Imaging & Spectroscopy

Assessing Methods for Telluric Removal On Atmospheric Retrievals of High-resolution Optical Exoplanetary Transmission Spectra

By Keith Cowing
Status Report
astro-ph.EP
October 29, 2024
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Assessing Methods for Telluric Removal On Atmospheric Retrievals of High-resolution Optical Exoplanetary Transmission Spectra
Various reduction steps applied for an individual ESPRESSO order of DS1. (a) Before telluric removal with molecfit. (b) After telluric removal with molecfit and shifted to the stellar rest frame. (c) Each spectrum is placed on a common blaze function (see Sect. 2.4). (d) Residuals after division through by the mean out-of-transit spectrum, weighted on their uncertainties. This panel shows the final data product used in the molecfit preprocessing analysis. (e) Residuals after division through by the mean out-of-transit spectrum, weighted on their uncertainties, and subtraction of the SysRem model. This panel shows the final data product used in the SysRem preprocessing analysis. It is worth noting that for this procedure, we do not perform any preceding telluric removal (i.e., Sect. 2.4, Step (2)). (f) A magnification of panel (e) showing the wavelength shifts caused by each injected model. The planetary velocity curve for P2 is shown as a white dashed curve, whereas the slower moving planet’s (P12) velocity curve is shown as a white dotted curve. — astro-ph.EP

Recent advancements in ultra-stable ground-based high-resolution spectrographs have propelled ground-based astronomy to the forefront of exoplanet detection and characterisation. Retrieving accurate atmospheric parameters depends on accurate modelling and removal of the telluric contamination while preserving the faint underlying exoplanet signal.

There exist many methods to model telluric contamination, whether directly modelling the Earth’s transmission spectrum via radiative transfer modelling, or using a principal component analysis (PCA)-like reconstruction to fit the time-invariant features of a spectrum. We aimed to assess the efficacy of these various telluric removal methods in preserving the underlying exoplanetary spectra.

We compared two of the most common telluric modelling and removal methods, molecfit and the PCA-like algorithm SysRem, using planetary transmission spectra injected into three high-resolution optical observations taken with ESPRESSO. These planetary signals were injected at orbital periods of P = 2 days and 12 days, resulting in differing changes in radial velocity during transit. We then retrieved various injected atmospheric model parameters in order to determine the efficacy of the telluric removal methods.

For the close-in, high velocity injected signal, we found that SysRem performed better for species that are also present in the Earth’s atmosphere across each of the datasets. As we moved to slower moving signals at larger orbital separations, for one of the three datasets, SysRem dampened the planetary H2O signal.

In contrast, the H2O signal was preserved for the telluric modelling method, molecfit. However, this behaviour was not ubiquitous across all three of the injected datasets, with another dataset showing a more precise H2O/Fe ratio when preprocessed with SysRem.

Cathal Maguire, Elyar Sedaghati, Neale P. Gibson, Alain Smette, Lorenzo Pino

Comments: 25 pages, 23 figures, appendices included. Accepted for publication in A&A
Subjects: Earth and Planetary Astrophysics (astro-ph.EP); Instrumentation and Methods for Astrophysics (astro-ph.IM)
Cite as: arXiv:2410.19588 [astro-ph.EP] (or arXiv:2410.19588v1 [astro-ph.EP] for this version)
https://doi.org/10.48550/arXiv.2410.19588
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Submission history
From: Cathal Maguire
[v1] Fri, 25 Oct 2024 14:30:52 UTC (28,309 KB)
https://arxiv.org/abs/2410.19588
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