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Astronomy and Astrophysics | 2011

The Kepler characterization of the variability among A- and F-type stars. - I: General overview

K. Uytterhoeven; A. Moya; A. Grigahcène; Joyce Ann Guzik; J. Gutierrez-Soto; B. Smalley; G. Handler; L. A. Balona; E. Niemczura; L. Fox Machado; Serena Benatti; E. Chapellier; A. Tkachenko; R. Szabó; J. C. Suárez; V. Ripepi; J. Pascual; P. Mathias; S. Martín-Ruiz; H. Lehmann; Jason Jackiewicz; S. Hekker; M. Gruberbauer; R. A. García; X. Dumusque; D. Díaz-Fraile; P. A. Bradley; V. Antoci; M. Roth; B. Leroy

Context. The Kepler spacecraft is providing time series of photometric data with micromagnitude precision for hundreds of A-F type stars. Aims. We present a first general characterization of the pulsational behaviour of A-F type stars as observed in the Kepler light curves of a sample of 750 candidate A-F type stars, and observationally investigate the relation between γ Doradus (γ Dor), δ Scuti (δ Sct), and hybrid stars. Methods. We compile a database of physical parameters for the sample stars from the literature and new ground-based observations. We analyse the Kepler light curve of each star and extract the pulsational frequencies using different frequency analysis methods. We construct two new observables, “energy ”a nd “efficiency”, related to the driving energy of the pulsation mode and the convective efficiency of the outer convective zone, respectively. Results. We propose three main groups to describe the observed variety in pulsating A-F type stars: γ Dor, δ Sct, and hybrid stars. We assign 63% of our sample to one of the three groups, and identify the remaining part as rotationally modulated/active stars, binaries, stars of different spectral type, or stars that show no clear periodic variability. 23% of the stars (171 stars) are hybrid stars, which is a much higher fraction than what has been observed before. We characterize for the first time a large number of A-F type stars (475 stars) in terms of number of detected frequencies, frequency range, and typical pulsation amplitudes. The majority of hybrid stars show frequencies with all kinds of periodicities within the γ Dor and δ Sct range, also between 5 and 10 d −1 , which is a challenge for the current models. We find indications for the existence of δ Sct and γ Dor stars beyond the edges of the current observational instability strips. The hybrid stars occupy the entire region within the δ Sct and γ Dor instability strips and beyond. Non-variable stars seem to exist within the instability strips. The location of γ Dor and δ Sct classes in the (Teff ,l ogg)-diagram has been extended. We investigate two newly constructed variables, “efficiency ”a nd “energy”, as a means to explore the relation between γ Dor and δ Sct stars. Conclusions. Our results suggest a revision of the current observational instability strips of δ Sct and γ Dor stars and imply an investigation of pulsation mechanisms to supplement the κ mechanism and convective blocking effect to drive hybrid pulsations. Accurate physical parameters for all stars are needed to confirm these findings.


Monthly Notices of the Royal Astronomical Society | 2011

Random forest automated supervised classification of Hipparcos periodic variable stars

P. Dubath; L. Rimoldini; Maria Süveges; J. Blomme; M. López; L. M. Sarro; J. De Ridder; J. Cuypers; L. P. Guy; I. Lecoeur; K. Nienartowicz; A. Jan; M. Beck; Nami Mowlavi; P. De Cat; Thomas Lebzelter; Laurent Eyer

We present an evaluation of the performance of an automated classification of the Hipparcos periodic variable stars into 26 types. The sub-sample with the most reliable variability types available in the literature is used to train supervised algorithms to characterize the type dependencies on a number of attributes. The most useful attributes evaluated with the random forest methodology include, in decreasing order of importance, the period, the amplitude, the V − I colour index, the absolute magnitude, the residual around the folded light-curve model, the magnitude distribution skewness and the amplitude of the second harmonic of the Fourier series model relative to that of the fundamental frequency. Random forests and a multistage scheme involving Bayesian network and Gaussian mixture methods lead to statistically equivalent results. In standard 10-fold cross-validation (CV) experiments, the rate of correct classification is between 90 and 100 per cent, depending on the variability type. The main mis-classification cases, up to a rate of about 10 per cent, arise due to confusion between SPB and ACV blue variables and between eclipsing binaries, ellipsoidal variables and other variability types. Our training set and the predicted types for the other Hipparcos periodic stars are available online.


