Open Access
Open access
MDPI
Applied Sciences (Switzerland)
,  volume 12 ,  issue 4 ,  pages 2010

Dynamic Activity Index for Feature Engineering of Geodynamic Data for Safe Underground Isolation of High-Level Radioactive Waste

Publication type: Journal Article
Publication date: 2022-02-15
MDPI
scimago Q2
wos Q2
SJR: 0.521
CiteScore: 5.5
Impact factor: 2.5
ISSN: 20763417
Computer Science Applications
Process Chemistry and Technology
General Materials Science
Instrumentation
General Engineering
Fluid Flow and Transfer Processes
Abstract

In this study, we developed a new approach for feature engineering in geosciences. The main focus of this study was feature engineering based on the implementation of the dynamic activity index (MDAI) as a function of the anomaly of the spatial distribution of data, using systems and discrete mathematical analysis. The methodology for calculating MDAI by groups, geomorphological variability, the density of tectonic faults, stress-strain state, and magnetic field anomalies, is presented herein for a specific area. A detailed analysis of the correlation matrix of MDAI revealed weak correlations between the development features. This showed that the considered properties of the geological environment are independent sets and can be used in the analysis of its geodynamic stability. As a result, it was found that most of the territory where high-level radioactive waste (HLRW) disposal is currently planned is in a relatively stable zone.

Found 
Found 
2 citations
Shevchuk Roman
21 publications,  97 citations
h-index: 3
National University of Science & Technology (MISiS)
National University of Science & Technology (MISiS)
Schmidt Institute of Physics of the Earth of the Russian Academy of Sciences
Schmidt Institute of Physics of the Earth of the Russian Academy of Sciences
Geophysical Center RAS
Geophysical Center RAS
2 citations
Losev Ilya
16 publications,  26 citations
h-index: 3
Geophysical Center RAS
Geophysical Center RAS
National University of Science & Technology (MISiS)
National University of Science & Technology (MISiS)
Research interests
Geodynamics
Geology
Geomechanics
Global Navigation Satellite Systems (GNSS)
Modeling
Modern movements of the Earth's crust
Stress-strain state of the Earth's crust
Zoning
2 citations
Manevich Alexandr
41 publications,  68 citations
h-index: 5
National University of Science & Technology (MISiS)
National University of Science & Technology (MISiS)
Geophysical Center RAS
Geophysical Center RAS
Research interests
Geodynamics
Global Navigation Satellite Systems (GNSS)
Modeling
Modern movements of the Earth's crust
Seismology
Stress-strain state of the Earth's crust
1 citation
Tatarinov Victor
DSc in Engineering, associate member of the Russian Academy of Sciences 
50 publications,  163 citations
h-index: 7
Geophysical Center RAS
Geophysical Center RAS
Research interests
Geodynamics
Geomechanics
1 citation
Akmatov Dastan
13 publications,  13 citations
h-index: 1
Geophysical Center RAS
Geophysical Center RAS
Research interests
Geology
1 citation
Belov Ivan
🤝
14 publications,  80 citations
h-index: 6
Geophysical Center RAS
Geophysical Center RAS
Research interests
Artificial intelligence (AI)
Big Data
Geophysics
1 citation
Kamaev Artem
2 publications
h-index: 0

Top-30

Journals

1
2
Applied Sciences (Switzerland)
Applied Sciences (Switzerland), 2, 40%
Applied Sciences (Switzerland)
2 publications, 40%
Russian Journal of Earth Sciences
Russian Journal of Earth Sciences, 2, 40%
Russian Journal of Earth Sciences
2 publications, 40%
Chebyshevskii Sbornik
Chebyshevskii Sbornik, 1, 20%
Chebyshevskii Sbornik
1 publication, 20%
1
2
  • We do not take into account publications without a DOI.
  • Statistics recalculated weekly.

Are you a researcher?

Create a profile to get free access to personal recommendations for colleagues and new articles.
Metrics
5
Share
Cite this
GOST |
Cite this
GOST Copy
Agayan S. M. et al. Dynamic Activity Index for Feature Engineering of Geodynamic Data for Safe Underground Isolation of High-Level Radioactive Waste // Applied Sciences (Switzerland). 2022. Vol. 12. No. 4. p. 2010.
GOST all authors (up to 50) Copy
Agayan S. M., Losev I. V., Belov I. O., Tatarinov V., Manevich A. I., Pasishnichenko M. A. Dynamic Activity Index for Feature Engineering of Geodynamic Data for Safe Underground Isolation of High-Level Radioactive Waste // Applied Sciences (Switzerland). 2022. Vol. 12. No. 4. p. 2010.
RIS |
Cite this
RIS Copy
TY - JOUR
DO - 10.3390/app12042010
UR - https://doi.org/10.3390/app12042010
TI - Dynamic Activity Index for Feature Engineering of Geodynamic Data for Safe Underground Isolation of High-Level Radioactive Waste
T2 - Applied Sciences (Switzerland)
AU - Agayan, Sergei M
AU - Losev, Ilya V
AU - Belov, Ivan O.
AU - Tatarinov, Victor
AU - Manevich, Alexander I
AU - Pasishnichenko, Maksim A
PY - 2022
DA - 2022/02/15
PB - MDPI
SP - 2010
IS - 4
VL - 12
SN - 2076-3417
ER -
BibTex |
Cite this
BibTex (up to 50 authors) Copy
@article{2022_Agayan,
author = {Sergei M Agayan and Ilya V Losev and Ivan O. Belov and Victor Tatarinov and Alexander I Manevich and Maksim A Pasishnichenko},
title = {Dynamic Activity Index for Feature Engineering of Geodynamic Data for Safe Underground Isolation of High-Level Radioactive Waste},
journal = {Applied Sciences (Switzerland)},
year = {2022},
volume = {12},
publisher = {MDPI},
month = {feb},
url = {https://doi.org/10.3390/app12042010},
number = {4},
pages = {2010},
doi = {10.3390/app12042010}
}
MLA
Cite this
MLA Copy
Agayan, Sergei M., et al. “Dynamic Activity Index for Feature Engineering of Geodynamic Data for Safe Underground Isolation of High-Level Radioactive Waste.” Applied Sciences (Switzerland), vol. 12, no. 4, Feb. 2022, p. 2010. https://doi.org/10.3390/app12042010.