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arXiv:2201.02515v1 [astro-ph.EP] 07 Jan 2022

THE TRANSITING PLANETARY SYSTEM WASP-86 / KELT-12:

TESS PROVIDES THE CASTING VOTE

By John Southworth 1 and Francesca Faedi 2,3

1.{1}. Astrophysics Group, Keele University, Staffordshire, ST5 5BG, UK

2.{2}. Università degli Studi di Urbino “Carlo Bo”, I-61029 Urbino, Italy

3.{3}. INFN, Sezione di Firenze, I-50019 Sesto Fiorentino, Firenze, Italy

A transiting planetary system was discovered independently by two groups, under the names WASP-86 (Faedi et al. Faedi+16) and KELT-12 (Stevens et al. Stevens+17aj). The properties of the system determined in these works were very different, most tellingly a variation of a factor of three in the measured radius of the planet. We suggest that the system be named WASP-86 / KELT-12 to better apportion the credit for discovery between the two groups. We analyse the light curve of this system from the Transiting Exoplanet Survey Satellite, which observed it in two sectors, following the Homogeneous Studies approach. We find properties intermediate between the two previous studies: the star has a mass of 1.278±0.0391.278\pm 0.039M~{\rm M}_{\odot} and a radius of 2.02±0.122.02\pm 0.12R~{\rm R}_{\odot}, and the planet has a mass of 0.833±0.0490.833\pm 0.049MJup~{\rm M}_{\rm Jup} and a radius of 1.382±0.0891.382\pm 0.089RJup~{\rm R}_{\rm Jup}. The discrepancy in the two previous sets of measured properties of the system arises from a disagreement over the transit depth and duration, caused by the transit being long and shallow so not well suited to follow-up photometry from ground-based telescopes. We also update the orbital ephemeris to aid future work on this system, which is a good candidate for characterising the atmosphere of a planet through transmission spectroscopy.

Introduction

Transiting extrasolar planetary systems (TEPs) are the only systems beyond our own for which we can precisely measure the radii of planets, and thus their surface gravities and average densities. The first was discovered in late 1999 Henry+00apj; Charbonneau+00apj and over 4000 are currently known. Apart from the scientific prospects, the study of TEPs has the procedural advantage that thousands of stars can be searched simultaneously to find transits, using telescopes with large fields of view. The downside to this approach is that only a small fraction of planets are transiting, and that many transits turn out to be due to false positives rather than real planets. This makes it necessary to survey a large number of stars in order to find a useful number of TEPs.

The first large source of TEP detections was small ground-based telescopes such as TrES Alonso+04apj, HAT Bakos+02pasp, SuperWASP Pollacco+06pasp, KELT Pepper+07pasp and HATSouth Bakos+13pasp. Although there were a variety of approaches, all of these projects converged on the idea of using small telescopes (often commercially-available telephoto lenses) to survey large fractions of the available sky Pepper++03aca. An inevitable consequence was that some TEPs were independently detected by multiple groups, for example HAT-P-10 Bakos+09apj is identical to WASP-11 West+09aa. Although this might seem inefficient due to the duplication of effort, it does have two advantages: it holds information on the completeness of the surveys and it allows a cross-check on the reliability of the properties measured for the TEPs discovered (e.g. Ref. Me10mn).

In this work we revisit a planetary system that was announced almost simultaneously by two groups, under the names WASP-86 (Faedi et al. Faedi+16) and KELT-12 (Stevens et al. Stevens+17aj). The SuperWASP paperFaedi+16 included a small amount of follow-up light curves which did not cover the end of the transit well, plus a set of high-precision radial velocities (RVs) which yielded a clear detection of the planet and a tentative detection of an additional trend likely due to a third body on a wider orbit. The KELT paper Stevens+17aj presented extensive photometry from small telescopes which, when combined, fully covered the transit. High-resolution speckle and adaptive-optics imaging was also obtained, as well as high-precision RVs that confirmed the additional trend at the 2.4σ\sigma level.

