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Journal ArticleDOI

Analytic Lightcurves for Planetary Transit Searches

TL;DR: In this paper, exact analytic formulae for the eclipse of a star described by quadratic or nonlinear limb darkening are presented for the HST observations of HD 209458, showing that the ratio of the planetary to stellar radii is 0.1207+-0.0003.
Abstract: We present exact analytic formulae for the eclipse of a star described by quadratic or nonlinear limb darkening. In the limit that the planet radius is less than a tenth of the stellar radius, we show that the exact lightcurve can be well approximated by assuming the region of the star blocked by the planet has constant surface brightness. We apply these results to the HST observations of HD 209458, showing that the ratio of the planetary to stellar radii is 0.1207+-0.0003. These formulae give a fast and accurate means of computing lightcurves using limb-darkening coefficients from model atmospheres which should aid in the detection, simulation, and parameter fitting of planetary transits.

Summary (2 min read)

1. INTRODUCTION

  • The eclipse of the star HD 209458 by an orbiting planet was recently used to measure the size and mass of the planet, which had been found with velocity measurements (Charbonneau et al. 2000; Henry et al. 2000).
  • Several large surveys that aim to find planets using the transit signature are now being carried out or planned and will soon yield large numbers of light curves requiring fast computation of eclipse models to find the transit needles within the haystack of variability (Borucki et al.
  • The limb darkening of main-sequence stars is typically represented by functions of , where v is the angle betweenm p cos v the normal to the stellar surface and the line of sight to the observer (Fig. 1a).
  • In § 3, the authors derive the light curve for eclipses of nonlinear limb-darkened stars.

2. UNIFORM SOURCE

  • In what follows, d is the center-to-center distance between the star and the planet, is the radius of the planet, is the stellar radius, is the normalized separationr r z p d/rp ∗ ∗ of the centers, and is the size ratio (Fig. 1b).
  • The flux relative to the unobscured flux is F.p p r /rp ∗.
  • The authors next consider the effects of limb darkening.

3. NONLINEAR LIMB DARKENING

  • Limb darkening causes a star to be more centrally peaked in brightness compared to a uniform source.
  • This leads to more significant dimming during eclipse and creates curvature in the trough.
  • The authors partition the parameter space in z and p into the regions and cases listed in Table 1.
  • In case 7, the edge of the planet’s disk touches the stellar center, but the planet is not entirely contained inside the area of the stellar disk.
  • This and the previous case apply when the planet is larger than half the size of the star.

4. QUADRATIC LIMB DARKENING

  • For linear limb darkening, , Merrill (1950) presents an equivalent analytic expression ing p 02 terms of an “eclipse function,” a.
  • The expressions here require fewer evaluations of the elliptic integrals, which decreases computation time, and include quadratic limb darkening.
  • The authors expression for eclipse with quadratic limb darkening decreases computation time by more than an order of magnitude compared to evaluating the expressions in § 3 or numerical integration of the unocculted flux.

5. SMALL PLANETS

  • For a small planet, , the interior of the light curve, , can be approximated by assuming the surface brightnessp 0.1 z !.
  • Taking the ratio of the depth of the eclipse at these points yields .
  • This is a very fast means of computing transit light curves with reasonable accuracy and may be used for any limb-darkening function, generalizing the approach of Deeg, Garrido, & Claret (2001).

6. DISCUSSION

  • Note that the higher order functions{m ( n} p p 0.1 have flux that is concentrated more strongly toward the center of the star and thus have a more gradual ingress and a deeper minimum as more flux is blocked at the center than the edge.
  • Contribution of flux from the planetary companion or other companions may be added to the light curve, reducing the transit depth.
  • To illustrate the utility of their formulae, the authors have fitted the nonlinear limb-darkened light curve to the HST Space Telescope Imaging Spectrograph (STIS) data of HD 209458 (Brown et al. 2001).
  • The ’s are poorly constrained given the small differences in the basis functions relative to the observed errors and2x p 1.046 cn the large impact parameter for this system.
  • The value for p in the quadratic case is consistent with the nonlinear case, indicating that the fit is independent of the assumed limb-darkening law.

