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...
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Veröffentlicht in: | Astronomy and astrophysics (Berlin) 2015-03, Vol.575, p.A78 |
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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 |
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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 & Geoastrophysical Abstracts</collection><collection>Meteorological & 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> |
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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 |
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