Our interest in this object was recently revived in the course of a study of the suitability of the known TEPs for atmospheric characterisation. The TEPCat database** * TEPCat is the Transiting Extrasolar Planet Catalogue (Southworth Me11mn) at https://www.astro.keele.ac.uk/jkt/tepcat/. listed the object as WASP-86, giving priority to the SuperWASP announcement as it predates the KELT announcement The discovery paper of WASP-86 is datestamped 16 August 2016 on the arXiv.org preprint server, whereas the KELT paper is datestamped 2 September 2016. whereas the NASA Exoplanet Archive https://exoplanetarchive.ipac.caltech.edu lists the properties from KELT and omits any mention of WASP-86. We found WASP-86 to be a poor target, but KELT-12 to be a very good target, for atmospheric characterisation.

Closer inspection revealed a huge difference in the properties of the TEP in the two discovery papers, which we illustrate in Table I. Although many quantities vary significantly, some in particular stand out. The transit depth (which depends on the ratio of the radii) and duration (which depends on the sum of the radii divided by the semimajor axis of the relative orbit) are very discrepant. This is due to the shallow and long transit which makes it poorly suited to photometry from ground-based telescopes, and implies that high-precision photometry from a space-based observatory would be helpful. The masses and radii of the star are rather different, although the TeffT_{\rm eff} and [Fe/H]\rm[Fe/H] measurements are consistent. Most strikingly, the planetary radius measurements differ by almost a factor of three.

Table I: Physical properties of WASP-86 / KELT-12 from the two discovery papers. Some quantities were not given directly in the papers so have been calculated from other quantities which were.
Property Faedi et al. Faedi+16 Stevens et al. Stevens+17aj
Stellar mass (M~{\rm M}_{\odot}) 1.239±0.0181.239\pm 0.018 1.5910.093+0.0701.591^{+0.070}_{-0.093}
Stellar radius (R~{\rm R}_{\odot}) 1.2910.013+0.0141.291^{+0.014}_{-0.013} 2.37±0.172.37\pm 0.17
Stellar logg\log g (c.g.s.) 4.309±0.0064.309\pm 0.006 3.8890.050+0.0513.889^{+0.051}_{-0.050}
Stellar density (ρ~\rho_{\odot}) 0.57±0.010.57\pm 0.01 0.1190.020+0.0250.119^{+0.025}_{-0.020}
Stellar TeffT_{\rm eff} (K) 6330±1106330\pm 110 6279±516279\pm 51
Stellar [Fe/H]\rm[Fe/H] (dex) +0.23±0.14+0.23\pm 0.14 +0.1900.085+0.084+0.190^{+0.084}_{-0.085}
Orbital period (d) 5.031555±0.0000025.031555\pm 0.000002 5.0316230.000031+0.0000325.031623^{+0.000032}_{-0.000031}
Velocity amplitude ( m s-1) 84±584\pm 5 82±1282\pm 12
Orbital eccentricity 0.0 fixed 0.0 fixed
Ratio of the radii 0.0503±0.00080.0503\pm 0.0008 0.07720.0018+0.00190.0772^{+0.0019}_{-0.0018}
Fractional stellar radius 0.09730.0973 0.165±0.0100.165\pm 0.010
Planet mass (MJup~{\rm M}_{\rm Jup}) 0.821±0.0560.821\pm 0.056 0.95±0.140.95\pm 0.14
Planet radius (RJup~{\rm R}_{\rm Jup}) 0.6320.013+0.0140.632^{+0.014}_{-0.013} 1.780.16+0.171.78^{+0.17}_{-0.16}
Surface gravity ( m s-2) 46.83.1+3.346.8^{+3.3}_{-3.1} 7.451.5+1.87.45^{+1.8}_{-1.5}
Planet density (ρJup~\rho_{\rm Jup}) 3.240.26+0.313.24^{+0.31}_{-0.26} 0.1580.040+0.0540.158^{+0.054}_{-0.040}
Equilibrium temperature (K) 1415±221415\pm 22 1800±571800\pm 57
Semimajor axis (au) 0.0617±0.00050.0617\pm 0.0005 0.067080.0013+0.000970.06708^{+0.00097}_{-0.0013}

