ExoReL: A Bayesian Inverse Retrieval Framework For Exoplanetary Reflected Light Spectra
arXiv:2003.01814 · doi:10.3847/1538-3881/ab79a5
Abstract
The high-contrast imaging technique is meant to provide insight into those planets orbiting several astronomical units from their host star. Space missions such as WFIRST, HabEx, and LUVOIR will measure reflected light spectra of cold gaseous and rocky planets. To interpret these observations we introduce ExoReL (Exoplanetary Reflected Light Retrieval), a novel Bayesian retrieval framework to retrieve cloud properties and atmospheric structures from exoplanetary reflected light spectra. As a unique feature, it assumes a vertically non-uniform volume mixing ratio profile of water and ammonia, and use it to construct cloud densities. In this way, clouds and molecular mixture ratios are consistent. We apply ExoReL on three test cases: two exoplanets ( And e and 47 Uma b) and Jupiter. We show that we are able to retrieve the concentration of methane in the atmosphere, and estimate the position of clouds when the S/N of the spectrum is higher than 15, in line with previous works. Moreover, we described the ability of our model of giving a chemical identity to clouds, and we discussed whether or not we can observe this difference in the planetary reflection spectrum. Finally, we demonstrate how it could be possible to retrieve molecular concentrations (water and ammonia in this work) below the clouds by linking the non-uniform volume mixing ratio profile to the cloud presence. This will help to constrain the concentration of water and ammonia unseen in direct measurements.
arXiv comment20 pages, 16 figures, 6 tables, accepted for publication in AJ
References in corpus (40)
- MultiNest: an efficient and robust Bayesian inference tool for cosmology and particle physics
- Multimodal nested sampling: an efficient and robust alternative to MCMC methods for astronomical data analysis
- X-ray spectral modelling of the AGN obscuring region in the CDFS: Bayesian model selection and catalogue
- A Non-Gray Theory of Extrasolar Giant Planets and Brown Dwarfs
- Bayes in the sky: Bayesian inference and model selection in cosmology
- Importance Nested Sampling and the MultiNest Algorithm
- A continuum from clear to cloudy hot-Jupiter exoplanets without primordial water depletion
- The orbital motion, absolute mass, and high-altitude winds of exoplanet HD209458b
- Precipitating Condensation Clouds in Substellar Atmospheres
- A Temperature and Abundance Retrieval Method for Exoplanet Atmospheres
- Discovery and spectroscopy of the young Jovian planet 51 Eri b with the Gemini Planet Imager
- Atmospheric Retrieval for Super-Earths: Uniquely Constraining the Atmospheric Composition with Transmission Spectroscopy
- The Flat Transmission Spectrum of the Super-Earth GJ1214b from Wide Field Camera 3 on the Hubble Space Telescope
- Clouds and Chemistry in the Atmosphere of Extrasolar Planet HR8799b
- A featureless transmission spectrum for the Neptune-mass exoplanet GJ 436b
- Albedo and Reflection Spectra of Extrasolar Giant Planets
- A population study of gaseous exoplanets
- Photometric Light Curves and Polarization of Close-in Extrasolar Giant Planets
- Reflected Spectra and Albedos of Extrasolar Giant Planets I: Clear and Cloudy Atmospheres
- Theoretical Spectra and Atmospheres of Extrasolar Giant Planets
- Water, Methane, and Carbon Dioxide Present in the Dayside Spectrum of the Exoplanet HD 209458b
- Tau-REx I: A next generation retrieval code for exoplanetary atmospheres
- Water Vapour Absorption in the Clear Atmosphere of an exo-Neptune
- Detection of H2O and evidence for TiO/VO in an ultra hot exoplanet atmosphere
- A consistent retrieval analysis of 10 Hot Jupiters observed in transmission
- Exoplanet Reflected Light Spectroscopy with PICASO
- Extrasolar Giant Planets under Strong Stellar Irradiation
- Tau-REx II: Retrieval of emission spectra
- Exoplanet albedo spectra and colors as a function of planet phase, separation, and metallicity
- Directly Imaged L-T Transition Exoplanets in the Mid-Infrared
- Characterizing Earth Analogs in Reflected Light: Atmospheric Retrieval Studies for Future Space Telescopes
- Spectra and Diagnostics for the Direct Detection of Wide-Separation Extrasolar Giant Planets
- Developing Atmospheric Retrieval Methods for Direct Imaging Spectroscopy of Gas Giants in Reflected Light I: Methane Abundances and Basic Cloud Properties
- Atmospheric Retrieval for Direct Imaging Spectroscopy of Gas Giants In Reflected Light II: Orbital Phase and Planetary Radius
- Characterization of Exoplanet Atmospheres with the Optical Coronagraph on WFIRST
- Near-IR transmission spectrum of HAT-P-32 b using HST/WFC3
- Information in the Reflected Light Spectra of Widely Separated Giant Exoplanets
- Exploring HO Prominence in Reflection Spectra of Cool Giant Planets
- Reanalysis of Uranus' cloud scattering properties from IRTF/SpeX observations using a self-consistent scattering cloud retrieval scheme
- A Principal Component Analysis-based method to analyse high-resolution spectroscopic data
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- A Catalogue of Exoplanet Atmospheric Retrieval Codes
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- Large Interferometer For Exoplanets (LIFE). X. Detectability of currently known exoplanets and synergies with future IR/O/UV reflected-starlight imaging missions
- Multi-orbital-phase and multi-band characterization of exoplanetary atmospheres with reflected light spectra
- In Search of the Edge: A Bayesian Exploration of the Detectability of Red Edges in Exoplanet Reflection Spectra
- Reflected spectroscopy of small exoplanets III: probing the UV band to measure biosignature gasses
- Simulating Reflected Light Exoplanet Spectra of the Promising Direct Imaging Target, Andromedae d, with a New, Fast Sampling Method Using the Planetary Spectrum Generator
- Jupiter and Saturn as Spectral Analogs for Extrasolar Gas Giants and Brown Dwarfs
- The bright side of the light curve: a general photometric model of non-transiting exorings
- Unveiling non-gray surface of cloudy exoplanets: the influence of wavelength-dependent surface albedo and cloud scattering properties on retrieval solutions
- Influence of Orbit and Mass Constraints on Reflected Light Characterization of Directly Imaged Rocky Exoplanets
- Radiative Transfer and Inversion codes for characterizing planetary atmospheres: an overview
- Retrieving the Red Edge on Earth-like Planets with Heterogeneous Clouds and Surfaces
- Constraining the radius and atmospheric properties of directly imaged exoplanets through multi-phase observations
- Photochemistry and Spectral Characterization of Temperate and Gas-Rich Exoplanets
- Reflected spectroscopy of small exoplanets I: determining the atmospheric composition of sub-Neptunes planets