Preprints
https://doi.org/10.5194/angeo-2019-149
https://doi.org/10.5194/angeo-2019-149
05 Nov 2019
 | 05 Nov 2019
Status: this preprint was under review for the journal ANGEO but the revision was not accepted.

Automatic detection of the Earth Bow Shock and Magnetopause from in-situ data with machine learning

Gautier Nguyen, Nicolas Aunai, Bayane Michotte de Welle, Alexis Jeandet, and Dominique Fontaine

Abstract. We provide an automatic classification method of the three near-Earth regions, the magnetosphere, the magnetosheath and the solar wind in the streaming in-situ data measurement that outperforms the previous methods of automatic region classification. The method was used to identify 14186 magnetopause crossings and 16192 bow shock crossings in the data of 10 different spacecrafts of the THEMIS, ARTEMIS, Cluster and Double Star missions and for a total of 79 cumulated years. These multi-missions catalogs are non ambiguous and can be automatically enlarged with the increasing quantity of data and their elaboration paves the way for additional massive statistical analysis of the two near-Earth boundaries. The development of these algorithms is a promising step towards their usage for the onboard selection of data of interest.

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Gautier Nguyen, Nicolas Aunai, Bayane Michotte de Welle, Alexis Jeandet, and Dominique Fontaine
 
Status: closed
Status: closed
AC: Author comment | RC: Referee comment | SC: Short comment | EC: Editor comment
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Status: closed
Status: closed
AC: Author comment | RC: Referee comment | SC: Short comment | EC: Editor comment
Printer-friendly Version - Printer-friendly version Supplement - Supplement
Gautier Nguyen, Nicolas Aunai, Bayane Michotte de Welle, Alexis Jeandet, and Dominique Fontaine
Gautier Nguyen, Nicolas Aunai, Bayane Michotte de Welle, Alexis Jeandet, and Dominique Fontaine

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Latest update: 20 Nov 2024
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Short summary
The near-Earth environment can be divided into three main regions: the magnetosphere, the magnetosheath and the solar wind. The boundaries between the three regions being called the magnetopause and the bow shock. The manual detection of these boundaries in the data of spacecraft orbiting the Earth is ambiguous and time consuming. We elaborated an automatic detection method of the two bondaries. Which provides a considerable gain of time in the analysis of spacraft in-situ data.