On the Use of a Complex Indicator of the Stability of Permutation Entropy of Time Series Fragments When Analyzing Infrasound Monitoring Signals of the Altai Republic

This paper discusses one of the approaches that allows us to assess the degree of complexity or randomness of fragments of a time series in order to detect infrasound or geomagnetic signals in the results of observations of the dynamics of the natural or man-made processes under study. In our case,...

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Main Authors: Kudryavtsev Nikolay, Frolov Ivan, Safonova Varvara
Format: Article
Language:English
Published: Russian Academy of Sciences, The Geophysical Center 2023-12-01
Series:Russian Journal of Earth Sciences
Subjects:
Online Access:http://doi.org/10.2205/2023ES000887
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author Kudryavtsev Nikolay
Frolov Ivan
Safonova Varvara
author_facet Kudryavtsev Nikolay
Frolov Ivan
Safonova Varvara
author_sort Kudryavtsev Nikolay
collection DOAJ
description This paper discusses one of the approaches that allows us to assess the degree of complexity or randomness of fragments of a time series in order to detect infrasound or geomagnetic signals in the results of observations of the dynamics of the natural or man-made processes under study. In our case, we are talking about monitoring the infrasound background on the territory of the Altai Republic. To solve the problem of estimating the required characteristics of a time series with minimal computational costs and in real time, a complex indicator of the stability of permutation entropy is introduced, since estimating the value of classical permutation entropy for n = 3 (the most commonly used version of permutation entropy) does not allow solving the problem with sufficient accuracy.
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publishDate 2023-12-01
publisher Russian Academy of Sciences, The Geophysical Center
record_format Article
series Russian Journal of Earth Sciences
spelling doaj-art-db26aa445e6746c1959f3ff4c9d44d1c2025-07-31T08:23:18ZengRussian Academy of Sciences, The Geophysical CenterRussian Journal of Earth Sciences1681-12082023-12-0123611610.2205/2023ES000887On the Use of a Complex Indicator of the Stability of Permutation Entropy of Time Series Fragments When Analyzing Infrasound Monitoring Signals of the Altai RepublicKudryavtsev Nikolay0https://orcid.org/0000-0003-1327-5188Frolov Ivan1https://orcid.org/0000-0001-9176-6965Safonova Varvara2https://orcid.org/0000-0002-8043-4014Gorno-Altaisk State UniversityGorno-Altaisk State UniversityGorno-Altaisk State UniversityThis paper discusses one of the approaches that allows us to assess the degree of complexity or randomness of fragments of a time series in order to detect infrasound or geomagnetic signals in the results of observations of the dynamics of the natural or man-made processes under study. In our case, we are talking about monitoring the infrasound background on the territory of the Altai Republic. To solve the problem of estimating the required characteristics of a time series with minimal computational costs and in real time, a complex indicator of the stability of permutation entropy is introduced, since estimating the value of classical permutation entropy for n = 3 (the most commonly used version of permutation entropy) does not allow solving the problem with sufficient accuracy.http://doi.org/10.2205/2023ES000887infrasound monitoring time series permutation entropy complexity assessment stratospheric waveguide turning points
spellingShingle Kudryavtsev Nikolay
Frolov Ivan
Safonova Varvara
On the Use of a Complex Indicator of the Stability of Permutation Entropy of Time Series Fragments When Analyzing Infrasound Monitoring Signals of the Altai Republic
Russian Journal of Earth Sciences
infrasound monitoring
time series
permutation entropy
complexity assessment
stratospheric waveguide
turning points
title On the Use of a Complex Indicator of the Stability of Permutation Entropy of Time Series Fragments When Analyzing Infrasound Monitoring Signals of the Altai Republic
title_full On the Use of a Complex Indicator of the Stability of Permutation Entropy of Time Series Fragments When Analyzing Infrasound Monitoring Signals of the Altai Republic
title_fullStr On the Use of a Complex Indicator of the Stability of Permutation Entropy of Time Series Fragments When Analyzing Infrasound Monitoring Signals of the Altai Republic
title_full_unstemmed On the Use of a Complex Indicator of the Stability of Permutation Entropy of Time Series Fragments When Analyzing Infrasound Monitoring Signals of the Altai Republic
title_short On the Use of a Complex Indicator of the Stability of Permutation Entropy of Time Series Fragments When Analyzing Infrasound Monitoring Signals of the Altai Republic
title_sort on the use of a complex indicator of the stability of permutation entropy of time series fragments when analyzing infrasound monitoring signals of the altai republic
topic infrasound monitoring
time series
permutation entropy
complexity assessment
stratospheric waveguide
turning points
url http://doi.org/10.2205/2023ES000887
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