We have therefore used data from the NASA Transiting Exoplanet Survey Satellite (TESS; Ref. Ricker+15jatis) to establish robust properties for this system. For the rest of the current work we refer to the object under analysis as WASP-86 / KELT-12 and suggest that this be adopted in the literature to ensure an equitable credit for the discovery of this planetary system.

Very little work has been published on WASP-86 / KELT-12 since the discovery papers Faedi+16; Stevens+17aj. Coker et al. Coker+18aj presented high-resolution speckle imaging. They found no evidence for faint nearby companions, with limiting magnitude differences of 4.40 and 4.23 mag at 1.0′′ separation, at wavelengths of 692 and 880 nm, respectively. The system is also listed under the name WASP-86 in the SWEET-Cat catalogue of stellar parameters§§ § http://sweetcat.iastro.pt (Santos et al. Santos+13aa), where the host star is assigned the properties Teff=6278±51T_{\rm eff}=6278\pm 51 K, logg=3.89±0.05\log g=3.89\pm 0.05 and [Fe/H]=+0.19±0.08\rm[Fe/H]=+0.19\pm 0.08.

Observational material

Refer to caption
Figure 1: TESS short-cadence PDCSAP photometry of WASP-86 / KELT-12. The top two panels show the data for sector 25 and the bottom two panels show the data for sector 26.

WASP-86 / KELT-12 was observed using the NASA TESS satellite Ricker+15jatis in sectors 25 (2020/05/13 to 2020/06/08) and 26 (2020/06/08 to 2020/07/04). The light curves comprise 18 489 and 17 909 datapoints obtained in short cadence mode Jenkins+16spie, respectively, which were downloaded from the MAST archive Mikulski Archive for Space Telescopes,
https://mast.stsci.edu/portal/Mashup/Clients/Mast/Portal.html
and converted to relative magnitude. All datapoints whose QUALITY flag was not zero were rejected, leaving a total of 34 188 observations.

The TESS simple aperture photometry (SAP) had several instrumental trends which have been removed from the Pre-search Data Conditioning (PDCSAP) data, so we used the latter in our analysis (Fig. 1). These data contain ten transits, of which one is only partially covered so was ignored. We selected the data during and close to each transit for further analysis, and fitted low-order polynomials to them to rectify them to zero differential magnitude. We rejected the data away from transit as they contain no useful information so merely slow down the computation of the best fit, leaving 4317 datapoints for our analysis.

Further data are planned https://heasarc.gsfc.nasa.gov/cgi-bin/tess/webtess/wtv.py?Entry=wasp-86 to be obtained in TESS sectors 40 (2021/06/24 to 2021/07/23) and 52–53 (2022/05/18 to 2022/07/09). It will be worthwhile to revisit the system at a later data to include these data in an updated analysis.

Analysis of the TESS light curve

Refer to caption
Figure 2: The TESS light curve of WASP-86 / KELT-12 (filled circles) around the times of transit compared to the best fit (white line). The residuals of the fit are shown in the lower panel.

We analysed the TESS light curve of WASP-86 / KELT-12 using the approach developed in the first author’s Homogeneous Studies papers (see Ref. Me08mn and subsequent works). This is briefly described below. The errorbars were rescaled to force the reduced χ2\chi^{2} of the best fit to be unity.

