Limb darkening and exoplanets: testing stellar model atmospheres and identifying biases in transit parameters
arXiv:1503.07020 · doi:10.1093/mnras/stv744
Abstract
Limb-darkening is fundamental in determining transit lightcurve shapes, and is typically modeled by a variety of laws that parametrize the intensity profile of the star that is being transited. Confronted with a transit lightcurve, some authors fix the parameters of these laws, the so-called limb-darkening coefficients (LDCs), while others prefer to let them float in the lightcurve fitting procedure. Which of these is the best strategy, however, is still unclear, as well as how and by how much each of these can bias the retrieved transit parameters. In this work we attempt to clarify those points by first re-calculating these LDCs, comparing them to measured values from Kepler transit lightcurves using an algorithm that takes into account uncertainties in both the geometry of the transit and the parameters of the stellar host. We show there are significant departures from predicted model values, suggesting that our understanding of limb-darkening still needs to improve. Then, we show through simulations that if one uses the quadratic limb-darkening law to parametrize limb-darkening, fixing and fitting the LDCs can lead to significant biases -up to and in , respectively-, which are important for several confirmed and candidate exoplanets. We conclude that, in this case, the best approach is to let the LDCs be free in the fitting procedure. Strategies to avoid biases in data from present and future missions involving high precision measurements of transit parameters are described.
arXiv comment26 pages, 14 figures. Accepted to MNRAS; this version addresses new comments by the referee. Code to calculate limb darkening coefficients for arbitrary response functions is available at https://github.com/nespinoza/limb-darkening
References in corpus (30)
- Analytic Lightcurves for Planetary Transit Searches
- A new extensive library of PHOENIX stellar atmospheres and synthetic spectra
- Efficient, uninformative sampling of limb darkening coefficients for two-parameter laws
- EXOFAST: A fast exoplanetary fitting suite in IDL
- Water Vapour Absorption in the Clear Atmosphere of an exo-Neptune
- Stellar Limb-Darkening Coefficients for CoRot and Kepler
- Validation of Kepler's Multiple Planet Candidates. II: Refined Statistical Framework and Descriptions of Systems of Special Interest
- Transit spectrophotometry of the exoplanet HD189733b. I. Searching for water but finding haze with HST NICMOS
- The effect of stellar limb darkening values on the accuracy of the planet radii derived from photometric transit observations
- Validation of Twelve Small Kepler Transiting Planets in the Habitable Zone
- Atmospheric Characterization of the Hot Jupiter Kepler-13Ab
- On stellar limb darkening and exoplanetary transits
- A Transiting Hot Jupiter Orbiting a Metal-Rich Star
- Discovery of the Transiting Planet Kepler-5b
- Tests of stellar model atmospheres by optical interferometry: VLTI/VINCI limb-darkening measurements of the M4 giant psi phe
- On the Limb Darkening, Spectral Energy Distribution, and Temperature Structure of Procyon
- Discovery and Atmospheric Characterization of Giant Planet Kepler-12b: An Inflated Radius Outlier
- Kepler-93b: A Terrestrial World Measured to within 120 km, and a Test Case for a New Spitzer Observing Mode
- Asteroseismic inference on the spin-orbit misalignment and stellar parameters of HAT-P-7
- SOPHIE velocimetry of Kepler transit candidates. V. The three hot Jupiters KOI-135b, KOI-204b and KOI-203b (alias Kepler-17b)
- SOPHIE velocimetry of Kepler transit candidates. XV. KOI-614b, KOI-206b, and KOI-680b: a massive warm Jupiter orbiting a G0 metallic dwarf and two highly inflated planets with a distant companion around evolved F-type stars
- A Continuum of Planet Formation Between 1 and 4 Earth Radii
- Spherically-symmetric model stellar atmospheres and limb darkening I: limb-darkening laws, gravity-darkening coefficients and angular diameter corrections for red giant stars
