DOI: https://doi.org/10.24028/gzh.0203-3100.v38i1.2016.107726

Neural network model field of the first arrival of seismic waves in Ukraine

M. A. Lazarenko, O. A. Gerasimenko, N. N. Ostapchuk

Abstract


Application of DSS data of seismic studies in Ukraine to build models of neural network for time arrival field of seismic signals that allow to construct hodographs of longitudinal waves along arbitrarily oriented sections in regions that do not have seismic observations or to adjust velocity section applying one of the methods of hodograph inversion has been proposed. Comparison of the simulated time of longitudinal wave arrival with those ones that were registered in Ukraine has been made.


Keywords


neural network simulation; time of longitudinal wave arrival; seismic research; DSS; the method of reverse transmission error; loss function; hodograph

References


Grad M., Gryn D., Guterch A., Keller R., Lang R., Lingsi S., Lysynchuk D., Lysynchuk E., Omelchenko V., Starostenko V., Stovba S., Thybo H., Tolkunov A., Janik T., 2003. DOBRE-99: the structure of the Earth's crust along the profile of Mariupol Donbass—Belovodsk. Fizika Zemli (6), 33—43 (in Russian).

Ilchenko T. V., 2002. The results of research by the NHS along geotransekta EUROBRIDGE -97. Geofizicheskiy zhurnal 24(3), 67—76 (in Russian).

Kulagin V. P., Maksimova M., 2013. Convergence of inverse problems in geodesy. Nauki o Zemle (2-3), 47—50 (in Russian).

Lithosphere of Central and Eastern Europe. Geotraverse IV, VI, VIII, 1988. Ed. A. V. Chekunov. Kiev: Naukova Dumka, 172 p. (in Russian).

Lysynchuk D., Lysynchuk E., Omelchenko V., 2002. Modeling of wave fields in the interpretation of data on the example of the NHS Profile DOBRE-99. Collection of scientific works NMAU 4(13), 84—87 (in Russian).

Sollogub V. B., 1986. Lithosphere Ukraine. Kiev: Naukova Dumka, 86 p. (in Russian).

Sollogub V. B., Chekunov A. V., 1975. Deep structure and evolution of the Earth's crust. In: Problems of Earth Physics in Ukraine. Kiev: Naukova Dumka, P. 118—153

Starostenko V. I., Omelchenko V. D., Lysynchuk D. V., Legostaeva O. V., Gryn D. M., Kolomiets K. V., 2009. Study the deep structure of the crust and upper mantle in the profile NHS Debrecen—Mukacheve—Rivne (project PANCAKE-08). Geoinformatika (2), 25—29 (in Ukrainian).

Starostenko V., Omelchenko V., Lysynchuk D., Legostaeva O., Gryn D., Kolomiets K., 2011. Geophysical study of the deep structure of the crust and upper mantle of some major geological structures of the East European Craton to the Adriatic Sea. Ukrainsko-Makedonskiy naukoviy zbirnyk (is. 5), 365—371 (in Ukrainian).

Haykin S., 2006. Neural networks: the full course. Moscow: Publ. House "Williams", 1103 p. (in Russian).

Chekunov A. V., 1972. Crustal structure and tectonics of the south of the European part of the USSR. Kiev: Naukova Dumka, P. 52—92 (in Russian).

Janik T., Środa P., Czuba W., Lysynchuk D., Kolomiets K., 2014. The GEORIFT 2013 wide-angle seismic profile, preliminary results GEORIFT 2013 Working Group. 16th SEISMIX International Symposium. Barcelona 2014. Book of abstracts. P. 24.

Nelson G. D., Vidale J. E., 1990. Earthquake Locations by 3-D Finite-Difference Travel Times. Bull. Seism. Soc. Amer. 80(2), 359—410.

Tarassenko L., 1998. A guide to Neural Computing Application. New York-Toronto: J. Wily & Sons Inc., 160 p.

Schoenberg M., Sayers S. M., 1995. Seismic Anisotropy of Fractured Rocks. Geophysics 60(1), 204—211.

Starostenko V., Janik T., Kolomiyets K., Czuba W., Środa P., Grad M., Kovács I., Stephenson R., Lysynchuk D., Thybo H., Artemieva I. M., Omelchenko V., Gintov O., Kutas R., Gryn D., Guterch A., Hegedűs E., Komminaho K., Legostaeva O., Tiira T., Tolkunov A., 2013a. Seismic velocity model of the crust and upper mantle along profile PANCAKE across the Carpathians between the Pannonian Basin and the East European Craton. Tectonophysics 608, 1049—1072.

Starostenko V., Janik T., Lysynchuk D., Środa P., Czuba W., Kolomiyets K., Aleksandrowski P., Gintov O., Omelchenko V., Komminaho K., Guterch A., Tiira T., Gryn D., Legostaeva O., Thybo H., Tolkunov A., 2013b. Mesozoic(?) Lithosphere-scale buckling of the East European Craton in southern Ukraine: DOBRE-4 deep seismic profile. Geophys. J. Int. 195(2), 740—766.

Starostenko V., Janik T., Stephenson R., Gryn D., Tolkunov A., Czuba W., Środa P., Sydorenko G., Lysynchuk D., Omelchenko V., Grad M., Guterch A., Kolomiyets K., Thybo H., Dannowski A., Flueh E. R., Legostaeva O.,2012. Velocity model of the crust and upper mantle at the southern margin of the East European Craton (Azov Sea-Crimea-Black Sea area), DOBRE-2 & DOBRE’99 transect. The 15th International Symposium on Deep Seismic Profiling of the Continents and Their Margins “Seismix 2012”. Beijing 2012. Book of abstracts. P. 85.

Starostenko V., Janik T., Yegorova T., Farfuliak L., Czuba W., Środa P., Thybo H., Artemieva I., Sosson M., Volfman Y., Kolomiyets K., Lysynchuk D., Omelchenko V., Gryn D., Guterch A., Komminaho K., Legostaeva O., Tiira T., Tolkunov A., 2015. Seismic model of the crust and upper mantle in the Scythian Platform: the DOBRE-5 profile across the north western Black Sea and the Crimean Peninsula. Geophys. J. Int. 201(1), 406—428.

Thybo H., Janik T., Omelchenko V. D., Grad M., Garetsky R. G., Belinsky A. A., Karatayev G. I., Zlotski G., Knudsen M. E., Sand R., Yliniemi J., Tiira T., Luosto U., Komminaho K., Giese R., Guterch A., Lund C.-E., Kharitonov O. M., Ilchenko T., Lysynchuk D. V., Skobolev V. M., Doody J. J., 2003. Upper lithospheric seismic velocity structure across the Pripyat Trough and the Ukrainian Shield along the EUROBRIDGE'97 profile. Tectonophysics 371, 41—79.




Creative Commons License
Licensed under a Creative Commons Attribution 4.0 International License.

Flag Counter