Aura-3D: A Three-dimensional Atmospheric Retrieval Framework for Exoplanet Transmission Spectra
arXiv:2201.03532 · doi:10.3847/1538-4357/ac7c09
Abstract
Atmospheric retrievals of exoplanet transmission spectra allow constraints on the composition and structure of the day-night terminator region. Such retrievals in the past have typically assumed one-dimensional temperature structures which were adequate to explain extant observations. However, the increasing data quality expected from exoplanet spectroscopy with JWST motivates considerations of multidimensional atmospheric retrievals. We present AURA-3D, a three-dimensional atmospheric retrieval framework for exoplanet transmission spectra. AURA-3D includes a forward model that enables rapid computation of transmission spectra in 3D geometry for a given atmospheric structure and can, therefore, be used for atmospheric retrievals as well as for computing spectra from General Circulation Models (GCMs). In order to efficiently explore the space of possible 3D temperature structures in retrievals, we develop a parametric 3D pressure-temperature profile which can accurately represent azimuthally-averaged temperature structures of a range of hot Jupiter GCMs. We apply our retrieval framework to simulated JWST observations of hot Jupiter transmission spectra, obtaining accurate estimates of the day-night temperature variation across the terminator as well as the abundances of chemical species. We demonstrate an example of a model hot Jupiter transmission spectrum for which a traditional 1D retrieval of JWST-quality data returns biased abundance estimates, whereas a retrieval including a day-night temperature gradient can accurately retrieve the true abundances. Our forward model also has the capability to include inhomogeneous chemistry as well as variable clouds/hazes. This new retrieval framework opens the field to detailed multidimensional atmospheric characterisation using transmission spectra of exoplanets in the JWST era.
27 pages, 16 figures. Accepted for publication in ApJ
References in corpus (45)
- Array Programming with NumPy
- petitRADTRANS: a Python radiative transfer package for exoplanet characterization and retrieval
- On the radiative equilibrium of irradiated planetary atmospheres
- Detection of atmospheric haze on an extrasolar planet: The 0.55 - 1.05 micron transmission spectrum of HD189733b with the Hubble Space Telescope
- Accurate, Empirical Radii and Masses of Planets and their Host Stars with Gaia Parallaxes
- Atmospheric Retrieval for Super-Earths: Uniquely Constraining the Atmospheric Composition with Transmission Spectroscopy
- A Precise Water Abundance Measurement for the Hot Jupiter WASP-43b
- Rayleigh scattering in the transit spectrum of HD 189733b
- Spectrally resolved detection of sodium in the atmosphere of HD189733b with the HARPS spectrograph
- Tau-REx I: A next generation retrieval code for exoplanetary atmospheres
- Combining high-dispersion spectroscopy (HDS) with high contrast imaging (HCI): Probing rocky planets around our nearest neighbors
- A Sub-Neptune Exoplanet with a Low-Metallicity Methane-Depleted Atmosphere and Mie-Scattering Clouds
- Atmospheric Circulation of Hot Jupiters: Three-dimensional circulation models of HD 209458b and HD 189733b with Simplified Forcing
- A consistent retrieval analysis of 10 Hot Jupiters observed in transmission
- Spitzer Phase Curve Constraints for WASP-43b at 3.6 and 4.5 microns
- The Complete transmission spectrum of WASP-39b with a precise water constraint
- ACCESS I: An Optical Transmission Spectrum of GJ 1214b Reveals a Heterogeneous Stellar Photosphere
- Atmospheric Circulation of Eccentric Hot Neptune GJ436b
- H2O abundances in the atmospheres of three hot Jupiters
- GENESIS: New Self-Consistent Models of Exoplanetary Spectra
- Atmospheric Dynamics of Hot Giant Planets and Brown Dwarfs
- Effects of a fully 3D atmospheric structure on exoplanet transmission spectra: retrieval biases due to day-night temperature gradients
