Detecting time series anomalies using hybrid methods applied to Radon signals recorded in caves for possible correlation with earthquakes
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F67985891%3A_____%2F20%3A00532709" target="_blank" >RIV/67985891:_____/20:00532709 - isvavai.cz</a>
Alternative codes found
RIV/68407700:21340/20:00345799
Result on the web
<a href="https://link.springer.com/article/10.1007/s40328-020-00298-1" target="_blank" >https://link.springer.com/article/10.1007/s40328-020-00298-1</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1007/s40328-020-00298-1" target="_blank" >10.1007/s40328-020-00298-1</a>
Alternative languages
Result language
angličtina
Original language name
Detecting time series anomalies using hybrid methods applied to Radon signals recorded in caves for possible correlation with earthquakes
Original language description
Anomalies in the Radon activity concentration time series recorded in five European caves (Czech Republic, Slovakia, Slovenia) are detected using three hybrid methods: (1) multiple linear regression and autoregressive integrated moving average statistical methods, (2) Empirical Mode Decomposition with Support Vector Regression techniques and (3) the Singular Spectrum Analysis composed with a predicting methodology. Results coming from the three methods are compared and the best hybrid method is selected based on statistical evaluation criteria of the uncertainty. Radon anomalies occur +/- 30 days from earthquake occurrence, selected according to the Dobrovolsky's earthquake preparation zone formula and to seismic events (with magnitude >= 4) occurred in the neighboring European Countries to the monitoring caves. The anomalies detection furnishes results consistent across the used methodologies, as proven by the calculation of a statistical parameter that search the presence of anomalies coming from the hybrid methods within +/- 30 days from earthquake event.
Czech name
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Czech description
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Classification
Type
J<sub>imp</sub> - Article in a specialist periodical, which is included in the Web of Science database
CEP classification
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OECD FORD branch
10402 - Inorganic and nuclear chemistry
Result continuities
Project
Result was created during the realization of more than one project. More information in the Projects tab.
Continuities
I - Institucionalni podpora na dlouhodoby koncepcni rozvoj vyzkumne organizace
Others
Publication year
2020
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Name of the periodical
Acta Geodaetica et Geophysica
ISSN
2213-5812
e-ISSN
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Volume of the periodical
55
Issue of the periodical within the volume
3
Country of publishing house
US - UNITED STATES
Number of pages
16
Pages from-to
405-420
UT code for WoS article
000559588400001
EID of the result in the Scopus database
2-s2.0-85085731743