- Kepler-77b: a very low albedo, Saturn-mass transiting planet around a metal-rich solar-like star
- Kepler-424 b: A "Lonely" Hot Jupiter That Found A Companion
- Kepler Observations of Three Pre-Launch Exoplanet Candidates: Discovery of Two Eclipsing Binaries and a New Exoplanet
- Spherically symmetric model stellar atmospheres and limb darkening II: limb-darkening laws, gravity-darkening coefficients and angular diameter corrections for FGK dwarf stars
- A universal approach to the calculation of the transit light curves
- Characterization of the four new transiting planets KOI-188b, KOI-195b, KOI-192b, and KOI-830b
- New approach for modeling of transiting exoplanets for arbitrary limb-darkening law
Cited by in corpus (169)
- Juliet: a versatile modelling tool for transiting and non-transiting exoplanetary systems
- Limb and gravity-darkening coefficients for the TESS satellite at several metallicities, surface gravities, and microturbulent velocities
- Nightside condensation of iron in an ultra-hot giant exoplanet
- The JWST Early Release Observations
- Early Release Science of the exoplanet WASP-39b with JWST NIRISS
- LDTk: Limb Darkening Toolkit
- A combined transmission spectrum of the Earth-sized exoplanets TRAPPIST-1 b and c
- Atmospheric characterization of the ultra-hot Jupiter MASCARA-2b/KELT-20b
- ACCESS I: An Optical Transmission Spectrum of GJ 1214b Reveals a Heterogeneous Stellar Photosphere
- ACCESS: A featureless optical transmission spectrum for WASP-19b from Magellan/IMACS
- An absolute sodium abundance for a cloud-free 'hot Saturn' exoplanet
- Analytic Planetary Transit Light Curves and Derivatives for Stars with Polynomial Limb Darkening
- Hot Exoplanet Atmospheres Resolved with Transit Spectroscopy (HEARTS) - II. A broadened sodium feature on the ultra-hot giant WASP-76b
- Planetary system around the nearby M dwarf GJ 357 including a transiting, hot, Earth-sized planet optimal for atmospheric characterization
- A new approach to analysing HST spatial scans: the transmission spectrum of HD 209458 b
- The Transiting Exoplanet Community Early Release Science Program for JWST
- Hot Exoplanet Atmospheres Resolved with Transit Spectroscopy (HEARTS) III. Atmospheric structure of the misaligned ultra-hot Jupiter WASP-121b
- Water, High-Altitude Condensates, and Possible Methane Depletion in the Atmosphere of the Warm Super-Neptune WASP-107b
- The GTC exoplanet transit spectroscopy survey IX. Detection of Haze, Na, K, and Li in the super-Neptune WASP-127b
- Disentangling the planet from the star in late type M dwarfs: A case study of TRAPPIST-1g
- Limb-darkening and exoplanets II: Choosing the Best Law for Optimal Retrieval of Transit Parameters
- Detection of Helium in the Atmosphere of the Exo-Neptune HAT-P-11b
- Planetary system LHS 1140 revisited with ESPRESSO and TESS
- Empirical limb-darkening coefficients & transit parameters of known exoplanets from TESS
- Detection of a Westward Hotspot Offset in the Atmosphere of a Hot Gas Giant CoRoT-2b
- CHEOPS observations of the HD 108236 planetary system: A fifth planet, improved ephemerides, and planetary radii
- ZASPE: A Code to Measure Stellar Atmospheric Parameters and their Covariance from Spectra
- HAT-P-57b: A Short-Period Giant Planet Transiting A Bright Rapidly Rotating A8V Star Confirmed Via Doppler Tomography
- The radii and limb darkenings of Alpha Centauri A and B - Interferometric measurements with VLTI/PIONIER
- K2 Discovers a Busy Bee: An Unusual Transiting Neptune Found in the Beehive Cluster
- High-precision stellar limb-darkening in exoplanetary transits
- The ExoTETHyS package: Tools for Exoplanetary Transits around Host Stars
- No Evidence for Lunar Transit in New Analysis of Hubble Space Telescope Observations of the Kepler-1625 System
- The atmosphere of HD 209458b seen with ESPRESSO. No detectable planetary absorptions at high resolution
- HAT-P-65b and HAT-P-66b: Two Transiting Inflated Hot Jupiters and Observational Evidence for the Re-Inflation of Close-In Giant Planets