Monthly Notices of the Royal Astronomical Society | 2011

Kepler observations of the variability in B-type stars

L. A. Balona; Andrzej Pigulski; P. De Cat; G. Handler; J. Gutiérrez-Soto; C. A. Engelbrecht; F. A. M. Frescura; Maryline Briquet; J. Cuypers; Jadwiga Daszyńska-Daszkiewicz; P. Degroote; R. J. Dukes; R. A. García; Elizabeth M. Green; Ulrich Heber; S. D. Kawaler; H. Lehmann; B. Leroy; J. Molenda-Żakowicz; C. Neiner; A. Noels; J. Nuspl; Roy Ostensen; D. Pricopi; Ian W. Roxburgh; Sébastien Salmon; Myron A. Smith; J. C. Suárez; Marian Doru Suran; R. Szabó

The analysis of the light curves of 48 B-type stars observed by Kepler is presented. Among these are 15 pulsating stars, all of which show low frequencies, characteristic of slowly pulsating B (SPB) stars. Seven of these stars also show a few weak, isolated high frequencies and they could be considered as SPB/β Cephei (β Cep) hybrids. In all cases, the frequency spectra are quite different from what is seen from ground-based observations. We suggest that this is because most of the low frequencies are modes of high degree which are predicted to be unstable in models of mid-B stars. We find that there are non-pulsating stars within the β Cep and SPB instability strips. Apart from the pulsating stars, we can identify stars with frequency groupings similar to what is seen in Be stars but which are not Be stars. The origin of the groupings is not clear, but may be related to rotation. We find periodic variations in other stars which we attribute to proximity effects in binary systems or possibly rotational modulation. We find no evidence for pulsating stars between the cool edge of the SPB and the hot edge of the δ Sct instability strips. None of the stars shows the broad features which can be attributed to stochastically excited modes as recently proposed. Among our sample of B stars are two chemically peculiar stars, one of which is a HgMn star showing rotational modulation in the light curve.


Astronomy and Astrophysics | 2009

Automated supervised classification of variable stars in the CoRoT programme. Method and application to the first four exoplanet fields

J. Debosscher; L. M. Sarro; M. López; M. Deleuil; Conny Aerts; Michel Auvergne; A. Baglin; F. Baudin; M. Chadid; S. Charpinet; J. Cuypers; J. De Ridder; R. Garrido; A.-M. Hubert; E. Janot-Pacheco; L. Jorda; A. Kaiser; T. Kallinger; Z. Kollath; C. Maceroni; P. Mathias; E. Michel; Claire Moutou; Coralie Neiner; M. Ollivier; R. Samadi; E. Solano; Christian Surace; B. Vandenbussche; W. W. Weiss

Context: Aims: In this work, we describe the pipeline for the fast supervised classification of light curves observed by the CoRoT exoplanet CCDs. We present the classification results obtained for the first four measured fields, which represent a one-year in-orbit operation. Methods: The basis of the adopted supervised classification methodology has been described in detail in a previous paper, as is its application to the OGLE database. Here, we present the modifications of the algorithms and of the training set to optimize the performance when applied to the CoRoT data. Results: Classification results are presented for the observed fields IRa01, SRc01, LRc01, and LRa01 of the CoRoT mission. Statistics on the number of variables and the number of objects per class are given and typical light curves of high-probability candidates are shown. We also report on new stellar variability types discovered in the CoRoT data. The full classification results are publicly available. The CoRoT space mission, launched on 27 December 2006, has been developed and is operated by the CNES, with the contribution of Austria, Belgium, Brazil , ESA, Germany, and Spain. The full classification results will be only available in electronic form at the CDS via anonymous ftp to cdsarc.u-strasbg.fr (130.79.128.5) or via http://cdsweb.u-strasbg.fr/cgi-bin/qcat?J/A+A/506/519


