Theoretical modelling of the local ionospheric medium (LIM) is made difficult by the occurrence of irregular ionospheric behaviours at many space and time scales, making prior hypotheses uncertain. Investigating the LIM from scratch with the tools of dynamical system theory may be an option, using the vertical total electron content (vTEC) as an appropriate tracer of the system variability. An embedding procedure is applied to vTEC time series to obtain the finite dimension ((Formula presented.)) of the phase space of an LIM-equivalent dynamical system, as well as its correlation dimension ((Formula presented.)) and Kolmogorov entropy rate ((Formula presented.)). In this paper, the dynamical features (Formula presented.) are studied for the vTEC on the top of three GNSS stations depending on the time scale ((Formula presented.)) at which the vTEC is observed. First, the vTEC undergoes empirical mode decomposition; then (Formula presented.) are calculated as functions of (Formula presented.). This captures the multi-scale structure of the Earth’s ionospheric dynamics, demonstrating a net distinction between the behaviour at (Formula presented.) and (Formula presented.). In particular, sub-diurnal-scale modes are assimilated to much more chaotic systems than over-diurnal-scale modes.

Multi-Time-Scale Analysis of Chaos and Predictability in vTEC

Materassi, Massimo;
2024

Abstract

Theoretical modelling of the local ionospheric medium (LIM) is made difficult by the occurrence of irregular ionospheric behaviours at many space and time scales, making prior hypotheses uncertain. Investigating the LIM from scratch with the tools of dynamical system theory may be an option, using the vertical total electron content (vTEC) as an appropriate tracer of the system variability. An embedding procedure is applied to vTEC time series to obtain the finite dimension ((Formula presented.)) of the phase space of an LIM-equivalent dynamical system, as well as its correlation dimension ((Formula presented.)) and Kolmogorov entropy rate ((Formula presented.)). In this paper, the dynamical features (Formula presented.) are studied for the vTEC on the top of three GNSS stations depending on the time scale ((Formula presented.)) at which the vTEC is observed. First, the vTEC undergoes empirical mode decomposition; then (Formula presented.) are calculated as functions of (Formula presented.). This captures the multi-scale structure of the Earth’s ionospheric dynamics, demonstrating a net distinction between the behaviour at (Formula presented.) and (Formula presented.). In particular, sub-diurnal-scale modes are assimilated to much more chaotic systems than over-diurnal-scale modes.
2024
Istituto dei Sistemi Complessi - ISC
ionosphere
multi-time-scale analysis
predictability
vTEC
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/20.500.14243/527210
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