Использование искусственных нейронных сетей для выделения по морским мультичастотным сейсмоакустическим данным опасных геологических процессов и явлений

Translated title of the contribution: Use artificial neural networks to identify geohazards from marine multifrequency seismoacoustic data

V. E. Galaev, O. O. Iakushkin, M. Yu Tokarev, Ya E. Terekhina, A. N. Nikolskaya, I. A. Bulanova

Research output: Chapter in Book/Report/Conference proceedingConference contributionResearchpeer-review

Abstract

This work considers the task of automatic identification of discontinuities from high resolution 2D seismoacoustic data. The training of artificial intelligence in this work was performed exclusively on real multifrequency seismoacoustic data, which were marked by an expert. As a result of the work the main problems arising at the decision of a task of creation of the automated marking tool on the basis of the real data marked out by the person have been allocated. The importance of selecting a loss function and the possibility of applying radical data compression while keeping the result close to human markup were noted.

Translated title of the contributionUse artificial neural networks to identify geohazards from marine multifrequency seismoacoustic data
Original languageRussian
Title of host publication17th Conference and Exhibition Engineering and Mining Geophysics 2021
PublisherEuropean Association of Geoscientists and Engineers
ISBN (Electronic)9789462823723
DOIs
StatePublished - 2021
Event17th Conference and Exhibition Engineering and Mining Geophysics 2021 - Геленджик, Russian Federation
Duration: 26 Apr 202130 Apr 2021

Publication series

Name17th Conference and Exhibition Engineering and Mining Geophysics 2021

Conference

Conference17th Conference and Exhibition Engineering and Mining Geophysics 2021
Country/TerritoryRussian Federation
CityГеленджик
Period26/04/2130/04/21

Scopus subject areas

  • Geotechnical Engineering and Engineering Geology
  • Industrial and Manufacturing Engineering
  • Geochemistry and Petrology
  • Geophysics

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