MIARMA: A minimal-loss information method for filling gaps in time series: Application to CoRoT light curves

Gaps in time series cause spurious frequencies in the power spectra. In light curves of pulsating stars, this hampers identifying the theoretical oscillation modes. The method presented here intends to minimize the effect of the gaps in the power spectra by gap-filling that preserves at best the ori...

Ausführliche Beschreibung

Gespeichert in:
Bibliographische Detailangaben
Veröffentlicht in:Astronomy and astrophysics (Berlin) 2015-03, Vol.575, p.A78
Hauptverfasser: Pascual-Granado, J, Garrido, R, Suarez, J C
Format: Artikel
Sprache:eng
Schlagworte:
Online-Zugang:Volltext
Tags: Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
container_end_page
container_issue
container_start_page A78
container_title Astronomy and astrophysics (Berlin)
container_volume 575
creator Pascual-Granado, J
Garrido, R
Suarez, J C
description Gaps in time series cause spurious frequencies in the power spectra. In light curves of pulsating stars, this hampers identifying the theoretical oscillation modes. The method presented here intends to minimize the effect of the gaps in the power spectra by gap-filling that preserves at best the original information, that is, the stellar oscillation frequency content for asteroseismology. We used a forward-backward predictor based on autoregressive moving-average modelling (ARMA) in the time domain. The algorithm MIARMA is particularly suitable for replacing invalid data such as those present in the light curves of the CoRoT satellite due to the pass through the South Atlantic Anomaly, and eventually for the data gathered by the NASA planet hunter Kepler. We show that in some cases linear interpolations are less reliable than previously believed. In summary, MIARMA appears to be a suitable method for filling gaps in the light curves of pulsating stars observed by CoRoT since the method aims to preserve their frequency content, which is a necessary condition for asteroseismic studies.
doi_str_mv 10.1051/0004-6361/201425056
format Article
fullrecord <record><control><sourceid>proquest_cross</sourceid><recordid>TN_cdi_proquest_miscellaneous_1855394847</recordid><sourceformat>XML</sourceformat><sourcesystem>PC</sourcesystem><sourcerecordid>1850777992</sourcerecordid><originalsourceid>FETCH-LOGICAL-c265t-8c9c91688ee5ce31315f607cb63802675a4212a045e85ce7a22e6bfefc3b418a3</originalsourceid><addsrcrecordid>eNqN0MtKAzEUgOEgCtbqE7jJ0s3Y3JNxNxQvhRZBdB3SeFIjmZmajAvf3hkqXbsKJ3wcOD9C15TcUiLpghAiKsUVXTBCBZNEqhM0o4KzimihTtHsKM7RRSmf48io4TO02qyal01zhxvcxi62LlWpLwXHLvS5dUPsO9zC8NG_4_EDh5hS7HZ45_aTwUNsARfIEcolOgsuFbj6e-fo7eH-dflUrZ8fV8tmXXmm5FAZX_uaKmMApAdOOZVBEe23ihvClJZOMMocERLMCLRjDNQ2QPB8K6hxfI5uDnv3uf_6hjLYNhYPKbkO-u9iqZGS18II_R9KtNZ1zUbKD9Tn8fwMwe7zWCP_WErs1NhOBe1U0B4b818numyo</addsrcrecordid><sourcetype>Aggregation Database</sourcetype><iscdi>true</iscdi><recordtype>article</recordtype><pqid>1850777992</pqid></control><display><type>article</type><title>MIARMA: A minimal-loss information method for filling gaps in time series: Application to CoRoT light curves</title><source>Bacon EDP Sciences France Licence nationale-ISTEX-PS-Journals-PFISTEX</source><source>EDP Sciences</source><source>EZB-FREE-00999 freely available EZB journals</source><creator>Pascual-Granado, J ; Garrido, R ; Suarez, J C</creator><creatorcontrib>Pascual-Granado, J ; Garrido, R ; Suarez, J C</creatorcontrib><description>Gaps in time series cause spurious frequencies in the power spectra. In light curves of pulsating stars, this hampers identifying the theoretical oscillation modes. The method presented here intends to minimize the effect of the gaps in the power spectra by gap-filling that preserves at best the original information, that is, the stellar oscillation frequency content for asteroseismology. We used a forward-backward predictor based on autoregressive moving-average modelling (ARMA) in the time domain. The algorithm MIARMA is particularly suitable for replacing invalid data such as those present in the light curves of the CoRoT satellite due to the pass through the South Atlantic Anomaly, and eventually for the data gathered by the NASA planet hunter Kepler. We show that in some cases linear interpolations are less reliable than previously believed. In summary, MIARMA appears to be a suitable method for filling gaps in the light curves of pulsating stars observed by CoRoT since the method aims to preserve their frequency content, which is a necessary condition for asteroseismic studies.