Recovering of local magnetic K-indices from global magnetic Kp-indices using neural networks: an application to Antarctica
<p>This paper describes a method to obtain local magnetic index, K, from the global index, Kp. Until now, however, for the cases of areas without magnetic observatories, to estimate the geomagnetic activity there, global indices were the only option. The methodology that we used to estimate lo...
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Istituto Nazionale di Geofisica e Vulcanologia (INGV)
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Online Access: | http://www.annalsofgeophysics.eu/index.php/annals/article/view/6719 |
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doaj-aecd59d54f0148398cfc8c0ddf6372932020-11-25T00:18:28ZengIstituto Nazionale di Geofisica e Vulcanologia (INGV)Annals of Geophysics1593-52132037-416X2015-10-0158410.4401/ag-67196045Recovering of local magnetic K-indices from global magnetic Kp-indices using neural networks: an application to AntarcticaAntoni Segarra0Juan José Curto1Observatori de l’Ebre (OE), CSIC - Universitat Ramon Llull, Roquetes,Observatori de l’Ebre (OE), CSIC - Universitat Ramon Llull, Roquetes,<p>This paper describes a method to obtain local magnetic index, K, from the global index, Kp. Until now, however, for the cases of areas without magnetic observatories, to estimate the geomagnetic activity there, global indices were the only option. The methodology that we used to estimate local index was based on neural networks. This tool has a great potential for processing information from complex systems as in the case of the geomagnetic system. Local K index calculated with this method resulted to be a better option than directly using the global index Kp when we need an indicator of geomagnetic activity in a specific area. The best results of our method were for moderate and high geomagnetic activity, which are of major interest in Space Weather.</p>http://www.annalsofgeophysics.eu/index.php/annals/article/view/6719K-indexNeural networksLocal magnetic indicesAntarctica |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Antoni Segarra Juan José Curto |
spellingShingle |
Antoni Segarra Juan José Curto Recovering of local magnetic K-indices from global magnetic Kp-indices using neural networks: an application to Antarctica Annals of Geophysics K-index Neural networks Local magnetic indices Antarctica |
author_facet |
Antoni Segarra Juan José Curto |
author_sort |
Antoni Segarra |
title |
Recovering of local magnetic K-indices from global magnetic Kp-indices using neural networks: an application to Antarctica |
title_short |
Recovering of local magnetic K-indices from global magnetic Kp-indices using neural networks: an application to Antarctica |
title_full |
Recovering of local magnetic K-indices from global magnetic Kp-indices using neural networks: an application to Antarctica |
title_fullStr |
Recovering of local magnetic K-indices from global magnetic Kp-indices using neural networks: an application to Antarctica |
title_full_unstemmed |
Recovering of local magnetic K-indices from global magnetic Kp-indices using neural networks: an application to Antarctica |
title_sort |
recovering of local magnetic k-indices from global magnetic kp-indices using neural networks: an application to antarctica |
publisher |
Istituto Nazionale di Geofisica e Vulcanologia (INGV) |
series |
Annals of Geophysics |
issn |
1593-5213 2037-416X |
publishDate |
2015-10-01 |
description |
<p>This paper describes a method to obtain local magnetic index, K, from the global index, Kp. Until now, however, for the cases of areas without magnetic observatories, to estimate the geomagnetic activity there, global indices were the only option. The methodology that we used to estimate local index was based on neural networks. This tool has a great potential for processing information from complex systems as in the case of the geomagnetic system. Local K index calculated with this method resulted to be a better option than directly using the global index Kp when we need an indicator of geomagnetic activity in a specific area. The best results of our method were for moderate and high geomagnetic activity, which are of major interest in Space Weather.</p> |
topic |
K-index Neural networks Local magnetic indices Antarctica |
url |
http://www.annalsofgeophysics.eu/index.php/annals/article/view/6719 |
work_keys_str_mv |
AT antonisegarra recoveringoflocalmagnetickindicesfromglobalmagnetickpindicesusingneuralnetworksanapplicationtoantarctica AT juanjosecurto recoveringoflocalmagnetickindicesfromglobalmagnetickpindicesusingneuralnetworksanapplicationtoantarctica |
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1725376466952126464 |