An open-source Bayesian atmospheric radiative transfer (BART) code: III. Initialization, atmospheric profile generator, post-processing routines, and application to exoplanet WASP-43b

Jasmina Blecic, Joseph Harrington, Patricio E. Cubillos, M. Oliver Bowman, Patricio Rojo +10 more
4/26/2021
astro-ph.EPastro-ph.IM

Official code: exosports/BART (35 stars, last commit 2023-07-20). 3 more implementations below.

Abstract

This and companion papers by Harrington et al. 2021, submitted and Cubillos et al. 2021, submitted describe an open-source retrieval framework, Bayesian Atmospheric Radiative Transfer (BART), available to the community under the reproducible-research license via https://github.com/exosports/BART . BART is a radiative-transfer code (transit, https://github.com/exosports/transit , Rojo 2009, 2009ASPC..420..321R), initialized by the Thermochemical Equilibrium Abundances (TEA, https://github.com/dzesmin/TEA , Blecic et al. 2016, arXiv:1505.06392) code, and driven through the parameter phase space by a differential-evolution Markov-chain Monte Carlo (MC3, https://github.com/pcubillos/mc3 , Cubillos et al. 2017, arXiv:1610.01336) sampler. In this paper we give a brief description of the framework, and its modules that can be used separately for other scientific purposes; outline the retrieval analysis flow; present the initialization routines, describing in detail the atmospheric profile generator and the temperature and species parameterizations; and specify the post-processing routines and outputs, concentrating on the spectrum band integrator, the best-fit model selection, and the contribution functions. We also present an atmospheric analysis of WASP-43b secondary eclipse data obtained from space- and ground-based observations. We compare our results with the results from the literature, and investigate how the inclusion of additional opacity sources influence the best-fit model.

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Code Implementations(4)

exosports/BARTOfficial100%

Bayesian Atmospheric Radiative Transfer fitting code

3514PLSQL, PythonDec 12, 20123 years agoNOASSERTION
pcubillos/mc3Official100%
MIT

Python MCMC Sampler

3311PythonMar 27, 20141 weeks agoMIT
mcmcpython
dzesmin/TEAOfficial100%

Thermochemical Equilibrium Abundances (TEA), a code to calculate gaseous molecular abundances under thermochemical equilibrium conditions

3120PythonJun 26, 20145 years ago
exosports/transitOfficial100%

Radiative-transfer code for planetary atmospheres

96C, TeXJun 13, 20143 years agoNOASSERTION

Cite this paper

@article{blecic2021opensource,
  title  = {An open-source Bayesian atmospheric radiative transfer (BART) code: III. Initialization, atmospheric profile generator, post-processing routines, and application to exoplanet WASP-43b},
  author = {Jasmina Blecic and Joseph Harrington and Patricio E. Cubillos and M. Oliver Bowman and Patricio Rojo and Madison Stemm and Ryan C. Challener and Michael D. Himes and Austin J. Foster and Ian Dobbs-Dixon and Andrew S. D. Foster and Nathaniel B. Lust and Sarah D. Blumenthal and Dylan Bruce and Thomas J. Loredo},
  year   = {2021},
  eprint = {2104.12525},
  archivePrefix = {arXiv},
  url    = {https://arxiv.org/abs/2104.12525}
}

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