</description><identifier>ISSN: 0004-6361</identifier><identifier>EISSN: 1432-0746</identifier><identifier>DOI: 10.1051/0004-6361/201425056</identifier><language>eng</language><subject>Astronomy ; Interpolation ; Oscillation modes ; Power spectra ; Preserves ; Stars ; Stellar oscillations ; Time series</subject><ispartof>Astronomy and astrophysics (Berlin), 2015-03, Vol.575, p.A78</ispartof><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><cites>FETCH-LOGICAL-c265t-8c9c91688ee5ce31315f607cb63802675a4212a045e85ce7a22e6bfefc3b418a3</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>314,780,784,3725,27922,27923</link.rule.ids></links><search><creatorcontrib>Pascual-Granado, J</creatorcontrib><creatorcontrib>Garrido, R</creatorcontrib><creatorcontrib>Suarez, J C</creatorcontrib><title>MIARMA: A minimal-loss information method for filling gaps in time series: Application to CoRoT light curves</title><title>Astronomy and astrophysics (Berlin)</title><description>Gaps in time series cause spurious frequencies in the power spectra. In light curves of pulsating stars, this hampers identifying the theoretical oscillation modes. The method presented here intends to minimize the effect of the gaps in the power spectra by gap-filling that preserves at best the original information, that is, the stellar oscillation frequency content for asteroseismology. We used a forward-backward predictor based on autoregressive moving-average modelling (ARMA) in the time domain. The algorithm MIARMA is particularly suitable for replacing invalid data such as those present in the light curves of the CoRoT satellite due to the pass through the South Atlantic Anomaly, and eventually for the data gathered by the NASA planet hunter Kepler. We show that in some cases linear interpolations are less reliable than previously believed. In summary, MIARMA appears to be a suitable method for filling gaps in the light curves of pulsating stars observed by CoRoT since the method aims to preserve their frequency content, which is a necessary condition for asteroseismic studies.</description><subject>Astronomy</subject><subject>Interpolation</subject><subject>Oscillation modes</subject><subject>Power spectra</subject><subject>Preserves</subject><subject>Stars</subject><subject>Stellar oscillations</subject><subject>Time series</subject><issn>0004-6361</issn><issn>1432-0746</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2015</creationdate><recordtype>article</recordtype><recordid>eNqN0MtKAzEUgOEgCtbqE7jJ0s3Y3JNxNxQvhRZBdB3SeFIjmZmajAvf3hkqXbsKJ3wcOD9C15TcUiLpghAiKsUVXTBCBZNEqhM0o4KzimihTtHsKM7RRSmf48io4TO02qyal01zhxvcxi62LlWpLwXHLvS5dUPsO9zC8NG_4_EDh5hS7HZ45_aTwUNsARfIEcolOgsuFbj6e-fo7eH-dflUrZ8fV8tmXXmm5FAZX_uaKmMApAdOOZVBEe23ihvClJZOMMocERLMCLRjDNQ2QPB8K6hxfI5uDnv3uf_6hjLYNhYPKbkO-u9iqZGS18II_R9KtNZ1zUbKD9Tn8fwMwe7zWCP_WErs1NhOBe1U0B4b818numyo</recordid><startdate>20150301</startdate><enddate>20150301</enddate><creator>Pascual-Granado, J</creator><creator>Garrido, R</creator><creator>Suarez, J C</creator><scope>AAYXX</scope><scope>CITATION</scope><scope>7TG</scope><scope>KL.