Analysis of geophysical and meteorological parameters influencing 222Rn activity concentration in Mladec caves (Czech Republic) and in soils of Phlegrean Fields caldera (Italy)

被引:31
作者
Ambrosino, F. [1 ,2 ]
Thinova, L. [2 ]
Briestensky, M. [3 ]
Giudicepietro, F. [4 ]
Roca, V [5 ]
Sabbarese, C. [1 ]
机构
[1] Univ Campania L Vanvitelli, Dept Math & Phys, Viale Lincoln 5, I-81100 Caserta, Italy
[2] Czech Tech Univ, Fac Nucl Sci & Phys Engn, Brehova 7, Prague 11519 1, Czech Republic
[3] Czech Acad Sci, Inst Rock Struct & Mech, V Holesovickach 41, Prague 18209 8, Czech Republic
[4] Natl Inst Geophys & Volcanol INGV, Vesuvius Observ, Via Diocleziano 328, I-80124 Naples, Italy
[5] Univ Naples Federico II, Dept Phys E Pancini, Via Cinthia 21, I-80126 Naples, Italy
关键词
Radon anomaly: Time series analysis: Fault displacement; Fumarolic tremor; Earthquake; CAMPI FLEGREI CALDERA; EMPIRICAL MODE DECOMPOSITION; SUPPORT VECTOR REGRESSION; EARTHQUAKE PREDICTION; VOLCANIC TREMOR; WIND-SPEED; RADON; TIME; POWER; PRECURSORS;
D O I
10.1016/j.apradiso.2020.109140
中图分类号
O61 [无机化学];
学科分类号
070301 ; 081704 ;
摘要
The present work concerns a detailed analysis of Radon time series to differentiate endogenous from exogenous phenomena which provide anomalous signals. Two-year data from two sites in Czech Republic and in Italy are analyzed in order to contribute to the prevention of natural hazards. A new hybrid forecasting method is implemented and tuned for the identification of Radon anomalies in the time series. It is based on the combination of Multiple Linear Regressions, Empirical Mode Decomposition and Support Vector Regression methods that decompose the signal and analyze the components to distinguish the variations due to Radon originated in depths from those due to environmental parameters. The possible correlations with fumarolic tremors in the Italian site and the faults micmdisplacements in the Czech site have been studied, as well as with the earthquakes that have influence on two studied areas. Results show that: (i) the used method is very effective considering the calculated statistical uncertainties; (ii) the outer temperature is the main influencing Radon driving force; (iii) the extracted Radon anomalies due to endogenous phenomena are well correlated with fault displacements, fumarolic tremors, and with earthquakes under a characteristic delay time for each area; (iv) significant correlations among earthquake magnitude and depth with fault displacement and fumarolic tremor are found.
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页数:12
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