Feeling Blue: Constructing a Robust SALT3 UV Template and Constraining its Redshift Dependency

TL;DR

This paper develops a new UV spectral energy distribution model for Type Ia supernovae, improving UV accuracy and exploring redshift evolution, which is crucial for future cosmological measurements.

Contribution

The paper introduces SALT3-UV, a robust optical-UV SED model trained with high-quality HST UV spectra, enhancing UV modeling and assessing redshift evolution effects.

Findings

SALT3-UV shows over threefold uncertainty reduction in UV modeling.

Significant UV spectral differences observed between low- and high-redshift SNe Ia.

Potential bias in cosmological parameters if UV evolution is unaccounted for.

Abstract

Upcoming cosmological surveys will obtain numerous rest-frame ultraviolet (UV) observations of Type Ia supernovae (SNe Ia), yet there is concern about how standardizable SNe Ia are in the UV. In this work, we train a robust optical--UV SED model for SNe Ia (SALT3-UV) with the open-source model-training software $\texttt{SALTshaker}$. We incorporate a spectroscopic UV data sample from HST, including 67 UV spectra from 18 nearby SNe Ia. Unlike previous training spectra, the HST spectra have sufficiently precise calibration that they do not require additional warping to match coincident photometric data. Additionally, while including this new SN Ia sample necessitates incorporating auxiliary photometric data from ZTF and ATLAS that have insufficient calibration for cosmological analyses, the improvements in the calibration of these data is anticipated in the near future. Compared to the previous SALT3-K21 model, the SALT3-UV model shows a significant improvement in the UV down to $2000\mathring{\text{A}}$, with over a threefold improvement in model uncertainty and a more physically accurate continuum and line features. We further evaluate potential redshift evolution in the UV template by separating the UV training sample into low- and high-$z$ subsamples. Our results reveal a non-negligible $\gtrsim 0.05$ mag difference between low- and high-$z$ SALT3-UV models in the $g-$band at $z\gtrsim0.5$ and the $u-$band at $z\gtrsim0.2$. We demonstrate that, if confirmed, such evolution could lead to a few-percent bias in the measurement of $w$ if high-$z$ rest-frame UV data are included in future cosmological surveys such as LSST and $\textit{Roman}$.