- Why is it so Cold in Here?: Explaining the Cold Temperatures Retrieved from Transmission Spectra of Exoplanet Atmospheres
- Retrieval of Exoplanet Emission Spectra with HyDRA
- The UK Met Office GCM with a sophisticated radiation scheme applied to the hot Jupiter HD 209458b
- PLATON II: New Capabilities And A Comprehensive Retrieval on HD 189733b Transit and Eclipse Data
- On degeneracies in retrievals of exoplanetary transmission spectra
- Understanding and Mitigating Biases when Studying Inhomogeneous Emission Spectra with JWST
- Strong biases in retrieved atmospheric composition caused by strong day-night chemical heterogeneities
- TRIDENT: A Rapid 3D Radiative Transfer Model for Exoplanet Transmission Spectra
- Aurora: A Generalised Retrieval Framework for Exoplanetary Transmission Spectra
- An Ensemble of Bayesian Neural Networks for Exoplanetary Atmospheric Retrieval
- THOR: A New and Flexible Global Circulation Model to Explore Planetary Atmospheres
- Constraining mornings & evenings on distant worlds: a new semi-analytical approach and prospects with transmission spectroscopy
- On Atmospheric Retrievals of Exoplanets with Inhomogeneous Terminators
- 2D Retrieval Frameworks for Hot Jupiter Phase Curves
- Assessment of Supervised Machine Learning for Atmospheric Retrieval of Exoplanets
- Towards multi-dimensional analysis of transmission spectroscopy. Part II: Day-night induced biases in retrievals from hot to ultra-hot Jupiters
- JWST Transit Spectra I: Exploring Potential Biases and Opportunities in Retrievals of Tidally-locked Hot Jupiters with Clouds and Hazes
- Retrieval Analysis of the Emission Spectrum of WASP-12b: Sensitivity of Outcomes to Prior Assumptions and Implications for Formation History
- Analytic Scattering and Refraction Models for Exoplanet Transit Spectra
- Toward a multidimensional analysis of transmission spectroscopy. Part I: Computation of transmission spectra using a 1D, 2D, or 3D atmosphere structure
- Atmospheric Modelling and Retrieval
- Global Chemistry and Thermal Structure Models for the Hot Jupiter WASP-43b and Predictions for JWST
- All along the line of sight: a closer look at opening angles and absorption regions in the atmospheres of transiting exoplanets
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- Impact of stellar flares on the chemical composition and transmission spectra of gaseous exoplanets orbiting M dwarfs
- Challenges in the detection of gases in exoplanet atmospheres
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- Stratospheric dayside-to-nightside circulation drives the 3-D ozone distribution on synchronously rotating rocky exoplanets
- YunMa: Enabling Spectral Retrievals of Exoplanetary Clouds
- Hot exoplanetary atmospheres in 3D
- Magma ocean interactions can explain JWST observations of the sub-Neptune TOI-270 d
- Cloud and Haze Parameterization in Atmospheric Retrievals: Insights from Titan's Cassini Data and JWST Observations of Hot Jupiters
- Toward a multidimensional analysis of transmission spectroscopy. Part III: Modelling 2D effects in retrievals with TauREx
- Parameterizing pressure-temperature profiles of exoplanet atmospheres with neural networks
- Enhancing 3D Planetary Atmosphere Simulations with a Surrogate Radiative Transfer Model
- ARES VI: Viability of one-dimensional retrieval models for transmission spectroscopy characterization of exo-atmospheres in the era of JWST and Ariel
- Signature of the atmospheric asymmetries of hot and ultra-hot Jupiters in lightcurves
- Under the magnifying glass: A combined 3D model applied to cloudy warm Saturn type exoplanets around M-dwarfs
- Radiative Transfer and Inversion codes for characterizing planetary atmospheres: an overview
- Reliability of 1D radiative-convective photochemical-equilibrium retrievals on transit spectra of WASP-107b
- KRONOS I: The m JWST Transmission Spectrum of the 23 Myr V1298 Tau c