Variations of VLF Wave Intensity Analyzed via Principal Component Analysis

International audience Wave intensity measured in the very low frequency (VLF) range (up to 20 kHz) is typically represented using frequency-time spectrograms. Since the characterization of spectrogram main features and/or their direct comparison is a challenging task, we transform the measurements...

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Main Authors: Bezděková, Barbora, Němec, František, Parrot, Michel, Manninen, Jyrki, Krupařová, Oksana
Other Authors: Laboratoire de Physique et Chimie de l'Environnement et de l'Espace (LPC2E), Observatoire des Sciences de l'Univers en région Centre (OSUC), Institut national des sciences de l'Univers (INSU - CNRS)-Observatoire de Paris, Université Paris Sciences et Lettres (PSL)-Université Paris Sciences et Lettres (PSL)-Université d'Orléans (UO)-Centre National de la Recherche Scientifique (CNRS)-Institut national des sciences de l'Univers (INSU - CNRS)-Observatoire de Paris, Université Paris Sciences et Lettres (PSL)-Université Paris Sciences et Lettres (PSL)-Université d'Orléans (UO)-Centre National de la Recherche Scientifique (CNRS)-Centre National d’Études Spatiales Paris (CNES)
Format: Conference Object
Language:English
Published: HAL CCSD 2021
Subjects:
Online Access:https://insu.hal.science/insu-03559378
https://insu.hal.science/insu-03559378/document
https://insu.hal.science/insu-03559378/file/EGU21-2805-print.pdf
https://doi.org/10.5194/egusphere-egu21-2805
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spelling ftobservparis:oai:HAL:insu-03559378v1 2024-09-15T18:25:40+00:00 Variations of VLF Wave Intensity Analyzed via Principal Component Analysis Bezděková, Barbora Němec, František Parrot, Michel Manninen, Jyrki Krupařová, Oksana Laboratoire de Physique et Chimie de l'Environnement et de l'Espace (LPC2E) Observatoire des Sciences de l'Univers en région Centre (OSUC) Institut national des sciences de l'Univers (INSU - CNRS)-Observatoire de Paris Université Paris Sciences et Lettres (PSL)-Université Paris Sciences et Lettres (PSL)-Université d'Orléans (UO)-Centre National de la Recherche Scientifique (CNRS)-Institut national des sciences de l'Univers (INSU - CNRS)-Observatoire de Paris Université Paris Sciences et Lettres (PSL)-Université Paris Sciences et Lettres (PSL)-Université d'Orléans (UO)-Centre National de la Recherche Scientifique (CNRS)-Centre National d’Études Spatiales Paris (CNES) online, France 2021 https://insu.hal.science/insu-03559378 https://insu.hal.science/insu-03559378/document https://insu.hal.science/insu-03559378/file/EGU21-2805-print.pdf https://doi.org/10.5194/egusphere-egu21-2805 en eng HAL CCSD info:eu-repo/semantics/altIdentifier/doi/10.5194/egusphere-egu21-2805 insu-03559378 https://insu.hal.science/insu-03559378 https://insu.hal.science/insu-03559378/document https://insu.hal.science/insu-03559378/file/EGU21-2805-print.pdf BIBCODE: 2021EGUGA.23.2805B doi:10.5194/egusphere-egu21-2805 http://creativecommons.org/licenses/by/ info:eu-repo/semantics/OpenAccess vEGU21 https://insu.hal.science/insu-03559378 vEGU21, 2021, online, France. ⟨10.5194/egusphere-egu21-2805⟩ [SDU]Sciences of the Universe [physics] info:eu-repo/semantics/conferenceObject Conference papers 2021 ftobservparis https://doi.org/10.5194/egusphere-egu21-2805 2024-06-25T00:01:25Z International audience Wave intensity measured in the very low frequency (VLF) range (up to 20 kHz) is typically represented using frequency-time spectrograms. Since the characterization of spectrogram main features and/or their direct comparison is a challenging task, we transform the measurements of the low-altitude DEMETER spacecraft using the principal component analysis (PCA). The present study is focused on both the physical interpretation of the first two principal components and their application to real physical problems. To understand the physical meaning of the first principal components, their scatter plot is constructed and discussed. Moreover, the dependence of the first principal component (PC1) coefficients on the geomagnetic activity and their seasonal/longitudinal variations are analyzed. The obtained distributions are well comparable with those obtained by previous studies for average wave intensities, indicating that the PC1 coefficients are directly related to the overall wave intensity. Furthermore, the variations of PC1 coefficients around interplanetary (IP) shock arrivals are analyzed, suggesting that the fast forward shock occurrence has the most significant effect. It is shown that the wave intensity variations depend on the wave intensity detected before the shock arrival. The shock strength and interplanetary magnetic field orientation are also important. To further demonstrate the adaptability of PCA, we use a similar method to analyze also ground-based VLF measurements performed by the Kannuslehto station located in northern Finland. Conference Object Northern Finland Archive de l'Observatoire de Paris (HAL)
