversion: Geophysics, 78, R59–R80.
   Google Scholar
• Yao, G., N. V. da Silva, V. Kazei, D. Wu, and C. Yang, 2019, Extraction of the tomography mode with non-stationary smoothing for full-waveform inversion: Geophysics, 84, 1–47.
   Google Scholar