The light curve was modelled using version 41 of the jktebop**** ** http://www.astro.keele.ac.uk/jkt/codes/jktebop.html code Me++04mn2; Me13aa. The fitted parameters were a reference time of mid-transit (T0T_{0}), the orbital period (PP) and inclination (ii), and the sum and ratio of the fractional radii (rA+rbr_{\rm A}+r_{\rm b} and k=rb/rAk=r_{\rm b}/r_{\rm A} where rA=RA/ar_{\rm A}=R_{\rm A}/a and rb=Rb/ar_{\rm b}=R_{\rm b}/a, RAR_{\rm A} is the radius of the star, RbR_{\rm b} is the radius of the planet and aa is the semi-major axis of the relative orbit). In the current work we subscript properties of the star with an ‘A’ and of the planet with a ‘b’. We also fitted the coefficients of a straight line to normalise each transit to unit flux.

A circular orbit was assumed based on previous work Faedi+16; Stevens+17aj and third light was assumed to be zero because the star appears to be isolated in the sky and no close companions have been found using high-resolution imaging Stevens+17aj; Coker+18aj. The relatively modest upper limits from the speckle imaging are not problematic because Southworth et al. Me+20aa found that any stars more than 3 mag fainter than the planet host star have a negligible effect on the transit fit.

Limb darkening was included using four biparametric laws: quadratic, square-root, logarithmic and cubic Me08mn. The data were fitted using two approaches for each law: both limb darkening coefficients fixed; and the linear coefficient fitted but the nonlinear coefficient fixed. There is no advantage in fitting for both limb darkening coefficients as they are strongly correlated Me++07aa so primarily cause the minimisation process to be less stable. The values of the limb darkening coefficients were obtained from Claret Claret17aa for solar metallicity. The best fit is shown in Fig. 2.

We specified as the reference time of minimum light one of the transit midpoints near the middle of the TESS dataset. The TESS data alone constrain the orbital period well, but we included the quoted time of inferior conjunction from Stevens et al. Stevens+17aj to further improve the measurement. This time is 383 cycles earlier than our reference time and improves the precision of the period measurement by a factor of 55.

Table II: Results of the jktebop analysis of the TESS light curve of WASP-86 / KELT-12. The errorbars are 1σ\sigma.
Quantity Symbol Value
Orbital period (d) PP 5.0316331±0.00000255.0316331\pm 0.0000025
Time of minimum light (BJD/TDB) T0T_{0} 2459010.77580±0.000352459010.77580\pm 0.00035
Sum of the fractional radii rA+rbr_{\rm A}+r_{\rm b} 0.1611±0.00860.1611\pm 0.0086
Ratio of the radii kk 0.07037±0.000810.07037\pm 0.00081
Orbital inclination () ii 85.9±1.285.9\pm 1.2
Fractional radius of the star rAr_{\rm A} 0.1505±0.00800.1505\pm 0.0080
Fractional radius of the planet rbr_{\rm b} 0.01059±0.000670.01059\pm 0.00067

The uncertainties in the parameters of the fit were obtained in two ways: using Monte Carlo and residual-permutation algorithms Me08mn. To this was added a contribution to the variation between fits with different treatment of limb darkening coefficients, which was small. The Monte Carlo errorbars are larger than the residual-permutation errorbars in this case, indicating that red noise in the TESS light curve is not significant. The fitted parameters and errorbars are given in Table II.

Physical properties of WASP-86 / KELT-12

Although TEPs are a special case of eclipsing binary star system, they have the disadvantage that one piece of information is missing: the planet is not (normally) identifiable in spectra so its RVs are not measurable. An additional constraint is needed, and is usually obtained by forcing the properties of the host star to match expectations for normal stars. This can be done using empirical calibrations of stellar properties Me10mn; Me09mn; Enoch+10aa or by interpolating in the predictions of theoretical stellar models Me09mn; Sozzetti+07apj; Maxted++15aa.

The theoretical-model approach is the more widely used because it yields high-precision results. The fractional radius of the star – as measured from the transit light curve – is very closely related to its density SeagerMallen03apj. High-resolution spectroscopy can be used to determine the TeffT_{\rm eff} and [Fe/H]\rm[Fe/H] of the star to high precision. Armed with these measurements, the mass, radius and age of the star follow from a comparison with theoretical predictions.