7. CONCLUSIONS

  • The authors have derived analytic expressions for an eclipse including quadratic limb darkening and nonlinear limb darkening.
  • The authors have written a code that takes the properties of a host star, finds the limbdarkening coefficients in the tables of Claret (2000), and computes light curves for the parameters of a given planetary transit.
  • The authors thank Sara Seager and Leon Koopmans for useful discussions.
  • Support for E. A. was provided by the National Aeronautics and Space Administration through Chandra Postdoctoral Fellowship award PF0-10013 issued by the Chandra X-Ray Observatory Center, which is operated by the Smithsonian Astrophysical Observatory for and on behalf of the National Aeronautics Space Administration under contract NAS8-39073.
  • K. M. was supported by a Caltech Summer Undergraduate Research Fellowship.

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Citations
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Journal ArticleDOI
23 Feb 2017-Nature
TL;DR: The observations reveal that at least seven planets with sizes and masses similar to those of Earth revolve around TRAPPIST-1, and the six inner planets form a near-resonant chain, such that their orbital periods are near-ratios of small integers.
Abstract: One aim of modern astronomy is to detect temperate, Earth-like exoplanets that are well suited for atmospheric characterization. Recently, three Earth-sized planets were detected that transit (that is, pass in front of) a star with a mass just eight per cent that of the Sun, located 12 parsecs away. The transiting configuration of these planets, combined with the Jupiter-like size of their host star—named TRAPPIST-1—makes possible in-depth studies of their atmospheric properties with present-day and future astronomical facilities. Here we report the results of a photometric monitoring campaign of that star from the ground and space. Our observations reveal that at least seven planets with sizes and masses similar to those of Earth revolve around TRAPPIST-1. The six inner planets form a near-resonant chain, such that their orbital periods (1.51, 2.42, 4.04, 6.06, 9.1 and 12.35 days) are near-ratios of small integers. This architecture suggests that the planets formed farther from the star and migrated inwards. Moreover, the seven planets have equilibrium temperatures low enough to make possible the presence of liquid water on their surfaces.

1,476 citations

Journal ArticleDOI
Natalie M. Batalha1, Natalie M. Batalha2, Jason F. Rowe2, Stephen T. Bryson2, Thomas Barclay2, Christopher J. Burke2, Douglas A. Caldwell2, Jessie L. Christiansen2, Fergal Mullally2, Susan E. Thompson2, Timothy M. Brown3, Andrea K. Dupree4, Daniel C. Fabrycky5, Eric B. Ford6, Jonathan J. Fortney5, Ronald L. Gilliland7, Howard Isaacson8, David W. Latham4, Geoffrey W. Marcy8, Samuel N. Quinn4, Samuel N. Quinn9, Darin Ragozzine4, Avi Shporer3, William J. Borucki2, David R. Ciardi10, Thomas N. Gautier10, Michael R. Haas2, Jon M. Jenkins2, David G. Koch2, Jack J. Lissauer2, William Rapin2, Gibor Basri8, Alan P. Boss11, Lars A. Buchhave12, Joshua A. Carter4, David Charbonneau4, Joergen Christensen-Dalsgaard13, Bruce D. Clarke10, William D. Cochran14, Brice-Olivier Demory15, Jean-Michel Desert4, Edna DeVore16, Laurance R. Doyle16, Gilbert A. Esquerdo4, Mark E. Everett, Francois Fressin4, John C. Geary4, Forrest R. Girouard2, Alan Gould17, Jennifer R. Hall2, Matthew J. Holman4, Andrew W. Howard8, Steve B. Howell2, Khadeejah A. Ibrahim2, Karen Kinemuchi2, Hans Kjeldsen13, Todd C. Klaus2, Jie Li2, Philip W. Lucas18, Søren Meibom4, Robert L. Morris2, Andrej Prsa19, Elisa V. Quintana2, Dwight T. Sanderfer2, Dimitar Sasselov4, Shawn Seader2, Jeffrey C. Smith2, Jason H. Steffen20, Martin Still2, Martin C. Stumpe2, Jill Tarter16, Peter Tenenbaum2, Guillermo Torres4, Joseph D. Twicken2, Kamal Uddin2, Jeffrey Van Cleve2, Lucianne M. Walkowicz21, William F. Welsh22 
TL;DR: In this paper, the authors verified nearly 5000 periodic transit-like signals against astrophysical and instrumental false positives yielding 1108 viable new transiting planet candidates, bringing the total count up to over 2300.
Abstract: New transiting planet candidates are identified in 16 months (2009 May-2010 September) of data from the Kepler spacecraft. Nearly 5000 periodic transit-like signals are vetted against astrophysical and instrumental false positives yielding 1108 viable new planet candidates, bringing the total count up to over 2300. Improved vetting metrics are employed, contributing to higher catalog reliability. Most notable is the noise-weighted robust averaging of multi-quarter photo-center offsets derived from difference image analysis that identifies likely background eclipsing binaries. Twenty-two months of photometry are used for the purpose of characterizing each of the candidates. Ephemerides (transit epoch, T_0, and orbital period, P) are tabulated as well as the products of light curve modeling: reduced radius (R_P/R_★), reduced semimajor axis (d/R_★), and impact parameter (b). The largest fractional increases are seen for the smallest planet candidates (201% for candidates smaller than 2 R_⊕ compared to 53% for candidates larger than 2 R_⊕) and those at longer orbital periods (124% for candidates outside of 50 day orbits versus 86% for candidates inside of 50 day orbits). The gains are larger than expected from increasing the observing window from 13 months (Quarters 1-5) to 16 months (Quarters 1-6) even in regions of parameter space where one would have expected the previous catalogs to be complete. Analyses of planet frequencies based on previous catalogs will be affected by such incompleteness. The fraction of all planet candidate host stars with multiple candidates has grown from 17% to 20%, and the paucity of short-period giant planets in multiple systems is still evident. The progression toward smaller planets at longer orbital periods with each new catalog release suggests that Earth-size planets in the habitable zone are forthcoming if, indeed, such planets are abundant.

