TY - JOUR
T1 - ATMOSPHERIX
T2 - I- an open source high-resolution transmission spectroscopy pipeline for exoplanets atmospheres with SPIRou
AU - Klein, Baptiste
AU - Debras, Florian
AU - Donati, Jean François
AU - Hood, Thea
AU - Moutou, Claire
AU - Carmona, Andres
AU - Ould-Elkhim, Merwan
AU - Bézard, Bruno
AU - Charnay, Benjamin
AU - Fouqué, Pascal
AU - Masson, Adrien
AU - Vinatier, Sandrine
AU - Baruteau, Clément
AU - Boisse, Isabelle
AU - Bonfils, Xavier
AU - Chiavassa, Andrea
AU - Delfosse, Xavier
AU - Dethier, William
AU - Hebrard, Guillaume
AU - Kiefer, Flavien
AU - Leconte, Jérémy
AU - Martioli, Eder
AU - Parmentier, Vivien
AU - Petit, Pascal
AU - Pluriel, William
AU - Selsis, Franck
AU - Teinturier, Lucas
AU - Tremblin, Pascal
AU - Turbet, Martin
AU - Venot, Olivia
AU - Wyttenbach, Aurélien
N1 - Publisher Copyright:
© 2023 The Author(s) Published by Oxford University Press on behalf of Royal Astronomical Society.
PY - 2024/1/1
Y1 - 2024/1/1
N2 - Atmospheric characterization of exoplanets from the ground is an actively growing field of research. In this context, we have created the ATMOSPHERIX consortium: a research project aimed at characterizing exoplanets atmospheres using ground-based high-resolution spectroscopy. This paper presents the publicly available data analysis pipeline and demonstrates the robustness of the recovered planetary parameters from synthetic data. Simulating planetary transits using synthetic transmission spectra of a hot Jupiter that were injected into real SPIRou observations of the non-transiting system Gl 15 A, we show that our pipeline is successful at recovering the planetary signal and input atmospheric parameters. We also introduce a deep learning algorithm to optimize data reduction which proves to be a reliable, alternative tool to the commonly used principal component analysis. We estimate the level of uncertainties and possible biases when retrieving parameters such as temperature and composition and hence the level of confidence in the case of retrieval from real data. Finally, we apply our pipeline onto two real transits of HD 189733 b observed with SPIRou and obtain similar results than in the literature. In summary, we have developed a publicly available and robust pipeline for the forthcoming studies of the targets to be observed in the framework of the ATMOSPHERIX consortium, which can easily be adapted to other high resolution instruments than SPIRou (e.g. VLT-CRIRES, MAROON-X, ELT-ANDES).
AB - Atmospheric characterization of exoplanets from the ground is an actively growing field of research. In this context, we have created the ATMOSPHERIX consortium: a research project aimed at characterizing exoplanets atmospheres using ground-based high-resolution spectroscopy. This paper presents the publicly available data analysis pipeline and demonstrates the robustness of the recovered planetary parameters from synthetic data. Simulating planetary transits using synthetic transmission spectra of a hot Jupiter that were injected into real SPIRou observations of the non-transiting system Gl 15 A, we show that our pipeline is successful at recovering the planetary signal and input atmospheric parameters. We also introduce a deep learning algorithm to optimize data reduction which proves to be a reliable, alternative tool to the commonly used principal component analysis. We estimate the level of uncertainties and possible biases when retrieving parameters such as temperature and composition and hence the level of confidence in the case of retrieval from real data. Finally, we apply our pipeline onto two real transits of HD 189733 b observed with SPIRou and obtain similar results than in the literature. In summary, we have developed a publicly available and robust pipeline for the forthcoming studies of the targets to be observed in the framework of the ATMOSPHERIX consortium, which can easily be adapted to other high resolution instruments than SPIRou (e.g. VLT-CRIRES, MAROON-X, ELT-ANDES).
KW - methods: data analysis
KW - planets and satellites: atmospheres
KW - planets and satellites: gaseous planets
KW - techniques: spectroscopic
U2 - 10.1093/mnras/stad2607
DO - 10.1093/mnras/stad2607
M3 - Article
AN - SCOPUS:85177489928
SN - 0035-8711
VL - 527
SP - 544
EP - 565
JO - Monthly Notices of the Royal Astronomical Society
JF - Monthly Notices of the Royal Astronomical Society
IS - 1
ER -