institution Open Polar
collection Archive de l'Observatoire de Paris (HAL)
op_collection_id ftobservparis
language English
topic [SDU]Sciences of the Universe [physics]
spellingShingle [SDU]Sciences of the Universe [physics]
Bezděková, Barbora
Němec, František
Parrot, Michel
Manninen, Jyrki
Krupařová, Oksana
Variations of VLF Wave Intensity Analyzed via Principal Component Analysis
topic_facet [SDU]Sciences of the Universe [physics]
description International audience Wave intensity measured in the very low frequency (VLF) range (up to 20 kHz) is typically represented using frequency-time spectrograms. Since the characterization of spectrogram main features and/or their direct comparison is a challenging task, we transform the measurements of the low-altitude DEMETER spacecraft using the principal component analysis (PCA). The present study is focused on both the physical interpretation of the first two principal components and their application to real physical problems. To understand the physical meaning of the first principal components, their scatter plot is constructed and discussed. Moreover, the dependence of the first principal component (PC1) coefficients on the geomagnetic activity and their seasonal/longitudinal variations are analyzed. The obtained distributions are well comparable with those obtained by previous studies for average wave intensities, indicating that the PC1 coefficients are directly related to the overall wave intensity. Furthermore, the variations of PC1 coefficients around interplanetary (IP) shock arrivals are analyzed, suggesting that the fast forward shock occurrence has the most significant effect. It is shown that the wave intensity variations depend on the wave intensity detected before the shock arrival. The shock strength and interplanetary magnetic field orientation are also important. To further demonstrate the adaptability of PCA, we use a similar method to analyze also ground-based VLF measurements performed by the Kannuslehto station located in northern Finland.
author2 Laboratoire de Physique et Chimie de l'Environnement et de l'Espace (LPC2E)
Observatoire des Sciences de l'Univers en région Centre (OSUC)
Institut national des sciences de l'Univers (INSU - CNRS)-Observatoire de Paris
Université Paris Sciences et Lettres (PSL)-Université Paris Sciences et Lettres (PSL)-Université d'Orléans (UO)-Centre National de la Recherche Scientifique (CNRS)-Institut national des sciences de l'Univers (INSU - CNRS)-Observatoire de Paris
Université Paris Sciences et Lettres (PSL)-Université Paris Sciences et Lettres (PSL)-Université d'Orléans (UO)-Centre National de la Recherche Scientifique (CNRS)-Centre National d’Études Spatiales Paris (CNES)
format Conference Object
author Bezděková, Barbora
Němec, František
Parrot, Michel
Manninen, Jyrki
Krupařová, Oksana
author_facet Bezděková, Barbora
Němec, František
Parrot, Michel
Manninen, Jyrki
Krupařová, Oksana
author_sort Bezděková, Barbora
title Variations of VLF Wave Intensity Analyzed via Principal Component Analysis
title_short Variations of VLF Wave Intensity Analyzed via Principal Component Analysis
title_full Variations of VLF Wave Intensity Analyzed via Principal Component Analysis
title_fullStr Variations of VLF Wave Intensity Analyzed via Principal Component Analysis
title_full_unstemmed Variations of VLF Wave Intensity Analyzed via Principal Component Analysis
title_sort variations of vlf wave intensity analyzed via principal component analysis
publisher HAL CCSD
publishDate 2021
url https://insu.hal.science/insu-03559378
https://insu.hal.science/insu-03559378/document
https://insu.hal.science/insu-03559378/file/EGU21-2805-print.pdf
https://doi.org/10.5194/egusphere-egu21-2805
op_coverage online, France
genre Northern Finland
genre_facet Northern Finland
op_source vEGU21
https://insu.hal.science/insu-03559378
vEGU21, 2021, online, France. ⟨10.5194/egusphere-egu21-2805⟩
op_relation info:eu-repo/semantics/altIdentifier/doi/10.5194/egusphere-egu21-2805
insu-03559378
https://insu.hal.science/insu-03559378
https://insu.hal.science/insu-03559378/document
https://insu.hal.science/insu-03559378/file/EGU21-2805-print.pdf
BIBCODE: 2021EGUGA.23.2805B
doi:10.5194/egusphere-egu21-2805
op_rights http://creativecommons.org/licenses/by/
info:eu-repo/semantics/OpenAccess
op_doi https://doi.org/10.5194/egusphere-egu21-2805
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