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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

  • Czech description

Classification

  • Type

    J<sub>imp</sub> - Article in a specialist periodical, which is included in the Web of Science database

  • CEP classification

  • 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

  • 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