- Transiting exoplanets from the CoRoT space mission XXVIII. CoRoT-33b, an object in the brown dwarf desert with 2:3 commensurability with its host star
- HATS-17b: A Transiting Compact Warm Jupiter in a 16.3 Days Circular Orbit
- The atmosphere and architecture of WASP-189 b probed by its CHEOPS phase curve
- A discontinuity in the -radius relation of M-dwarfs
- The GTC exoplanet transit spectroscopy survey. VII. Detection of sodium in WASP-52b's cloudy atmosphere
- TESS Hunt for Young and Maturing Exoplanets (THYME) IV: Three small planets orbiting a 120 Myr-old star in the Pisces--Eridanus stream
- MuSCAT2 multicolour validation of TESS candidates: an ultra-short-period substellar object around an M dwarf
- TOI-677 b: A Warm Jupiter (P=11.2d) on an eccentric orbit transiting a late F-type star
- An HST/STIS Optical Transmission Spectrum of Warm Neptune GJ 436b
- Signs of strong Na and K absorption in the transmission spectrum of WASP-103b
- A planetary system with two transiting mini-Neptunes near the radius valley transition around the bright M dwarf TOI-776
- ARES III: Unveiling the Two Faces of KELT-7 b with HST WFC3
- A precise optical transmission spectrum of the inflated exoplanet WASP-52b
- Near-ultraviolet Transmission Spectroscopy of HD 209458b: Evidence of Ionized Iron Beyond the Planetary Roche Lobe
- Detection of the tidal deformation of WASP-103b at with CHEOPS
- TOI-222: a single-transit TESS candidate revealed to be a 34-day eclipsing binary with CORALIE, EulerCam and NGTS
- A detailed analysis of the Gl 486 planetary system
- Spectroscopic Time-series Performance of JWST/NIRSpec from Commissioning Observations
- A search for transiting planets around FGKM dwarfs and sub-giants in the TESS Full Frame Images of the Southern ecliptic hemisphere
- The GTC exoplanet transit spectroscopy survey. VI. A spectrally-resolved Rayleigh scattering slope in GJ 3470b
- Discovery of a hot, transiting, Earth-sized planet and a second temperate, non-transiting planet around the M4 dwarf GJ 3473 (TOI-488)
- Variability in the Atmosphere of the Hot Jupiter Kepler-76b
- An independent analysis of the Spitzer/IRAC phase curves of WASP43 b
- Hot Exoplanet Atmospheres Resolved with Transit Spectroscopy (HEARTS) VI. Non-detection of sodium with HARPS on the bloated super-Neptune WASP-127b
- Starspot occultations in infrared transit spectroscopy: the case of WASP-52b
- Towards a radially-resolved semi-analytic model for the evolution of disc galaxies tuned with machine learning
- A feature-rich transmission spectrum for WASP-127b
- TOI-269 b: An eccentric sub-Neptune transiting a M2 dwarf revisited with ExTrA
- TESS Hunt for Young and Maturing Exoplanets (THYME) IX: a 27 Myr extended population of Lower-Centaurus Crux with a transiting two-planet system
- The GTC exoplanet transit spectroscopy survey XI. Possible detection of Rayleigh scattering in the atmosphere of the Saturn-mass planet WASP-69b
- Is the atmosphere of the ultra-hot Jupiter WASP-121b variable?
- Precise masses for the transiting planetary system HD 106315 with HARPS
- Absolute densities in exoplanetary systems: photodynamical modelling of Kepler-138
- A Featureless Infrared Transmission Spectrum for the Super-Puff Planet Kepler-79d
- A sub-Neptune and a non-transiting Neptune-mass companion unveiled by ESPRESSO around the bright late-F dwarf HD 5278 (TOI-130)
- Discovery of the secondary eclipse of HAT-P-11 b
- Discovery and Validation of a High-Density sub-Neptune from the K2 Mission
- Stellar limb darkening. A new MPS-ATLAS library for Kepler, TESS, CHEOPS, and PLATO passbands
- Further constraints on the optical transmission spectrum of HAT-P-1b
- The geometric albedo of the hot Jupiter HD 189733b measured with CHEOPS
- Chasing star-planet magnetic interactions: the case of Kepler-78
- Unmasking the hidden NGTS-3Ab: a hot Jupiter in an unresolved binary system
- Know the Planet, Know the Star: Precise Stellar Densities from Kepler Transit Light Curves
- Spatially resolved spectroscopy across stellar surfaces. I. Using exoplanet transits to analyze 3-D stellar atmospheres
