ANN reconstruction of geoelectrical parameters of the Minou fault zone by scalar CSAMT data

作者: V Spichak , K Fukuoka , T Kobayashi , T Mogi , I Popova

DOI: 10.1016/S0926-9851(01)00100-8

关键词:

摘要: Scalar controlled source AMT data collected in a northern part of the Minou fault area (Kyushu Island, Japan) are interpreted by means ANN Expert System MT-NET terms 3-D earth macro-parameters. A number synthetic responses created advance forward modeling typical geoelectrical models (conductive and resistive local bodies, fault, dyke, etc.) formed sequences for teaching an artificial neural network (ANN). MT-NET, once taught to correspondence between images model parameters, is able recognize unknown parameters given even incomplete noisy data. The results reconstruction compared with resistivity distribution obtained same using fast imaging based on synthesis 1-D Bostick transforms apparent resistivities beneath each site as well 2-D TM mode inversion along four profiles. best-fitting reconstructed belongs guessed class ‘‘dykes buried two-layered earth’’, one hand, equivalence all giving rms misfit less than noise level data, other hand. D 2002 Elsevier Science B.V. All rights reserved.

参考文章(9)
H. Hidalgo, E. Gomez-Trevino, R. Swiniarski, Neural network approximation of an inverse functional world congress on computational intelligence. ,vol. 5, pp. 3387- 3392 ,(1994) , 10.1109/ICNN.1994.374780
Art Raiche, A pattern recognition approach to geophysical inversion using neural nets Geophysical Journal International. ,vol. 105, pp. 629- 648 ,(1991) , 10.1111/J.1365-246X.1991.TB00801.X
Mary M. Poulton, Ben K. Sternberg, Charles E. Glass, Location of subsurface targets in geophysical data using neural networks Geophysics. ,vol. 57, pp. 1534- 1544 ,(1992) , 10.1190/1.1443221
Mary M. Poulton, Ben K. Sternberg, Charles E. Glass, Neural network pattern recognition of subsurface EM images Journal of Applied Geophysics. ,vol. 29, pp. 21- 36 ,(1992) , 10.1016/0926-9851(92)90010-I
Vjacheslav Spichak, Irina Popova, Artificial neural network inversion of magnetotelluric data in terms of three‐dimensional earth macroparameters Geophysical Journal International. ,vol. 142, pp. 15- 26 ,(2000) , 10.1046/J.1365-246X.2000.00065.X
M.M. Poulton, R.A. Birken, Estimating one-dimensional models from frequency-domain electromagnetic data using modular neural networks IEEE Transactions on Geoscience and Remote Sensing. ,vol. 36, pp. 547- 555 ,(1998) , 10.1109/36.662737
Randall L. Mackie, Theodore R. Madden, Three-dimensional magnetotelluric inversion using conjugate gradients Geophysical Journal International. ,vol. 115, pp. 215- 229 ,(1993) , 10.1111/J.1365-246X.1993.TB05600.X
Tohru MOGI, Sachio EHARA, Jun NISHIJIMA, Tatsuya MOTOYAMA, A Graben Structure at the Western Part of the Minou Fault, Southwest Japan Journal of the Seismological Society of Japan. ,vol. 50, pp. 329- 336 ,(1997) , 10.4294/ZISIN1948.50.3_329