</scope><scope>8FD</scope><scope>H8D</scope><scope>L7M</scope></search><sort><creationdate>20150301</creationdate><title>MIARMA: A minimal-loss information method for filling gaps in time series</title><author>Pascual-Granado, J ; Garrido, R ; Suarez, J C</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c265t-8c9c91688ee5ce31315f607cb63802675a4212a045e85ce7a22e6bfefc3b418a3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2015</creationdate><topic>Astronomy</topic><topic>Interpolation</topic><topic>Oscillation modes</topic><topic>Power spectra</topic><topic>Preserves</topic><topic>Stars</topic><topic>Stellar oscillations</topic><topic>Time series</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Pascual-Granado, J</creatorcontrib><creatorcontrib>Garrido, R</creatorcontrib><creatorcontrib>Suarez, J C</creatorcontrib><collection>CrossRef</collection><collection>Meteorological &amp; Geoastrophysical Abstracts</collection><collection>Meteorological &amp; Geoastrophysical Abstracts - Academic</collection><collection>Technology Research Database</collection><collection>Aerospace Database</collection><collection>Advanced Technologies Database with Aerospace</collection><jtitle>Astronomy and astrophysics (Berlin)</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Pascual-Granado, J</au><au>Garrido, R</au><au>Suarez, J C</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>MIARMA: A minimal-loss information method for filling gaps in time series: Application to CoRoT light curves</atitle><jtitle>Astronomy and astrophysics (Berlin)</jtitle><date>2015-03-01</date><risdate>2015</risdate><volume>575</volume><spage>A78</spage><pages>A78-</pages><issn>0004-6361</issn><eissn>1432-0746</eissn><abstract>Gaps in time series cause spurious frequencies in the power spectra. In light curves of pulsating stars, this hampers identifying the theoretical oscillation modes. The method presented here intends to minimize the effect of the gaps in the power spectra by gap-filling that preserves at best the original information, that is, the stellar oscillation frequency content for asteroseismology. We used a forward-backward predictor based on autoregressive moving-average modelling (ARMA) in the time domain. The algorithm MIARMA is particularly suitable for replacing invalid data such as those present in the light curves of the CoRoT satellite due to the pass through the South Atlantic Anomaly, and eventually for the data gathered by the NASA planet hunter Kepler. We show that in some cases linear interpolations are less reliable than previously believed. In summary, MIARMA appears to be a suitable method for filling gaps in the light curves of pulsating stars observed by CoRoT since the method aims to preserve their frequency content, which is a necessary condition for asteroseismic studies.</abstract><doi>10.1051/0004-6361/201425056</doi></addata></record>
fulltext fulltext
identifier ISSN: 0004-6361
ispartof Astronomy and astrophysics (Berlin), 2015-03, Vol.575, p.A78
issn 0004-6361
1432-0746
language eng
recordid cdi_proquest_miscellaneous_1855394847
source Bacon EDP Sciences France Licence nationale-ISTEX-PS-Journals-PFISTEX; EDP Sciences; EZB-FREE-00999 freely available EZB journals
subjects Astronomy
Interpolation
Oscillation modes
Power spectra
Preserves
Stars
Stellar oscillations
Time series
title MIARMA: A minimal-loss information method for filling gaps in time series: Application to CoRoT light curves
url https://sfx.bib-bvb.de/sfx_tum?ctx_ver=Z39.88-2004&ctx_enc=info:ofi/enc:UTF-8&ctx_tim=2025-01-14T08%3A22%3A12IST&url_ver=Z39.88-2004&url_ctx_fmt=infofi/fmt:kev:mtx:ctx&rfr_id=info:sid/primo.exlibrisgroup.com:primo3-Article-proquest_cross&rft_val_fmt=info:ofi/fmt:kev:mtx:journal&rft.genre=article&rft.atitle=MIARMA:%20A%20minimal-loss%20information%20method%20for%20filling%20gaps%20in%20time%20series:%20Application%20to%20CoRoT%20light%20curves&rft.jtitle=Astronomy%20and%20astrophysics%20(Berlin)&rft.au=Pascual-Granado,%20J&rft.date=2015-03-01&rft.volume=575&rft.spage=A78&rft.pages=A78-&rft.issn=0004-6361&rft.eissn=1432-0746&rft_id=info:doi/10.1051/0004-6361/201425056&rft_dat=%3Cproquest_cross%3E1850777992%3C/proquest_cross%3E%3Curl%3E%3C/url%3E&disable_directlink=true&sfx.directlink=off&sfx.report_link=0&rft_id=info:oai/&rft_pqid=1850777992&rft_id=info:pmid/&rfr_iscdi=true