- Unbiasing the density of TTV-characterised sub-Neptunes: Update of the mass-radius relationship of 34 Kepler planets
- EPIC247098361b: a transiting warm Saturn on an eccentric days orbit around a star
- Detection of Na in WASP-21b's lower and upper atmosphere
- Two Small Temperate Planets Transiting Nearby M Dwarfs in K2 Campaigns 0 and 1
- The K2-OjOS Project: New and revisited planets and candidates in K2 campaigns 5, 16, & 18
- TOI-150b and TOI-163b: two transiting hot Jupiters, one eccentric and one inflated, revealed by TESS near and at the edge of the JWST CVZ
- TESS spots a mini-neptune interior to a hot saturn in the TOI-2000 system
- Center-to-limb variation of spectral lines and continua observed with SST/CRISP and SST/CHROMIS
- ACCESS: Ground-based Optical Transmission Spectroscopy of the Hot Jupiter WASP-4b
- Three new brown dwarfs and a massive hot Jupiter revealed by TESS around early-type stars
- Efficient, uninformative sampling of limb-darkening coefficients for a three-parameter law
- TOI-5678 b: A 48-day transiting Neptune-mass planet characterized with CHEOPS and HARPS
- JWST-TST DREAMS: NIRSpec/PRISM Transmission Spectroscopy of the Habitable Zone Planet TRAPPIST-1 e
- Discovery and mass measurement of the hot, transiting, Earth-sized planet GJ 3929 b
- The TESS-Keck Survey. XV. Precise Properties of 108 TESS Planets and Their Host Stars
- Limb Darkening and Planetary Transits: Testing Center-to-limb Intensity Variations and Limb-Darkening Directly from Model Stellar Atmospheres
- EPIC 228735255b - An eccentric 6.57 day transiting hot Jupiter in Virgo
- JWST-TST DREAMS: A Precise Water Abundance for Hot Jupiter WASP-17b from the NIRISS SOSS Transmission Spectrum
- An enhanced slope in the transmission spectrum of the hot Jupiter WASP-104b
- The power of wavelets in analysis of transit and phase curves in presence of stellar variability and instrumental noise I. Method and validation
- TOI-969: a late-K dwarf with a hot mini-Neptune in the desert and an eccentric cold Jupiter
- EPIC 201498078b: A low density Super Neptune on an eccentric orbit
- Predicted Yield of Transits of Known Radial Velocity Exoplanets from the TESS Primary and Extended Missions
- Evidence for TiO in the atmosphere of the hot Jupiter HAT-P-65 b
- Ground-based photometry of the 21-day Neptune HD106315c
- The GTC exoplanet transit spectroscopy survey X. Stellar spots versus Rayleigh scattering: the case of HAT-P-11b
- Exoplanet Transits with Next-Generation Radio Telescopes
- K2-287b: an Eccentric Warm Saturn transiting a G-dwarf
- Testing connections between exo-atmospheres and their host stars. GEMINI-N/GMOS ground-based transmission spectrum of Qatar-1b
- SAGE: A tool to constrain impacts of stellar activity on transmission spectroscopy
- Expected performances of the Characterising Exoplanet Satellite (CHEOPS) II. The CHEOPS simulator
- EPIC229426032 b and EPIC246067459 b: discovery and characterization of two new transiting hot Jupiters from K2
- An independent discovery of two hot Jupiters from the K2 mission
- Transmission spectroscopy of the hot Jupiter TrES-3 b: Disproof of an overly large Rayleigh-like feature
- Evidence for stellar contamination in the transmission spectra of HAT-P-12b
- Is the orbit of the exoplanet WASP-43b really decaying? TESS and MuSCAT2 observations confirm no detection
- The architecture and formation of the Kepler-30 planetary system
- RoadRunner: a fast and flexible exoplanet transit model
- K2-113b: A dense hot-Jupiter transiting a solar analogue
- Testing the solar activity paradigm in the context of exoplanet transits
- First exoplanet transit observation with the Stratospheric Observatory for Infrared Astronomy: Confirmation of Rayleigh scattering in HD 189733 b with HIPO
- Refining the properties of the TOI-178 system with CHEOPS and TESS
- Alleviating the Transit Timing Variations bias in transit surveys. II. RIVERS: Twin resonant Earth-sized planets around Kepler-1972 recovered from Kepler's false positive
- Detection of Na and K in the atmosphere of the hot Jupiter HAT-P-1b with P200/DBSP
- Estimation of singly-transiting K2 planet periods with Gaia parallaxes