1,271 citations

Journal ArticleDOI
02 Jan 2014-Nature
TL;DR: A measurement of the transmission spectrum of GJ 1214b at near-infrared wavelengths is reported, sufficiently precise to detect absorption features from a high mean-molecular-mass atmosphere and rule out cloud-free atmospheric models with compositions dominated by water, methane, carbon monoxide, nitrogen or carbon dioxide.
Abstract: Recent surveys have revealed that planets intermediate in size between Earth and Neptune (‘super-Earths’) are among the most common planets in the Galaxy. Atmospheric studies are the next step towards developing a comprehensive understanding of this new class of object. Much effort has been focused on using transmission spectroscopy to characterize the atmosphere of the super-Earth archetype GJ 1214b, but previous observations did not have sufficient precision to distinguish between two interpretations for the atmosphere. The planet’s atmosphere could be dominated by relatively heavy molecules, such as water (for example, a 100 per cent water vapour composition), or it could contain high-altitude clouds that obscure its lower layers. Here we report a measurement of the transmission spectrum of GJ 1214b at near-infrared wavelengths that definitively resolves this ambiguity. The data, obtained with the Hubble Space Telescope, are sufficiently precise to detect absorption features from a high mean-molecular-mass atmosphere. The observed spectrum, however, is featureless. We rule out cloud-free atmospheric models with compositions dominated by water, methane, carbon monoxide, nitrogen or carbon dioxide at greater than 5σ confidence. The planet’s atmosphere must contain clouds to be consistent with the data.