For the TeffT_{\rm eff} and [Fe/H]\rm[Fe/H] of the host star in WASP-86 / KELT-12 we used the values from Stevens et al. Stevens+17aj. For the velocity amplitude of the star we took the weighted mean of the values from the two discovery papers (Table I): KA=83.7±4.6K_{\rm A}=83.7\pm 4.6 m s-1.

Table III: Physical properties of WASP-86 / KELT-12 obtained in this work. Where one errorbar is given this is the random error. Where two sets of errorbars are given the first is the random and the second is the systematic error.
Parameter Value
Stellar mass (M~{\rm M}_{\odot}) 1.278 ±\pm 0.034  ±\pm 0.019
Stellar radius (R~{\rm R}_{\odot}) 2.02 ±\pm 0.12  ±\pm 0.01
Stellar logg\log g (c.g.s.) 3.934 ±\pm 0.050  ±\pm 0.002
Stellar density (ρ~\rho_{\odot}) 0.155±0.0270.155\pm 0.027
Planet mass (MJup~{\rm M}_{\rm Jup}) 0.833 ±\pm 0.048  ±\pm 0.008
Planet radius (RJup~{\rm R}_{\rm Jup}) 1.382 ±\pm 0.089  ±\pm 0.007
Surface gravity ( m s-2) 10.8±1.510.8\pm 1.5
Planet density (ρJup~\rho_{\rm Jup}) 0.295 ±\pm 0.059  ±\pm 0.001
Equilibrium temperature (K) 1722±511722\pm 51
Semimajor axis (au) 0.06237 ±\pm 0.00054  ±\pm 0.00031
Age of system (Gyr) 1.50.5+0.40.4+0.4{1.5\,^{+0.4}_{-0.5}}\,^{+0.4}_{-0.4}

We continued to follow the Homogeneous Studies approach Me10mn and use tabulated predictions from theoretical stellar evolutionary models. We first estimated an initial value of the velocity amplitude of the planet, KbK_{\rm b}, and used that plus KAK_{\rm A}, rAr_{\rm A}, rbr_{\rm b}, ii and PP to determine the full properties of both components using standard formulae Hilditch01book. We then iterated the value of KbK_{\rm b} to find the best match between the measured rAr_{\rm A} and TeffT_{\rm eff} and the values of RA/aR_{\rm A}/a and TeffT_{\rm eff} obtained by interpolation in the theoretical models. This was done for a range of ages via a grid search to arrive at a single best set of physical properties for the system. Finally, this was performed for five different sets of theoretical models Me10mn to obtain five different estimates of the system properties. The uncertainties in all input values were propagated by rerunning the analysis for every input parameter plus and minus its uncertainty. We also obtained a systematic error for each parameter, which we took to be the largest difference between the mean and individual values for each parameter across the results from the five different sets of theoretical models.

Refer to caption
Figure 3: Plot of the mass and radius measurements of the star in the WASP-86 / KELT-12 system. The results from Faedi et al. Faedi+16 and Stevens et al. Stevens+17aj are shown with filled points and errorbars. The measurements from the current work are shown with a larger filled circle and thicker lines for the errorbars. For context, the mass and radius measurements for the other planets discovered by the SuperWASP and KELT consortia are shown with open circles (errorbars omitted for clarity). Data taken from TEPCat Me15aspc on 2021/08/24.
Refer to caption
Figure 4: Plot of the mass and radius measurements of the planet in the WASP-86 / KELT-12 system. Other comments are the same as for Fig. 3.

