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dc.contributor.authorEltsov, Timofey
dc.contributor.authorYutkin, Maxim
dc.contributor.authorPatzek, Tadeusz
dc.date.accessioned2020-09-08T11:52:34Z
dc.date.available2020-09-08T11:52:34Z
dc.date.issued2020-09-02
dc.date.submitted2020-06-16
dc.identifier.citationEltsov, T., Yutkin, M., & Patzek, T. W. (2020). Text Analysis Reveals Major Trends in Exploration Geophysics. Energies, 13(17), 4550. doi:10.3390/en13174550
dc.identifier.issn1996-1073
dc.identifier.doi10.3390/en13174550
dc.identifier.urihttp://hdl.handle.net/10754/665016
dc.description.abstractEvolution of professional language reveals advances in geophysics: researchers enthusiastically describe new methods of surveying, data processing techniques, and objects of their study. Geophysicists publish their cutting-edge research in the proceedings of international conferences to share their achievements with the world. Tracking changes in the professional language allows one to identify trends and current state of science. Here, we explain our text analysis of the last 30 annual conferences organized by the Society of Exploration Geophysicists (SEG). These conferences are among the largest geophysical gatherings worldwide. We split the 21,864 SEG articles into 52 million words and phrases, and analyze changes in their usage frequency over time. For example, we find that in 2019, the phrase “neural network” was used more often than “field data.” The word “shale” became less commonly used, but the term “unconventional” grew in frequency. An analysis of conference materials and metadata allows one to identify trends in a specific field of knowledge and predict its development in the near future.
dc.description.sponsorshipThe authors appreciate the responsiveness of the SEG team and permission to use the digital data. We thank especially the SEG Digital Publications Manager, Jeno Mavzer, for the useful advice and help. The authors are grateful to their colleagues, especially to Thomas Finkbeiner, for valuable research recommendations. The authors thank Sergey Yaskevich for consultations on exploration seismic. The authors are grateful to Ilya Kolganov for his useful advice on the graphical design. We also would like to acknowledge Charles Russell Severance for an informative Python course.
dc.publisherMDPI AG
dc.relation.urlhttps://www.mdpi.com/1996-1073/13/17/4550
dc.rightsThis is an open access article distributed under the Creative Commons Attribution License which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited
dc.rights.urihttps://creativecommons.org/licenses/by/4.0/
dc.titleText Analysis Reveals Major Trends in Exploration Geophysics
dc.typeArticle
dc.contributor.departmentAli I. Al-Naimi Petroleum Engineering Research Center (ANPERC)
dc.contributor.departmentPhysical Science and Engineering (PSE) Division
dc.contributor.departmentEnergy Resources and Petroleum Engineering Program
dc.identifier.journalEnergies
dc.eprint.versionPublisher's Version/PDF
dc.identifier.volume13
dc.identifier.issue17
dc.identifier.pages4550
kaust.personEltsov, Timofey
kaust.personYutkin, Maxim
kaust.personPatzek, Tadeusz
dc.date.accepted2020-08-24
refterms.dateFOA2020-09-08T11:53:34Z


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This is an open access article distributed under the Creative Commons Attribution License which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited
Except where otherwise noted, this item's license is described as This is an open access article distributed under the Creative Commons Attribution License which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited