Deep Convolutional Neural Networks for 1D Inversion of Electromagnetic Data

References

1. Araya-Polo, M., Dahlke, T., Frogner, C., Zhang, C., Poggio, T. and Hohl, D.
   [2017] Automated fault detection without seismic processing. The Leading Edge, 36(3), 208–214.
   [Google Scholar]
2. Auken, E., Christiansen, A.V., Jacobsen, B.H., Foged, N. and Sørensen, K.I.
   [2005] Piecewise 1D laterally constrained inversion of resistivity data. Geophysical Prospecting, 53(4), 497–506.
   [Google Scholar]
3. Farquharson, C.G., Oldenburg, D.W. and Routh, P.S.
   [2003] Simultaneous 1D inversion of loop-loop electromagnetic data for magnetic susceptibility and electrical conductivity. Geophysics, 68(6), 1857–1869.
   [Google Scholar]
4. He, K., Zhang, X., Ren, S. and Sun, J.
   [2016] Deep residual learning for image recognition. Proceedings of the IEEE conference on computer vision and pattern recognition, 770–778.
   [Google Scholar]
5. Huang, L., Dong, X. and Clee, T.E.
   [2017] A scalable deep learning platform for identifying geologic features from seismic attributes. The Leading Edge, 36(3), 249–256.
   [Google Scholar]
6. Key, K.
   [2009] 1D inversion of multicomponent, multifrequency marine CSEM data: Methodology and synthetic studies for resolving thin resistive layers. Geophysics, 74(2), F9–F20.
   [Google Scholar]
7. LeCun, Y., Bottou, L., Bengio, Y. and Haffner, P.
   [1998] Gradient-based learning applied to document recognition. Proceedings of the IEEE, 86(11), 2278–2324.
   [Google Scholar]
8. Løseth, L.O. and Ursin, B.
   [2007] Electromagnetic fields in planarly layered anisotropic media. Geophysical Journal International, 170(1), 44–80.
   [Google Scholar]
9. Puzyrev, V.
   [2018] Deep learning electromagnetic inversion with convolutional neural networks. Submitted. arXiv preprint arXiv:1812.10247.
   [Google Scholar]
10. Streich, R. and Becken, M.
    [2011] Sensitivity of controlled-source electromagnetic fields in planarly layered media. Geophysical Journal International, 187(2), 705–728.
    [Google Scholar]
11. Swidinsky, A., Kohnke, C. and Edwards, R.N.
    [2018] The electromagnetic response of a horizontal electric dipole buried in a multi‐layered earth. Geophysical Prospecting, 66(1), 240–256.
    [Google Scholar]