A semi-empirical model for magnetic storm dynamics

被引:2
|
作者
Benella, Simone [1 ]
Consolini, Giuseppe [1 ]
Stumpo, Mirko [1 ]
Alberti, Tommaso [2 ]
机构
[1] INAF Ist Astrofis & Planetol Spaziali, Rome, Italy
[2] Ist Nazl Geofis & Vulcanol, Rome, Italy
关键词
Magnetospheric dynamics; Geomagnetic indices; Markov processes; Stochastic differential equations; Complex timeseries reconstruction; SOLAR-WIND; GEOMAGNETIC-ACTIVITY; FIELD TOPOLOGY; CRITICALITY; COMPLEXITY; TERMS; AE;
D O I
10.4401/ag-9022
中图分类号
P3 [地球物理学]; P59 [地球化学];
学科分类号
0708 ; 070902 ;
摘要
The near-Earth electromagnetic environment represents a far-from-equilibrium system characterized by sudden irregular energy relaxation events. For a broad class of complex systems, time series can be interpreted in terms of a superposition of stochastic and deterministic components occurring at different time scales. In this work we use the generalization of the SYM-H index provided by the SuperMAG collaboration (SMR), which is meant for monitoring the global variation of the horizontal component of the Earth's magnetic field in the near-equatorial regions. The aim of this work is to model the SMR dynamics via stochastic differential equations thus providing a semi-empirical model whose parameters are retained from data. As a first step we test the Markov condition on the SMR data sample, which represents the basic condition for our stochastic modeling, and we show that such a requirement is accurately satisfied by SMR time series. This allows us to infer the model parameters for the SMR index through the Kramers-Moyal analysis. Finally, we give evidence that a purely diffusive process is not representative of the observed dynamics and then a model based on jump-diffusion processes must be considered to correctly reproduce the dynamical features of the SMR index.
引用
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页数:11
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