Astronomy and Astrophysics | 2007

Long term photometric monitoring with the Mercator telescope - Frequencies and mode identification of variable O-B stars

P. De Cat; Maryline Briquet; Conny Aerts; K. Goossens; S. Saesen; J. Cuypers; K. Yakut; Richard Scuflaire; Marc-Antoine Dupret; K. Uytterhoeven; H. Van Winckel; Gert Raskin; G. Davignon; L. Le Guillou; R. Van Malderen; Maarten Reyniers; B. Acke; W. De Meester; J. Vanautgaerden; B. Vandenbussche; T. Verhoelst; C. Waelkens; Pieter Deroo; K. Reyniers; M. Ausseloos; E. Broeders; J. Daszyńska-Daskiewicz; J. Debosscher; S. De Ruyter; K. Lefever

Aims. We selected a large sample of O-B stars that were considered as (candidate) slowly pulsating B, beta Cep, and Maia stars after the analysis of their hipparcos data. We analysed our new seven passband geneva data collected for these stars during the first three years of scientific operations of the mercator telescope. We performed a frequency analysis for 28 targets with more than 50 high-quality measurements to improve their variability classification. For the pulsating stars, we tried both to identify the modes and to search for rotationally split modes. Methods: We searched for frequencies in all the geneva passbands and colours by using two independent frequency analysis methods and we applied a 3.6 S/N-level criterion to locate the significant peaks in the periodograms. The modes were identified by applying the method of photometric amplitudes for which we calculated a large, homogeneous grid of equilibrium models to perform a pulsational stability analysis. When both the radius and the projected rotational velocity of an object are known, we determined a lower limit for the rotation frequency to estimate the expected frequency spacings in rotationally split pulsation modes. Results: We detected 61 frequencies, among which 33 are new. We classified 21 objects as pulsating variables (7 new confirmed pulsating stars, including 2 hybrid beta Cep/SPB stars), 6 as non-pulsating variables (binaries or spotted stars), and 1 as photometrically constant. All the Maia candidates were reclassified into other variability classes. We performed mode identification for the pulsating variables for the first time. The most probable l value is 0, 1, 2, and 4 for 1, 31, 9, and 5 modes, respectively, including only 4 unambiguous identifications. For 7 stars we cannot rule out that some of the observed frequencies belong to the same rotationally split mode. For 4 targets we may begin to resolve close frequency multiplets. Based on observations collected with the p7 photometer attached to the Flemish 1.2-m mercator telescope situated at the Roque de los Muchachos observatory on La Palma (Spain). Section [see full text], including Figs. is only available in electronic form at http://www.aanda.org, and Tables 2 and 3 are only available in electronic form at the CDS via anonymous ftp to cdsarc.u-strasbg.fr (130.79.128.5) or via http://cdsweb.u-strasbg.fr/cgi-bin/qcat?J/A+A/463/243


Astronomy and Astrophysics | 2001

Spectroscopic monitoring of 10 new northern slowly pulsating B star candidates discovered from the HIPPARCOS mission

P. Mathias; Conny Aerts; Maryline Briquet; P. De Cat; J. Cuypers; H. Van Winckel; J.-M. Le Contel

A one-year follow-up campaign of high-resolution, high-signal-to-noise spectroscopy for 10 candidate slowly pulsating B stars, which were discovered from the HIPPARCOS astrometric mission, shows that all stars exhibit line-profile variability. From our data, and from the HIPPARCOS photometry, we conclude that all but one of the targets provide evidence of multiperiodicity, with periods of the order of days, confirming their pulsational nature. Thus they are confirmed slowly pulsating B stars. We summarize the pulsation periods and Q-values and select the most interesting targets for very-long-term follow-up observations with the goal of performing asteroseismology.


