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Computer Optics, 2015, Volume 39, Issue 3, Pages 420–428
DOI: https://doi.org/10.18287/0134-2452-2015-39-3-420-428
(Mi co105)
 

This article is cited in 15 scientific papers (total in 15 papers)

IMAGE PROCESSING, PATTERN RECOGNITION

An automatic method for estimating the geomagnetic field

O. V. Mandrikovaab, E. A. Zhizhikinaab

a Institute of Cosmophysical Research and Radio-Wave Propagation of the Far Eastern Branch of the Russian Academy of Sciences (IKIR FEB RAS)
b Kamchatka State Technical University
References:
Abstract: We introduce a new method for estimating the geomagnetic field. The method is based on a combination of a wavelet transform with radial basis neural networks. In the method, the recorded geomagnetic field variations are decomposed into different-scale components and the degree of disturbance of each component is estimated, enabling the conclusion about the field state. For the verification of the method, we used geomagnetic data from the "Paratunka" station (Paratunka, Kamchatka region, data registration is carried out by IKIR FEB RAS).
Analysis of the spectral-temporal characteristics of geomagnetic field variations during periods of moderate and strong magnetic storms was performed. Weak perturbations were detected in the geomagnetic field before the storms. The obtained results have confirmed the effectiveness of the proposed method.
Keywords: neural networks, wavelet transform, geomagnetic data, Earth's magnetic field.
Funding agency Grant number
Russian Science Foundation 14-11-00194
Foundation for Assistance to Small Innovative Enterprises in Science and Technology 4024ГУ1/2014
Ministry of Education and Science of the Russian Federation 02.G25.31.0058 от 12.02.2013
This work was supported by the Russian Science Foundation, project number 14-11-00194, and the Foundation for Assistance to Small Innovative Enterprises in Science and Technology (program "UMNIK") contract number 4024GU1 / 2014 and partially supported by the Ministry of Education and Science of the Russian Federation under the contract number 02.G25.31.0058 on 02/12/2013.
Received: 08.05.2015
Revised: 03.06.2015
Document Type: Article
Language: Russian
Citation: O. V. Mandrikova, E. A. Zhizhikina, “An automatic method for estimating the geomagnetic field”, Computer Optics, 39:3 (2015), 420–428
Citation in format AMSBIB
\Bibitem{ManZhi15}
\by O.~V.~Mandrikova, E.~A.~Zhizhikina
\paper An automatic method for estimating the geomagnetic field
\jour Computer Optics
\yr 2015
\vol 39
\issue 3
\pages 420--428
\mathnet{http://mi.mathnet.ru/co105}
\crossref{https://doi.org/10.18287/0134-2452-2015-39-3-420-428}
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  • https://www.mathnet.ru/eng/co/v39/i3/p420
  • This publication is cited in the following 15 articles:
    Citing articles in Google Scholar: Russian citations, English citations
    Related articles in Google Scholar: Russian articles, English articles
    Computer Optics
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