_version_ 1866911184063561728
author Esparza-Borges, Emma
López-Morales, Mercedes
Pallé, Enric
Makhnev, Vladimir
Gordon, Iouli
Hargreaves, Robert
Kirk, James
Cáceres, Claudio
Crossfield, Ian J. M.
Crouzet, Nicolas
Decin, Leen
Désert, Jean-Michel
Flagg, Laura
Muñoz, Antonio García
Harrington, Joseph
Molaverdikhani, Karan
Morello, Giuseppe
Nikolov, Nikolay
Solmaz, Arif
Rackham, Benjamin V.
Redfield, Seth
author_facet Esparza-Borges, Emma
López-Morales, Mercedes
Pallé, Enric
Makhnev, Vladimir
Gordon, Iouli
Hargreaves, Robert
Kirk, James
Cáceres, Claudio
Crossfield, Ian J. M.
Crouzet, Nicolas
Decin, Leen
Désert, Jean-Michel
Flagg, Laura
Muñoz, Antonio García
Harrington, Joseph
Molaverdikhani, Karan
Morello, Giuseppe
Nikolov, Nikolay
Solmaz, Arif
Rackham, Benjamin V.
Redfield, Seth
contents Cross-correlations techniques offer an alternative method to search for molecular species in JWST observations of exoplanet atmospheres. In a previous article, we applied cross-correlation functions for the first time to JWST NIRSpec/G395H observations of exoplanet atmospheres, resulting in a detection of CO in the transmission spectrum of WASP-39b and a tentative detection of CO isotopologues. Here we present an improved version of our cross-correlation technique and an investigation into how efficient the technique is when searching for other molecules in JWST NIRSpec/G395H data. Our search results in the detection of more molecules via cross-correlations in the atmosphere of WASP-39b, including $\rm H_{2}O$ and $\rm CO_{2}$, and confirms the CO detection. This result proves that cross-correlations are a robust and computationally cheap alternative method to search for molecular species in transmission spectra observed with JWST. We also searched for other molecules ($\rm CH_{4}$, $\rm NH_{3}$, $\rm SO_{2}$, $\rm N_{2}O$, $\rm H_{2}S$, $\rm PH_{3}$, $\rm O_{3}$ and $\rm C_{2}H_{2}$) that were not detected, for which we provide the definition of their cross-correlation baselines for future searches of those molecules in other targets. We find that that the cross-correlation search of each molecule is more efficient over limited wavelength regions of the spectrum, where the signal for that molecule dominates over other molecules, than over broad wavelength ranges. In general we also find that Gaussian normalization is the most efficient normalization mode for the generation of the molecular templates.
format Preprint
id arxiv_https___arxiv_org_abs_2509_25319
institution arXiv
publishDate 2025
record_format arxiv
spellingShingle Testing the performance of cross-correlation techniques to search for molecular features in JWST NIRSpec G395H observations of transiting exoplanets
Esparza-Borges, Emma
López-Morales, Mercedes
Pallé, Enric
Makhnev, Vladimir
Gordon, Iouli
Hargreaves, Robert
Kirk, James
Cáceres, Claudio
Crossfield, Ian J. M.
Crouzet, Nicolas
Decin, Leen
Désert, Jean-Michel
Flagg, Laura
Muñoz, Antonio García
Harrington, Joseph
Molaverdikhani, Karan
Morello, Giuseppe
Nikolov, Nikolay
Solmaz, Arif
Rackham, Benjamin V.
Redfield, Seth
Earth and Planetary Astrophysics
Instrumentation and Methods for Astrophysics
Cross-correlations techniques offer an alternative method to search for molecular species in JWST observations of exoplanet atmospheres. In a previous article, we applied cross-correlation functions for the first time to JWST NIRSpec/G395H observations of exoplanet atmospheres, resulting in a detection of CO in the transmission spectrum of WASP-39b and a tentative detection of CO isotopologues. Here we present an improved version of our cross-correlation technique and an investigation into how efficient the technique is when searching for other molecules in JWST NIRSpec/G395H data. Our search results in the detection of more molecules via cross-correlations in the atmosphere of WASP-39b, including $\rm H_{2}O$ and $\rm CO_{2}$, and confirms the CO detection. This result proves that cross-correlations are a robust and computationally cheap alternative method to search for molecular species in transmission spectra observed with JWST. We also searched for other molecules ($\rm CH_{4}$, $\rm NH_{3}$, $\rm SO_{2}$, $\rm N_{2}O$, $\rm H_{2}S$, $\rm PH_{3}$, $\rm O_{3}$ and $\rm C_{2}H_{2}$) that were not detected, for which we provide the definition of their cross-correlation baselines for future searches of those molecules in other targets. We find that that the cross-correlation search of each molecule is more efficient over limited wavelength regions of the spectrum, where the signal for that molecule dominates over other molecules, than over broad wavelength ranges. In general we also find that Gaussian normalization is the most efficient normalization mode for the generation of the molecular templates.
title Testing the performance of cross-correlation techniques to search for molecular features in JWST NIRSpec G395H observations of transiting exoplanets
topic Earth and Planetary Astrophysics
Instrumentation and Methods for Astrophysics
url https://arxiv.org/abs/2509.25319