- Detection of faculae in the transit and transmission spectrum of WASP-69b
- CHEOPS and TESS view of the ultra-short period super-Earth TOI-561 b
- Solar center-to-limb variation in Rossiter-McLaughlin and exoplanet transmission spectroscopy
- An old warm Jupiter orbiting the metal-poor G-dwarf TOI-5542
- The Hubble/STIS Near-ultraviolet Transmission Spectrum of HD 189733b
- TOI-1055 b: Neptunian planet characterised with HARPS, TESS, and CHEOPS
- Multi-band characterization of the hot Jupiters: WASP-5b, WASP-44b and WASP-46b
- The Telltale Heartbeat: Detection and Characterization of Eccentric Orbiting Planets via Tides on their Host Star
- An Empirical Bayesian Approach to Limb-darkening in Modeling WASP-121b Transit Light Curves
- TESS and HARPS reveal two sub-Neptunes around TOI 1062
- Note on the Power-2 Limb Darkening Law
- Exploring the stellar surface phenomena of WASP-52 and HAT-P-30 with ESPRESSO
- Benchmark tests of transmission spectroscopy using transiting white dwarfs
- Hydride ion continuum hides absorption signatures in the NIRPS near-infrared transmission spectrum of the ultra-hot gas giant WASP-189b
- The strange case of Na I in the atmosphere of HD209458 b: Reconciling low- and high-resolution spectroscopic observations G
- Exploiting the transit timing capabilities of Ariel
- KOBE-1: The first planetary system from the KOBE survey. Two planets likely residing in the sub-Neptune mass regime around a late K-dwarf
- The EBLM project -- XIV. TESS light curves for eclipsing binaries with very low mass companions
- Radii, masses, and transit-timing variations of the three-planet system orbiting the naked-eye star TOI-396
- Influences of internal forcing on atmospheric circulations of irradiated giant planets
- TIC 435850195: The Second Tri-Axial, Tidally Tilted Pulsator
- Simultaneous multicolour transit photometry of hot Jupiters HAT-P-19b, HAT-P-51b, HAT-P-55b, and HAT-P-65b
- NIRPS and TESS reveal a peculiar system around the M dwarf TOI-756: A transiting sub-Neptune and a cold eccentric giant
- Bayesian Methods for Exoplanet Science
- Retrieving the transmission spectrum of HD 209458b using CHOCOLATE: A new chromatic Doppler tomography technique
- An Investigation into Exoplanet Transits and Uncertainties
- NLTE atmospheric modelling of the ultra-hot Jupiter WASP-178b and comparison with UV and optical observations
- Simultaneous multicolour optical and near-IR transit photometry of GJ 1214b with SOFIA
- Validation of TOI-1221 b: A warm sub-Neptune exhibiting TTVs around a Sun-like star
- TESS and HARPS-N unveil two planets transiting TOI-1453. A super-Earth and one of the lowest mass sub-Neptunes
- Detection of Na in the atmosphere of the hot Jupiter HAT-P-55b
- Detection and characterisation of a 106-day transiting Jupiter : TOI-2449 b / NGTS-36 b
- The Sun's Mean Line-of-Sight Field
- A Two-limb Explanation for the Optical-to-infrared Transmission Spectrum of the Hot Jupiter HAT-P-32Ab
- The CHEOPS view of HD 95338b: refined transit parameters, and a search for exomoons
- The multi-planet system TOI-5624: Four transiting sub-Neptunes with an outer companion revealed by transit-timing variations
- Densities of small planets around the M dwarfs TOI-4336 A and TOI-4342 with ESPRESSO: Three sub-Neptunes, one super-Earth, and a Neptune-mass candidate
- Evidence for stellar contamination and water absorption in NGTS-5b's transmission spectra with GTC/OSIRIS
- Three Hot Jupiters transiting K-dwarfs with a significant heavy element mass
- The Ariel 0.6 - 7.8 m stellar limb-darkening coefficients
- Fast Transit Computation Using Tabulated Stellar Intensities
- JWST unveils a high mean molecular weight atmosphere for mini-Neptune TOI-1130b: Evidence for formation beyond the water ice line
- Information content of JWST transmission spectroscopy of the exoplanet HAT-P-12b from the optical to the mid-infrared
- NIRPS tightens the mass estimate of GJ 3090 b and detects a planet near the stellar rotation period
- Analytical transit light curves for arbitrary power-law limb darkening: a unified framework