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Abstract: We present an improved estimate of the occurrence rate of small planets orbiting small stars by searching the full four-year Kepler data set for transiting planets using our own planet detection pipeline and conducting transit injection and recovery simulations to empirically measure the search completeness of our pipeline. We identified 156 planet candidates, including one object that was not previously identified as a Kepler Object of Interest. We inspected all publicly available follow-up images, observing notes, and centroid analyses, and corrected for the likelihood of false positives. We evaluated the sensitivity of our detection pipeline on a star-by-star basis by injecting 2000 transit signals into the light curve of each target star. For periods shorter than 50 days, we find Earth-size planets (1−1.5 R⊕) and super-Earths (1.5−2 R⊕) per M dwarf. In total, we estimate a cumulative planet occurrence rate of 2.5 ± 0.2 planets per M dwarf with radii 1−4 R⊕ and periods shorter than 200 days. Within a conservatively defined habitable zone (HZ) based on the moist greenhouse inner limit and maximum greenhouse outer limit, we estimate an occurrence rate of Earth-size planets and super-Earths per M dwarf HZ. Adopting the broader insolation boundaries of the recent Venus and early Mars limits yields a higher estimate of Earth-size planets and super-Earths per M dwarf HZ. This suggests that the nearest potentially habitable non-transiting and transiting Earth-size planets are 2.6 ± 0.4 pc and pc away, respectively. If we include super-Earths, these distances diminish to 2.1 ± 0.2 pc and pc.

970 citations

Journal ArticleDOI
07 Jan 2016-Nature
TL;DR: The difference between the planetary radius measured at optical and infrared wavelengths is an effective metric for distinguishing different atmosphere types, so that strong water absorption lines are seen in clear-atmosphere planets and the weakest features are associated with clouds and hazes.
Abstract: Thousands of transiting exoplanets have been discovered, but spectral analysis of their atmospheres has so far been dominated by a small number of exoplanets and data spanning relatively narrow wavelength ranges (such as 1.1-1.7 micrometres). Recent studies show that some hot-Jupiter exoplanets have much weaker water absorption features in their near-infrared spectra than predicted. The low amplitude of water signatures could be explained by very low water abundances, which may be a sign that water was depleted in the protoplanetary disk at the planet's formation location, but it is unclear whether this level of depletion can actually occur. Alternatively, these weak signals could be the result of obscuration by clouds or hazes, as found in some optical spectra. Here we report results from a comparative study of ten hot Jupiters covering the wavelength range 0.3-5 micrometres, which allows us to resolve both the optical scattering and infrared molecular absorption spectroscopically. Our results reveal a diverse group of hot Jupiters that exhibit a continuum from clear to cloudy atmospheres. We find that the difference between the planetary radius measured at optical and infrared wavelengths is an effective metric for distinguishing different atmosphere types. The difference correlates with the spectral strength of water, so that strong water absorption lines are seen in clear-atmosphere planets and the weakest features are associated with clouds and hazes. This result strongly suggests that primordial water depletion during formation is unlikely and that clouds and hazes are the cause of weaker spectral signatures.

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References
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Journal ArticleDOI
TL;DR: High-precision, high-cadence photometric measurements of the star HD 209458 are reported, which is known from radial velocity measurements to have a planetary-mass companion in a close orbit and the detailed shape of the transit curve due to both the limb darkening of thestar and the finite size of the planet is clearly evident.
Abstract: We report high-precision, high-cadence photometric measurements of the star HD 209458, which is known from radial velocity measurements to have a planetary-mass companion in a close orbit. We detect two separate transit events at times that are consistent with the radial velocity measurements. In both cases, the detailed shape of the transit curve due to both the limb darkening of the star and the finite size of the planet is clearly evident. Assuming stellar parameters of 1.1 R⊙ and 1.1 M⊙, we find that the data are best interpreted as a gas giant with a radius of 1.27 ± 0.02 RJup in an orbit with an inclination of 871 ± 02. We present values for the planetary surface gravity, escape velocity, and average density and discuss the numerous observations that are warranted now that a planet is known to transit the disk of its parent star.

1,494 citations


"Analytic Lightcurves for Planetary ..." refers methods in this paper

  • ...INTRODUCTION The eclipse of the star HD 209458 by an orbiting planet was recently used to measure the size and mass of the planet, which had been found with velocity measurements (Charbonneau et al. 2000; Henry et al. 2000)....

    [...]