Astronomy and Astrophysics | 2011

Variability in the CoRoT photometry of three hot O-type stars. HD 46223, HD 46150, and HD 46966

R. Blomme; Laurent Mahy; C. Catala; J. Cuypers; Eric Gosset; Mélanie Godart; J. Montalbán; P. Ventura; Grégor Rauw; Thierry Morel; P. Degroote; Conny Aerts; A. Noels; E. Michel; F. Baudin; A. Baglin; M. Auvergne; R. Samadi

Context. The detection of pulsational frequencies in stellar photometry is required as input for asteroseismological modelling. The second short run (SRa02) of the CoRoT mission has provided photometric data of unprecedented quality and time-coverage for a number of O-type stars. Aims. We analyse the CoRoT data corresponding to three hot O-type stars, describing the properties of their light curves and we search for pulsational frequencies, which we then compare to theoretical model predictions. Methods. We determine the amplitude spectrum of the data, using the Lomb-Scargle and a multifrequency HMM-like technique. Frequencies are extracted by prewhitening, and their significance is evaluated under the assumption that the light curve is dominated by red noise. We search for harmonics, linear combinations and regular spacings among these frequencies. We use simulations with the same time sampling as the data as a powerful tool to judge the significance of our results. From the theoretical point of view, we use the MAD non-adiabatic pulsation code to determine the expected frequencies of excited modes. Results. A substantial number of frequencies is listed, but none can be convincingly identified as being connected to pulsations. The amplitude spectrum is dominated by red noise. Theoretical modelling shows that all three O-type stars can have excited modes but the relation between the theoretical frequencies and the observed spectrum is not obvious. Conclusions. The dominant red noise component in the hot O-type stars studied here clearly points to a di erent origin than the pulsations seen in cooler O stars. The physical cause of this red noise is unclear, but we speculate on the possibility of sub-surface convection, granulation, or stellar wind inhomogeneities being responsible.


Astronomy and Astrophysics | 2016

Gaia Data Release 1 - The Cepheid and RR Lyrae star pipeline and its application to the south ecliptic pole region

G. Clementini; V. Ripepi; S. Leccia; Nami Mowlavi; I. Lecoeur-Taibi; M. Marconi; László Szabados; Laurent Eyer; L. P. Guy; L. Rimoldini; G. Jevardat de Fombelle; B. Holl; G. Busso; Jonathan Charnas; J. Cuypers; F. De Angeli; J. De Ridder; J. Debosscher; D. W. Evans; P. Klagyivik; I. Musella; K. Nienartowicz; D. Ordonez; S. Regibo; M. Riello; L. M. Sarro; Maria Süveges

Context. The European Space Agency spacecraft Gaia is expected to observe about 10 000 Galactic Cepheids and over 100 000 Milky Way RR Lyrae stars (a large fraction of which will be new discoveries), during the five-year nominal lifetime spent scanning the whole sky to a faint limit of G = 20.7 mag, sampling their light variation on average about 70 times. Aims. We present an overview of the Specific Objects Study (SOS) pipeline developed within the Coordination Unit 7 (CU7) of the Data Processing and Analysis Consortium (DPAC), the coordination unit charged with the processing and analysis of variable sources observed by Gaia , to validate and fully characterise Cepheids and RR Lyrae stars observed by the spacecraft. The algorithms developed to classify and extract information such as the pulsation period, mode of pulsation, mean magnitude, peak-to-peak amplitude of the light variation, subclassification in type, multiplicity, secondary periodicities, and light curve Fourier decomposition parameters, as well as physical parameters such as mass, metallicity, reddening, and age (for classical Cepheids) are briefly described. Methods. The full chain of the CU7 pipeline was run on the time series photometry collected by Gaia during 28 days of ecliptic pole scanning law (EPSL) and over a year of nominal scanning law (NSL), starting from the general Variability Detection, general Characterization, proceeding through the global Classification and ending with the detailed checks and typecasting of the SOS for Cepheids and RR Lyrae stars (SOS Cep&RRL). We describe in more detail how the SOS Cep&RRL pipeline was specifically tailored to analyse Gaia ’s G -band photometric time series with a south ecliptic pole (SEP) footprint, which covers an external region of the Large Magellanic Cloud (LMC), and to produce results for confirmed RR Lyrae stars and Cepheids to be published in Gaia Data Release 1 ( Gaia DR1). Results. G -band time series photometry and characterisation by the SOS Cep&RRL pipeline (mean magnitude and pulsation characteristics) are published in Gaia DR1 for a total sample of 3194 variable stars (599 Cepheids and 2595 RR Lyrae stars), of which 386 (43 Cepheids and 343 RR Lyrae stars) are new discoveries by Gaia . All 3194 stars are distributed over an area extending 38 degrees on either side from a point offset from the centre of the LMC by about 3 degrees to the north and 4 degrees to the east. The vast majority are located within the LMC. The published sample also includes a few bright RR Lyrae stars that trace the outer halo of the Milky Way in front of the LMC.


