Text Analysis Reveals Major Trends in Exploration Geophysics

Evolution 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...

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Main Authors: Timofey Eltsov, Maxim Yutkin, Tadeusz W. Patzek
Format: Article
Language:English
Published: MDPI AG 2020-09-01
Series:Energies
Subjects:
Online Access:https://www.mdpi.com/1996-1073/13/17/4550
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spelling doaj-c41db2a01cc94447aaa00f84ad52c5ab2020-11-25T03:17:48ZengMDPI AGEnergies1996-10732020-09-01134550455010.3390/en13174550Text Analysis Reveals Major Trends in Exploration GeophysicsTimofey Eltsov0Maxim Yutkin1Tadeusz W. Patzek2Ali I. Al-Naimi Petroleum Engineering Research Center, King Abdullah University of Science and Technology, Thuwal 23955-6900, Saudi ArabiaAli I. Al-Naimi Petroleum Engineering Research Center, King Abdullah University of Science and Technology, Thuwal 23955-6900, Saudi ArabiaAli I. Al-Naimi Petroleum Engineering Research Center, King Abdullah University of Science and Technology, Thuwal 23955-6900, Saudi ArabiaEvolution 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.https://www.mdpi.com/1996-1073/13/17/4550SEG proceedingsweb data analysisdata miningdata analysistext miningword analysis
collection DOAJ
language English
format Article
sources DOAJ
author Timofey Eltsov
Maxim Yutkin
Tadeusz W. Patzek
spellingShingle Timofey Eltsov
Maxim Yutkin
Tadeusz W. Patzek
Text Analysis Reveals Major Trends in Exploration Geophysics
Energies
SEG proceedings
web data analysis
data mining
data analysis
text mining
word analysis
author_facet Timofey Eltsov
Maxim Yutkin
Tadeusz W. Patzek
author_sort Timofey Eltsov
title Text Analysis Reveals Major Trends in Exploration Geophysics
title_short Text Analysis Reveals Major Trends in Exploration Geophysics
title_full Text Analysis Reveals Major Trends in Exploration Geophysics
title_fullStr Text Analysis Reveals Major Trends in Exploration Geophysics
title_full_unstemmed Text Analysis Reveals Major Trends in Exploration Geophysics
title_sort text analysis reveals major trends in exploration geophysics
publisher MDPI AG
series Energies
issn 1996-1073
publishDate 2020-09-01
description Evolution 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.
topic SEG proceedings
web data analysis
data mining
data analysis
text mining
word analysis
url https://www.mdpi.com/1996-1073/13/17/4550
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