Considerations for Atmospheric Retrieval of High-Precision Brown Dwarf Spectra
Anjali A. A. Piette, Nikku Madhusudhan

TL;DR
This paper develops a new atmospheric retrieval method for brown dwarf spectra, allowing precise temperature and composition measurements, and demonstrates its effectiveness on simulated and real data, advancing exoplanet atmospheric studies.
Contribution
It introduces a flexible, multi-layer P-T profile model for brown dwarfs and incorporates model uncertainties, improving retrieval accuracy for high-quality spectra.
Findings
Successfully retrieved sub-solar H2O and CH4 abundances at ~0.1 dex precision.
Constrained temperature structure within ~100 K in the photosphere.
Validated the retrieval framework with simulated and real spectra.
Abstract
Isolated brown dwarfs provide remarkable laboratories for understanding atmospheric physics in the low-irradiation regime, and can be observed more precisely than exoplanets. As such, they provide a glimpse into the future of high-SNR observations of exoplanets. In this work, we investigate several new considerations that are important for atmospheric retrievals of high-quality thermal emission spectra of sub-stellar objects. We pursue this using an adaptation of the HyDRA atmospheric retrieval code. We propose a parametric pressure-temperature (P-T) profile for brown dwarfs consisting of multiple atmospheric layers, parameterised by the temperature change across each layer. This model allows the steep temperature gradient of brown dwarf atmospheres to be accurately retrieved while avoiding commonly-encountered numerical artefacts. The P-T model is especially flexible in the…
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