The final parameters and uncertainties are given in Table III. Random and systematic errors are given for all measured quantities, with the exception of those which do not depend on stellar theory thus have no systematic error. A comparison between Tables II and III and Table I shows that our results are intermediate between those from the discovery papers, but are closer to those from Stevens et al. Stevens+17aj than Faedi et al. Faedi+16. This is further illustrated in Figs. 3 and 4, which compare the sets of results in mass–radius diagrams for the two components of the system. We find the star to be moderately evolved and the planet to have an inflated radius as often seen in gas giants (e.g. Me+12mn3).

It is clear that there are major differences in the three sets of physical properties measured for the WASP-86 / KELT-12 system. We expect our new measurements to be the most reliable as they are based on much better light curves (courtesy of TESS) than previously available. Interestingly, the differences do not arise from spectroscopic measurements because the TeffT_{\rm eff}, [Fe/H]\rm[Fe/H] and KAK_{\rm A} values measured for the host star are very consistent across previous works Faedi+16; Stevens+17aj. The discrepancy therefore must come from the density of the star, which is calculated almost directly from rAr_{\rm A}, which itself depends on the transit duration. Faedi et al. Faedi+16 significantly underestimated the transit duration, whereas Stevens et al. Stevens+17aj slightly overestimated it. Both issues can be attributed to the difficulty of measuring the transit shape reliably using ground-based observations when the transit is this long (5.6 hours) and shallow (0.5%). Stevens et al. did indeed note that their results “can be heavily influenced by our choice of detrending parameters” (see their section 4.1).

In the discussion above we have assumed that the TESS light curve, and our model of it, are both reliable. Whilst this assumption appears safe, it is possible that a small amount of contaminating light exists which would have the effect of making the transit shallower and thus causing us to underestimate the radius of the planet. It is unfortunately not possible to determine the amount of contaminating light directly from the TESS light curve (see discussion in Southworth Me10mn) so we are unable to remove this caveat from our analysis.

Summary

The transiting planetary system WASP-86 / KELT-12 was discovered independently by the SuperWASP Faedi+16 and KELT Stevens+17aj groups, the two announcements occuring within a few weeks of each other. However, the properties of the system measured by the two groups were in poor agreement; the most obvious being a factor of three difference in the radius of the planetary component.

The main problem was the difficulty of obtaining suitable light curves of the transit, which is 5.6 hours long and only 0.5% deep. We have therefore sought to establish reliable properties of the system using the light curve obtained by the TESS mission, which observed ten consecutive transits over the course of 51.5 d. We used the Homogeneous Studies approach to analyses these data: we first modelled the TESS light curve then deduced the properties of the system by requiring the host star to match tabulated predictions from several sets of theoretical stellar models.

We find system properties that are midway between those in the discovery papers Faedi+16; Stevens+17aj. The SuperWASP analysis yielded a transit duration that was too small, leading to an overestimate of the stellar density and an underestimate of the radii of both components. The KELT analysis was closer to our results, but had a slightly over-long transit duration and thus an overestimate of the two radii. These issues underline the difficulty of obtaining good light curves of transits like these from ground-based telescopes. From our analysis of the TESS light curve we find that the host star is moderately evolved and that the planet is one of the class of inflated hot Jupiters Fortney++07apj.

Other quasi-simultaneous independent discoveries have also occurred in the past, for example HAT-P-10 Bakos+09apj and WASP-11 West+09aa, HAT-P-27 Beky+12apj and WASP-40 Anderson+11pasp, MASCARA-2 Talens+18aa and KELT-20 Lund+17aj. Several independent announcements of new TEPs have also occurred based on separate groups following up the same TESS light curves. Whilst most sets of analyses are in mutual agreement, there are examples of strong disagreement on the physical properties (e.g. the subject of the current work) or even how many planets are needed to produce a set of observed transit events (e.g. TOI-561; Refs. Lacedelli+21mn; Weiss+21aj). These instances can serve as informative cross-checks on the veracity of the properties measured for TEPs.

