Revisiting Spitzer transit observations with Independent Component Analysis: new results for the GJ436 system
G. Morello, I. P. Waldmann, G. Tinetti, I. D. Howarth, G. Micela, and, F. Allard

TL;DR
This study reanalyzed Spitzer transit data of GJ436b using Independent Component Analysis, finding no significant inter-epoch variations, stable photometry, consistent transit depths, and a potential transit duration variation, challenging previous claims.
Contribution
It introduces a non-parametric ICA-based method for analyzing transit light-curves, providing more objective results and revealing new insights into GJ436b's transit parameters.
Findings
No detectable inter-epoch variations in transit parameters.
Photometric stability at the 10e-4 level in IR.
Possible transit duration variation of 80 seconds.
Abstract
We analyzed four Spitzer/IRAC observations at 3.6 and 4.5 {\mu}m of the primary transit of the exoplanet GJ436b, by using blind source separation techniques. These observations are important to investigate the atmospheric composition of the planet GJ436b. Previous analyses claimed strong inter-epoch variations of the transit parameters due to stellar variability, casting doubts on the possibility to extract conclusively an atmospheric signal; those analyses also reported discrepant results, hence the necessity of this reanalysis. The method we used has been proposed in Morello et al. (2014) to analyze 3.6 {\mu}m transit light-curves of the hot Jupiter HD189733b; it performes an Independent Component Analysis (ICA) on a set of pixel-light-curves, i.e. time series read by individual pixels, from the same photometric observation. Our method only assumes the independence of instrumental and…
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