IDEAS home Printed from https://ideas.repec.org/a/gam/jeners/v13y2020i17p4550-d407872.html
   My bibliography  Save this article

Text Analysis Reveals Major Trends in Exploration Geophysics

Author

Listed:
  • Timofey Eltsov

    (Ali I. Al-Naimi Petroleum Engineering Research Center, King Abdullah University of Science and Technology, Thuwal 23955-6900, Saudi Arabia)

  • Maxim Yutkin

    (Ali I. Al-Naimi Petroleum Engineering Research Center, King Abdullah University of Science and Technology, Thuwal 23955-6900, Saudi Arabia)

  • Tadeusz W. Patzek

    (Ali I. Al-Naimi Petroleum Engineering Research Center, King Abdullah University of Science and Technology, Thuwal 23955-6900, Saudi Arabia)

Abstract

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.

Suggested Citation

  • Timofey Eltsov & Maxim Yutkin & Tadeusz W. Patzek, 2020. "Text Analysis Reveals Major Trends in Exploration Geophysics," Energies, MDPI, vol. 13(17), pages 1-15, September.
    • Handle: RePEc:gam:jeners:v:13:y:2020:i:17:p:4550-:d:407872
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/1996-1073/13/17/4550/pdf
    Download Restriction: no
    File URL: https://www.mdpi.com/1996-1073/13/17/4550/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Wardana Saputra & Wissem Kirati & Tadeusz Patzek, 2019. "Generalized Extreme Value Statistics, Physical Scaling and Forecasts of Oil Production in the Bakken Shale," Energies, MDPI, vol. 12(19), pages 1-24, September.
    2. Wardana Saputra & Wissem Kirati & Tadeusz Patzek, 2020. "Physical Scaling of Oil Production Rates and Ultimate Recovery from All Horizontal Wells in the Bakken Shale," Energies, MDPI, vol. 13(8), pages 1-29, April.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Timofey Eltsov & Maxim Yutkin & Tadeusz W. Patzek, 2020. "Metadata Analysis Reveals Major Worldwide Trends in Industrial and Academic Geophysics," Energies, MDPI, vol. 14(1), pages 1-13, December.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Syed Haider & Wardana Saputra & Tadeusz Patzek, 2020. "The Key Factors That Determine the Economically Viable, Horizontal Hydrofractured Gas Wells in Mudrocks," Energies, MDPI, vol. 13(9), pages 1-22, May.
    2. Tadeusz W. Patzek & Ahmed M. Saad & Ahmed Hassan, 2022. "Multimodal Carbonates: Distribution of Oil Saturation in the Microporous Regions of Arab Formations," Energies, MDPI, vol. 15(3), pages 1-13, February.
    3. Wardana Saputra & Wissem Kirati & Tadeusz Patzek, 2021. "Forecast of Economic Tight Oil and Gas Production in Permian Basin," Energies, MDPI, vol. 15(1), pages 1-22, December.
    4. Guangjuan Fan & Ting Dong & Yuejun Zhao & Yalou Zhou & Wentong Zhao & Jie Wang & Yilong Wang, 2023. "Establishment and Application of a Pattern for Identifying Sedimentary Microfacies of a Single Horizontal Well: An Example from the Eastern Transition Block in the Daqing Oilfield, Songliao Basin, Chi," Energies, MDPI, vol. 16(20), pages 1-19, October.
    5. Daniela A. Arias Ortiz & Lukasz Klimkowski & Thomas Finkbeiner & Tadeusz W. Patzek, 2021. "The Effect of Hydraulic Fracture Geometry on Well Productivity in Shale Oil Plays with High Pore Pressure," Energies, MDPI, vol. 14(22), pages 1-19, November.
    6. Ksenia M. Kaprielova & Maxim P. Yutkin & Mahmoud Mowafi & Ahmed Gmira & Subhash Ayirala & Ali Yousef & Clayton J. Radke & Tadeusz W. Patzek, 2024. "Improved Amott Method to Determine Oil Recovery Dynamics from Water-Wet Limestone Using GEV Statistics," Energies, MDPI, vol. 17(14), pages 1-20, July.
    7. Wardana Saputra & Wissem Kirati & Tadeusz Patzek, 2020. "Physical Scaling of Oil Production Rates and Ultimate Recovery from All Horizontal Wells in the Bakken Shale," Energies, MDPI, vol. 13(8), pages 1-29, April.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:gam:jeners:v:13:y:2020:i:17:p:4550-:d:407872. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.