Astronomy and Astrophysics | 2004

Long-term multicolour photometry and high-resolution spectroscopy of the two gamma Doradus stars HD 12901 and HD 48501

Conny Aerts; J. Cuypers; P. De Cat; Marc-Antoine Dupret; J. De Ridder; L. Eyer; Richard Scuflaire; C. Waelkens

We gathered long-term multicolour Geneva UB1BB2V1VG photometric and high-resolution (R = 40 000) spectro- scopic data of the two γ Doradus stars HD 12901 and HD 48501. The photometry reveals three frequencies for each of the two stars: f1 = 1.21563 c d −1 , f2 = 1.39594 c d −1 and f3 = 2.18636 c d −1 for HD 12901 and f1 = 1.09408 c d −1 , f2 = 1.29054 c d −1 and f3 = 1.19924 c d −1 for HD 48501. The photometric amplitude is each time largest in the Geneva B1 filter and the variations in all the different filters are perfectly in phase within the measurement errors. Mode identification points out that the six modes are all � = 1 modes and that the non-adiabatic temperature variations are extremely small, in contradiction to current theo- retical predictions. Our spectra show that all the observed frequencies are intrinsic to the stars and cannot be due to binarity. We detect clear line-profile variations at low amplitude (< 1k m s −1 ) due to the oscillations of both targets. The estimated v sin i from the spectra are ∼53 km s −1 for HD 12901 and ∼29 km s −1 for HD 48501. It is at present unclear if the triplet-like structure for HD 48501 is the consequence of rotational splitting or of the large separation expected for high-order gravity modes in the asymptotic regime.


Astronomy and Astrophysics | 2006

A spectroscopic study of southern (candidate) gamma Doradus stars. I. Time series analysis

P. De Cat; Laurent Eyer; J. Cuypers; Conny Aerts; B. Vandenbussche; K. Uytterhoeven; K. Reyniers; Katrien Kolenberg; M. A. T. Groenewegen; Gert Raskin; Thomas Maas; S. Jankov

Laboratoire Univ. d’Astroph. de Nice (LUAN), UMR 6525, Parc Valrose, 06108 Nice Cedex 02, FranceReceived 18 June 2005 / Accepted 27 October 2005Abstract. We present results of a spectroscopic study of 37 southern (candidate) γ Doradus stars based on ´echellespectra. The observed spectra were cross-correlated with the standard template spectrum of an F0-type star foran easier detection of binary and intrinsic variations. We identified 15 objects as spectroscopic binaries, including7 new ones, and another 3 objects are binary suspects. At least 12 objects show composite spectra. We coulddetermine the orbital parameters for 9 binaries, of which 4 turn out to be ellipsoidal variables. For 6 binaries, weestimated the expected time-base of the orbital variations. Clear profile variations are observed for 17 objects,pointing towards stellar pulsation. For 8 of them, we have evidence that the main spectroscopic and photometricperiods coincide. Our results, in combination with prior knowledge from the literature, lead to the classificationof 10 objects as new bona-fide γ Doradus stars, 1 object as new bona-fide δ Scuti star, and 8 objects as constantstars. Finally, we determined the projected rotational velocity with two independent methods. The resulting vsinivalues range from 3 to 135 km s

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Conny Aerts

Katholieke Universiteit Leuven

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P. De Cat

Royal Observatory of Belgium

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J. De Ridder

Katholieke Universiteit Leuven

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P. Lampens

Royal Observatory of Belgium

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C. Aerts

The Catholic University of America

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B. Vandenbussche

Katholieke Universiteit Leuven

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D. Sinachopoulos

Royal Observatory of Belgium

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