Acknowledgements

We thank Jake Morgan for accidentally triggering this work, and Andrew Cameron and Don Pollacco for helpful comments. This paper includes data collected by the TESS mission. Funding for the TESS mission is provided by the NASA’s Science Mission Directorate. The following resources were used in the course of this work: the NASA Astrophysics Data System; the SIMBAD database operated at CDS, Strasbourg, France; and the arχ\chiiv scientific paper preprint service operated by Cornell University.

References

  • 1 F. Faedi et al., arXiv:1608.04225, 2016.
  • 2 D. J. Stevens et al., AJ, 153, 178, 2017.
  • 3 G. W. Henry et al., ApJ, 529, L41, 2000.
  • 4 D. Charbonneau et al., ApJ, 529, L45, 2000.
  • 5 R. Alonso et al., ApJ, 613, L153, 2004.
  • 6 G. Á. Bakos et al., PASP, 114, 974, 2002.
  • 7 D. L. Pollacco et al., PASP, 118, 1407, 2006.
  • 8 J. Pepper et al., PASP, 119, 923, 2007.
  • 9 G. Á. Bakos et al., PASP, 125, 154, 2013.
  • 10 J. Pepper, A. Gould & D. L. Depoy, AcA, 53, 213, 2003.
  • 11 G. Á. Bakos et al., apJ, 696, 1950, 2009.
  • 12 R. G. West et al., A&A, 502, 395, 2009.
  • 13 J. Southworth, MNRAS, 408, 1689, 2010.
  • 14 J. Southworth, MNRAS, 417, 2166, 2011.
  • 15 G. R. Ricker et al., Journal of Astronomical Telescopes, Instruments, and Systems, 1, 014003, 2015.
  • 16 C. T. Coker et al., AJ, 155, 27, 2018.
  • 17 N. C. Santos et al., A&A, 556, A150, 2013.
  • 18 J. M. Jenkins et al., in Proc. SPIE, 2016, Society of Photo-Optical Instrumentation Engineers (SPIE) Conference Series, vol. 9913, p. 99133E.
  • 19 J. Southworth, MNRAS, 386, 1644, 2008.
  • 20 J. Southworth, P. F. L. Maxted & B. Smalley, MNRAS, 351, 1277, 2004.
  • 21 J. Southworth, A&A, 557, A119, 2013.
  • 22 J. Southworth et al., A&A, 635, A74, 2020.
  • 23 J. Southworth, H. Bruntt & D. L. Buzasi, A&A, 467, 1215, 2007.
  • 24 A. Claret, A&A, 600, A30, 2017.
  • 25 J. Southworth, MNRAS, 394, 272, 2009.
  • 26 B. Enoch et al., A&A, 516, A33, 2010.
  • 27 A. Sozzetti et al., ApJ, 664, 1190, 2007.
  • 28 P. F. L. Maxted, A. M. Serenelli & J. Southworth, A&A, 575, A36, 2015.
  • 29 S. Seager & G. Mallén-Ornelas, ApJ, 585, 1038, 2003.
  • 30 R. W. Hilditch, An Introduction to Close Binary Stars (Cambridge University Press, Cambridge, UK), 2001.
  • 31 J. Southworth, in Living Together: Planets, Host Stars and Binaries (S. M. Rucinski, G. Torres & M. Zejda, eds.), 2015, Astronomical Society of the Pacific Conference Series, vol. 496, p. 321.
  • 32 J. Southworth et al., MNRAS, 426, 1338, 2012.
  • 33 J. J. Fortney, M. S. Marley & J. W. Barnes, ApJ, 659, 1661, 2007.
  • 34 B. Béky et al., ApJ, 734, 109, 2011.
  • 35 D. R. Anderson et al., PASP, 123, 555, 2011.
  • 36 G. J. J. Talens et al., A&A, 612, A57, 2018.
  • 37 M. B. Lund et al., AJ, 154, 194, 2017.
  • 38 G. Lacedelli et al., MNRAS, 501, 4148, 2021.
  • 39 L. M. Weiss et al., AJ, 161, 56, 2021.