Journal ArticleDOI
TL;DR: Doppler measurements from Keck exhibit a sinusoidal periodicity in the velocities of the G0 dwarf HD 209458, having a semiamplitude of 81 m s-1 and a period of 3.5239 days, which is indicative of a "51 Peg-like" planet with a minimum mass (Msini) of 0.62 MJup and a semimajor axis of0.046 AU.
Abstract: Doppler measurements from Keck exhibit a sinusoidal periodicity in the velocities of the G0 dwarf HD 209458, having a semiamplitude of 81 m s 21 and a period of 3.5239 days, which is indicative of a “51 Peg‐like” planet with a minimum mass ( ) of 0.62 MJup and a semimajor axis of 0.046 AU. Follow-up photometry reveals M sin i a drop of 0.017 mag at the predicted time (within the errors) of transit by the companion based on the velocities. This is the first extrasolar planet observed to transit its star. The radius of the planet derived from the magnitude of the dimming is 1.42 RJup, which is consistent with models of irradiated Jupiter-mass planets. The transit implies that , leading to a true mass of 0.62 MJup for the planet. The resulting mean density of 0.27 g cm 23 sin i 1 0.993 implies that the companion is a gas giant. Subject headings: planetary systems — stars: individual (HD 209458)

940 citations


"Analytic Lightcurves for Planetary ..." refers methods in this paper

  • ...INTRODUCTION The eclipse of the star HD 209458 by an orbiting planet was recently used to measure the size and mass of the planet, which had been found with velocity measurements (Charbonneau et al. 2000; Henry et al. 2000)....

    [...]

Journal ArticleDOI
TL;DR: In this article, a model consisting of an opaque circular planet transiting a limb-darkened stellar disk was used to estimate the planetary radius Rp = 1.347 ± 0.060 RJup.
Abstract: We have observed four transits of the planet of HD 209458 using the STIS spectrograph on the Hubble Space Telescope (HST). Summing the recorded counts over wavelength between 582 and 638 nm yields a photometric time series with 80 s time sampling and relative precision of about 1.1 × 10-4 per sample. The folded light curve can be fitted within observational errors using a model consisting of an opaque circular planet transiting a limb-darkened stellar disk. In this way we estimate the planetary radius Rp = 1.347 ± 0.060 RJup, the orbital inclination i = 866 ± 014, the stellar radius R* = 1.146 ± 0.050 R☉, and one parameter describing the stellar limb darkening. Our estimated radius is smaller than those from earlier studies but is consistent within measurement errors and also with theoretical estimates of the radii of irradiated Jupiter-like planets. Satellites or rings orbiting the planet would, if large enough, be apparent from distortions of the light curve or from irregularities in the transit timings. We find no evidence for either satellites or rings, with upper limits on satellite radius and mass of 1.2 R⊕ and 3 M⊕, respectively. Opaque rings, if present, must be smaller than 1.8 planetary radii in radial extent. The high level of photometric precision attained in this experiment confirms the feasibility of photometric detection of Earth-sized planets circling Sun-like stars.

613 citations

Journal ArticleDOI
TL;DR: In this article, the authors proposed a method to superimpose the planet atmosphere absorption features on the stellar flux, which can be used to constrain the line-of-sight temperature, pressure and density.
Abstract: The recent transit observation of HD 209458 b - an extrasolar planet orbiting a sun-like star - confirmed that it is a gas giant and determined that its orbital inclination is 85 degrees. This inclination makes possible investigations of the planet atmosphere. In this paper we discuss the planet transmission spectra during a transit. The basic tenet of the method is that the planet atmosphere absorption features will be superimposed on the stellar flux as the stellar flux passes through the planet atmosphere above the limb. The ratio of the planet's transparent atmosphere area to the star area is small, approximately 10^{-3} to 10^{-4}; for this method to work very strong planet spectral features are necessary. We use our models of close-in extrasolar giant planets to estimate promising absorption signatures: the alkali metal lines, in particular the Na I and K I resonance doublets, and the He I $2^3S$ - $2^3P$ triplet line at 1083.0 nm. If successful, observations will constrain the line-of-sight temperature, pressure, and density. The most important point is that observations will constrain the cloud depth, which in turn will distinguish between different atmosphere models. We also discuss the potential of this method for EGPs at different orbital distances and orbiting non-solar-type stars.

