The anomalous Cepheid needles in the RR Lyrae haystack

László Molnár 1 , Attila Bódi 1 , András Pál 1 , Emese Plachy 1 , Róbert Szabó 1

  • 1 Konkoly Observatory, Csfk, Budapest, Budapest, Hungary

Abstract

Anomalous Cepheids are pulsating stars that follow their own Leavitt-law, between classical and Type-II Cepheids. While we know several of these stars in other galaxies, much fewer have been conclusively identified in the Milky Way. This is caused by their unknown distances and excessive similarities of their light curve shapes to that of RR Lyrae and classical Cepheid stars. In order to separate anomalous Cepheids from other populations, we combine parallax measurements from Gaia DR2 with accurate and detailed light curve parameters from photometry we extracted from TESS observations. We find multiple examples of stars where combining the luminosity and light curve shape information is needed for an unambiguous classification, highlighting the limitations of methods based solely on time series photometry. Identification of a clean sample of nearby anomalous Cepheid stars allows us to study, for the first time, the mode content and light curve dynamics of this class. We find signs of additional modes and modulation in this class. These results also pave the way to more detailed studies to determine whether the metal-poor single-star or the interactive binary star formation channel has been more frequent for the anomalous Cepheids within our Galaxy.

Distances and Luminosities from Gaia

Over 200 000 RR Lyrae candidates were detected in Gaia DR2. However, most of these are too far to have accurate parallaxes and too faint to have precise photometry from TESS. We wanted to find out how pure the RR Lyrae candidate list is, and how many anomalous Cepheids might hide among them.

We selected stars from the DR2 all-sky variability catalog of Holl et al. (2018) that are brighter than 15 mag in the GRP band (which is very similar to the passband of TESS). We then selected those that fall on silicon between TESS Sectors 1-22 and are within 4000 pc, and ended up with an initial list of 860 stars. We then added XZ Cet, one of the anomalous Cepheids prototypes to the sample for reference, although it was not classified as variable in DR2.

We calculated the absolute brightnesses with the mwdust code and the `combined19' extinction model which is the combination of four different works (Bovy et al., 2016).

All targets in Galactic coordinates: stars with very large extinction correction cluster along the Galactic plane. Uncertainties in distance-dependent extinction lead to overcorrection in the absolute magnitudes.

The distance-absolute brightness plane

Distances from the Sun vs. G absolute magnitudes of all 860 stars. Color represents the calculated interstellar extinction. The grey line is the brightness limit of the selection.

Same but for absolute K magnitudes of 454 stars. The near-infrared is much less sensitive to extinction, but nearly half of our sample doesn't have accurate K-band brightness measurements available. 

We limited this initial study to stars within 4000 pc. At this value the relative distance errors reach 6-18%, leading to uncertainties in MG that are comparable or larger than the width of the RR Lyrae PL relation. 

Distribution of only the RR Lyrae and Cepheid identifications

We calculated the Fourier parameters of each TESS light curve to classify them (see on the right), then plotted only those stars whose Fourier-parameters fitted into the RR Lyrae loci based on the TESS light curves:

 

Gaia G-band absolute magnitudes vs distance, for the RR Lyrae sample only: grey crosses mark the stars we removed based on their light curve shapes.

Same as on the left, but with the K absolute magnitudes. The difference here is less pronounced. 

Our RR Lyrae sample is clearly much less affected by misidentified stars, but still not completely clean. Some sub- and superluminous stars still persist that will require further inspection. 

A clean(er) sample for the Milky Way

The goal of our project is to identify anomalous Cepheids (as well as any other types of variables) in the RR Lyrae background and separate them, in order to:

  • be able to study nearby members of the enigmatic class of anomalous Cepheids,
  • and to determine the Leavitt-Law for RR Lyrae and anomalous Cepheid stars separately.

With the combination of Gaia DR2 distances and TESS light curve information, we were able to create an accurate Leavitt-Law (Period-Luminosity relation) of the nearby RR Lyrae stars. However, the three ACEP candidates we identified in this sample do not separate from the RR Lyrae group. 

