Nonlinear time series analysis of the fluctuations of the geomagnetic horizontal field

A detailed nonlinear time series analysis of the hourly data of the geomagnetic horizontal intensity <i>H</i> measured at Kodaikanal (10.2° N; 77.5° E; mag: dip 3.5° N) has been carried out to investigate the dynamical behaviour of the fluctuations of <i>H</i>. The re...

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Main Authors: B. George, G. Renuka, K. Satheesh Kumar, C. P. Anil Kumar, C. Venugopal
Format: Article
Language:English
Published: Copernicus Publications 2002-02-01
Series:Annales Geophysicae
Online Access:https://www.ann-geophys.net/20/175/2002/angeo-20-175-2002.pdf
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spelling doaj-de1dc011d53e464488d6a41e6013ee722020-11-25T02:03:42ZengCopernicus PublicationsAnnales Geophysicae0992-76891432-05762002-02-012017518310.5194/angeo-20-175-2002Nonlinear time series analysis of the fluctuations of the geomagnetic horizontal fieldB. George0B. George1G. Renuka2K. Satheesh Kumar3C. P. Anil Kumar4C. Venugopal5Department of Physics, University of Kerala, Kariavattom, Thiruvananthapuram, Kerala - 695 581, IndiaCorrespondence to: G. Renuka (dlcampus@vsnl.com)Department of Physics, University of Kerala, Kariavattom, Thiruvananthapuram, Kerala - 695 581, IndiaDepartment of Mathematics, St. John’s College, Anchal PO, Kerala - 691 306, IndiaSchool of Pure and Applied Physics, Mahatma Gandhi University, Priyadarshini Hills PO, Kottayam, Kerala - 686 560, IndiaDepartment of Physics, University of Asmara, PO Box 1220, EritreaA detailed nonlinear time series analysis of the hourly data of the geomagnetic horizontal intensity <i>H</i> measured at Kodaikanal (10.2° N; 77.5° E; mag: dip 3.5° N) has been carried out to investigate the dynamical behaviour of the fluctuations of <i>H</i>. The recurrence plots, spatiotemporal entropy and the result of the surrogate data test show the deterministic nature of the fluctuations, rejecting the hypothesis that <i>H</i> belong to the family of linear stochastic signals. The low dimensional character of the dynamics is evident from the estimated value of the correlation dimension and the fraction of false neighbours calculated for various embedding dimensions. The exponential decay of the power spectrum and the positive Lyapunov exponent indicate chaotic behaviour of the underlying dynamics of <i>H</i>. This is also supported by the results of the comparison of the chaotic characteristics of the time series of <i>H</i> with the pseudo-chaotic characteristics of coloured noise time series. We have also shown that the error involved in the short-term prediction of successive values of <i>H</i>, using a simple but robust, zero-order nonlinear prediction method, increases exponentially. It has also been suggested that there exists the possibility of characterizing the geomagnetic fluctuations in terms of the invariants in chaos theory, such as Lyapunov exponents and correlation dimension. The results of the analysis could also have implications in the development of a suitable model for the daily fluctuations of geomagnetic horizontal intensity.<br><br><b>Key words. </b>Geomagnetism and paleomagnetism (time variations, diurnal to secular) – History of geophysics (solar-planetary relationships) Magnetospheric physics (storms and substorms)https://www.ann-geophys.net/20/175/2002/angeo-20-175-2002.pdf
collection DOAJ
language English
format Article
sources DOAJ
author B. George
B. George
G. Renuka
K. Satheesh Kumar
C. P. Anil Kumar
C. Venugopal
spellingShingle B. George
B. George
G. Renuka
K. Satheesh Kumar
C. P. Anil Kumar
C. Venugopal
Nonlinear time series analysis of the fluctuations of the geomagnetic horizontal field
Annales Geophysicae
author_facet B. George
B. George
G. Renuka
K. Satheesh Kumar
C. P. Anil Kumar
C. Venugopal
author_sort B. George
title Nonlinear time series analysis of the fluctuations of the geomagnetic horizontal field
title_short Nonlinear time series analysis of the fluctuations of the geomagnetic horizontal field
title_full Nonlinear time series analysis of the fluctuations of the geomagnetic horizontal field
title_fullStr Nonlinear time series analysis of the fluctuations of the geomagnetic horizontal field
title_full_unstemmed Nonlinear time series analysis of the fluctuations of the geomagnetic horizontal field
title_sort nonlinear time series analysis of the fluctuations of the geomagnetic horizontal field
publisher Copernicus Publications
series Annales Geophysicae
issn 0992-7689
1432-0576
publishDate 2002-02-01
description A detailed nonlinear time series analysis of the hourly data of the geomagnetic horizontal intensity <i>H</i> measured at Kodaikanal (10.2° N; 77.5° E; mag: dip 3.5° N) has been carried out to investigate the dynamical behaviour of the fluctuations of <i>H</i>. The recurrence plots, spatiotemporal entropy and the result of the surrogate data test show the deterministic nature of the fluctuations, rejecting the hypothesis that <i>H</i> belong to the family of linear stochastic signals. The low dimensional character of the dynamics is evident from the estimated value of the correlation dimension and the fraction of false neighbours calculated for various embedding dimensions. The exponential decay of the power spectrum and the positive Lyapunov exponent indicate chaotic behaviour of the underlying dynamics of <i>H</i>. This is also supported by the results of the comparison of the chaotic characteristics of the time series of <i>H</i> with the pseudo-chaotic characteristics of coloured noise time series. We have also shown that the error involved in the short-term prediction of successive values of <i>H</i>, using a simple but robust, zero-order nonlinear prediction method, increases exponentially. It has also been suggested that there exists the possibility of characterizing the geomagnetic fluctuations in terms of the invariants in chaos theory, such as Lyapunov exponents and correlation dimension. The results of the analysis could also have implications in the development of a suitable model for the daily fluctuations of geomagnetic horizontal intensity.<br><br><b>Key words. </b>Geomagnetism and paleomagnetism (time variations, diurnal to secular) – History of geophysics (solar-planetary relationships) Magnetospheric physics (storms and substorms)
url https://www.ann-geophys.net/20/175/2002/angeo-20-175-2002.pdf
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