440 citations


"Analytic Lightcurves for Planetary ..." refers background in this paper

  • ...For treatment of subtler effects during planetary transits, see Seager, Whitney, & Sasselov (2000), Seager & Sasselov (2000), Hubbard et al. (2001), and Hui & Seager (2002)....

    [...]

Journal ArticleDOI
TL;DR: In this paper, the authors present theoretical optical photometric light curves and polarization curves for the CEGP systems from re-ected planetary light, and discuss the temperature-pressure pro-les and resulting emergent spectra of the cEGP atmospheres.
Abstract: The close-in extrasolar giant planets (CEGPs), AU from their parent stars, may have a large (0.05 component of optically re—ected light. We present theoretical optical photometric light curves and polar- ization curves for the CEGP systems from re—ected planetary light. DiUerent particle sizes of three con- densates are considered. In the most re—ective case, the variability is B100 kmag, which will be easily detectable by the upcoming satellite missions Microvariability and Oscillations of Stars (MOST ), COROT , and Measuring Oscillations in Nearby Stars (MONS), and possibly from the ground in the near future. The least re—ective case is caused by small, highly absorbing grains such as solid Fe, with variation of much less than 1 kmag. Polarization for all cases is lower than current detectability limits. We also discuss the temperature-pressure pro—les and resulting emergent spectra of the CEGP atmospheres. We discuss the observational results of q Boo b by Cameron et al. and Charbonneau et al. in context of our model results. The predictionsthe shape and magnitude of the light curves and polarization curves¨ are highly dependent on the sizes and types of condensates present in the planetary atmosphere. Subject headings: planetary systemsradiative transferstars: atmospheres

351 citations

Related Papers (5)
Frequently Asked Questions (13)
Q1. What are the contributions in "Analytic light curves for planetary transit searches" ?

The authors present exact analytic formulae for the eclipse of a star described by quadratic or nonlinear limb darkening. In the limit that the planet radius is less than a tenth of the stellar radius, the authors show that the exact light curve can be well approximated by assuming the region of the star blocked by the planet has constant surface brightness. The authors apply these results to the Hubble Space Telescope observations of HD 209458, showing that the ratio of the planetary to stellar radii is. 

The authors have written a code that takes the properties of a host star, finds the limbdarkening coefficients in the tables of Claret ( 2000 ), and computes light curves for the parameters of a given planetary transit. Using the appropriate limb-darkening coefficients for each star ’ s spectral type will help to distinguish these contaminants from true planetary transits, which can be accomplished using the formulae presented here. 

Planetary searches suffer from two important backgrounds: grazing eclipsing binaries and triple systems in which two stars eclipse while the flux from the third reduces the depth of the eclipse. 

All of the curves cross near , which means that accuratez ∼ 0.7 observations are required near minimum and egress/ingress to constrain the coefficients of the various basis functions. 

The eclipse of the star HD 209458 by an orbiting planet was recently used to measure the size and mass of the planet, which had been found with velocity measurements (Charbonneau et al. 2000; Henry et al. 2000). 

In this Letter, the authors compute analytic functions for transit light curves for the quadratic and nonlinear limb-darkening laws and make available their codes to the community (§ 7). 

Contribution of flux from the planetary companion or other companions may be added to the light curve, reducing the transit depth. 

The value for p in the quadratic case is consistent with the nonlinear case, indicating that the fit is independent of the assumed limb-darkening law. 

The nonlinear law (§ 3) provides an accurate fit to realistic stellar limb darkening, while the quadratic fit (§ 4) provides a fast means of obtaining a relatively accurate light curve. 

Using the appropriate limb-darkening coefficients for each star’s spectral type will help to distinguish these contaminants from true planetary transits, which can be accomplished using the formulae presented here. 

The recent activity in this new field of astronomy motivates a return to the equations describing the transit light curve, the subject of this Letter. 

For an extremely fast and fairly accurate approximation for any limb-darkening law,the equations in § 5 may be used to derive light curves. 

The limb darkening of main-sequence stars is typically represented by functions of , where v is the angle betweenm p cos v the normal to the stellar surface and the line of sight to the observer (Fig. 1a).