Gaia G-band PL relation for nearby RR Lyrae stars. The RRab (orange) and RRc (blue) sequences clearly separate. Large dots have K counterparts (right), small dots do not.

The PL relation in the logP-K plane. The RRc and RRab sequences separate even more, and only a few outliers remain.

Towards an anomalous Cepheid Leavitt-Law

We found very few ACEP candidates in this initial sample that prevented is from creating a PL relation for them: we clearly need more. More stars can come from different strategies:

  • Further TESS observations: roughly half of the sky has not been covered, nor has we carried out a blind search among the TESS light curves.
  • More candidates: multiple surveys identified ACEP candidates.
  • Extending the distance. The Gaia DR2 ones did not fit our criteria here. Nor did the ACEP stars identified by Jurkovic (2018). 

The pulsation properties of RR Lyrae and anomalous Cepheids are very similar. It is possible that the PL relations of the two classes overlap in the common period range. The overtone star XZ Cet clearly lies along the extension of the RRc sequence, except it pulsates with a period of 0.82 d (Szabados et al., 2007). In that case it may will be unavoidable to search for the subtle differences in the light curve shapes to separate the two populations

This, however, will be required if we want to understand the Galactic population of anomalous Cepheids and to determine which of these stars are the result of binary evolution and which are single stars that are metal-poor enough to evolve into the instability strip despite being about twice as heavy as RR Lyrae stars.

The not-RR Lyraes

This study is a first demonstration of the power of the combined Gaia and TESS data when applied to classical pulsators. Continuous photometry also reveals that some stars might have looked like RR Lyraes superficially, but tune out to be something different upon closer inspection.

Weird binaries
Stars that almost look like RR Lyraes

TESS is a treasure trove of beautiful, unexpected light curves.

Acknowledgements:

L.M. was supported by the Premium Postdoctoral Research Program of the Hungarian Academy of Sciences. The research leading to these results received funding from the LP2014-17 and LP2018-7/2019 Lendület grants of the Hungarian Academy of Sciences. This paper includes data collected by the TESS mission. Funding for the TESS mission is provided by the NASA Explorer Program. This work has made use of data from the European Space Agency (ESA) mission Gaia, processed by the Gaia Data Processing and Analysis Consortium (DPAC). Funding for the DPAC has been provided by national institutions, in particular the institutions participating in the Gaia Multilateral Agreement.

Light curve shapes from TESS

TESS collected full-frame images in 27-day long sectors. We extracted photometry with our custom differential-imaging pipeline based on the fitsh package (Pál 2012). We calculated simple Fourier fits for each light curve, fitting the dominant frequency component above 0.5 d-1 and its first two harmonics. We then derived the relative Fourier amplitudes (Ri1 = Ai/A1) and phase differences (ϕi1 = ϕi-iϕ1), which are often used to classify the light curves.  We show a few examples below. 

Light curve types

We grouped the light curves into a few broad categories based on their absolute brightnesses and light curve shapes. These were:

  • RR Lyrae stars - these form two loci for the fundamental-mode and overtone pulsators.
  • Eclipsing binaries - most eclipsing stars 
  • Other pulsators (high-amplitude δ Sct, Cepheid)
  • Other/unknown

RR Lyrae stars form two clear loci  for the RRc and RRab groups where we expect them.

Most eclipsing binaries have symmetric light curves, therefore the relative phases cluster around ϕ21 = 1.5π, and around ϕ31 = 0 or π. Note that in a blind search we use the dominant frequency component which is the double of the rotation frequency (or Prot/2) except for very asymmetric light curves.

Anomalous Cepheid candidates

We identified three new nearby anomalous Cepheid candidates. We overlaid the Fourier parameters of the candidates plus that of XZ Cet (the longest-period one in the plot) on top of the stars from the OGLE catalogs. We find that V1949 Cyg (the shortest-period one) is very likely to be an overtone ACEP. The three other stars (HD 297201, UCAC2 21664220, ASAS J064215-2217.9) produce somewhat worse fits.

Fourier parameters of four new ACEP candidates and XZ Cet, one of the Galactic prototypes based on the TESS light curves. The small dots are various OGLE identifications (Soszyński et al., 2015, 2017).

Example light curves
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