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SALT2 versus SALT3: updated model surfaces and their impacts on type Ia supernova cosmology

Publication ,  Journal Article
Taylor, G; Jones, DO; Popovic, B; Vincenzi, M; Kessler, R; Scolnic, D; Dai, M; Kenworthy, WD; Pierel, JDR
Published in: Monthly Notices of the Royal Astronomical Society
April 1, 2023

For the past decade, SALT2 has been the most common model used to fit Type Ia supernova (SN Ia) light curves for dark energy analyses. Recently, the SALT3 model was released, which upgraded a number of model features but has not yet been used for measurements of dark energy. Here, we evaluate the impact of switching from SALT2 to SALT3 for a SN cosmology analysis. We train SALT2 and SALT3 on an identical training sample of 1083 well-calibrated Type Ia supernovae, ensuring that any differences found come from the underlying model framework. We publicly release the results of this training (the SALT ‘surfaces’). We then run a cosmology analysis on the public Dark Energy Survey 3-Yr Supernova data sample (DES-SN3YR), and on realistic simulations of those data. We provide the first estimate of the SN + CMB systematic uncertainty arising from the choice of SALT model framework (i.e. SALT2 versus SALT3), ∆w = + 0.001 ± 0.005 – a negligible effect at the current level of dark energy analyses. We also find that the updated surfaces are less sensitive to photometric calibration uncertainties than previous SALT2 surfaces, with the average spectral energy density dispersion reduced by a factor of two over optical wavelengths. This offers an opportunity to reduce the contribution of calibration errors to SN cosmology uncertainty budgets.

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Published In

Monthly Notices of the Royal Astronomical Society

DOI

EISSN

1365-2966

ISSN

0035-8711

Publication Date

April 1, 2023

Volume

520

Issue

4

Start / End Page

5209 / 5224

Related Subject Headings

  • Astronomy & Astrophysics
  • 5109 Space sciences
  • 5107 Particle and high energy physics
  • 5101 Astronomical sciences
  • 0201 Astronomical and Space Sciences
 

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Taylor, G., Jones, D. O., Popovic, B., Vincenzi, M., Kessler, R., Scolnic, D., … Pierel, J. D. R. (2023). SALT2 versus SALT3: updated model surfaces and their impacts on type Ia supernova cosmology. Monthly Notices of the Royal Astronomical Society, 520(4), 5209–5224. https://doi.org/10.1093/mnras/stad320
Taylor, G., D. O. Jones, B. Popovic, M. Vincenzi, R. Kessler, D. Scolnic, M. Dai, W. D. Kenworthy, and J. D. R. Pierel. “SALT2 versus SALT3: updated model surfaces and their impacts on type Ia supernova cosmology.” Monthly Notices of the Royal Astronomical Society 520, no. 4 (April 1, 2023): 5209–24. https://doi.org/10.1093/mnras/stad320.
Taylor G, Jones DO, Popovic B, Vincenzi M, Kessler R, Scolnic D, et al. SALT2 versus SALT3: updated model surfaces and their impacts on type Ia supernova cosmology. Monthly Notices of the Royal Astronomical Society. 2023 Apr 1;520(4):5209–24.
Taylor, G., et al. “SALT2 versus SALT3: updated model surfaces and their impacts on type Ia supernova cosmology.” Monthly Notices of the Royal Astronomical Society, vol. 520, no. 4, Apr. 2023, pp. 5209–24. Scopus, doi:10.1093/mnras/stad320.
Taylor G, Jones DO, Popovic B, Vincenzi M, Kessler R, Scolnic D, Dai M, Kenworthy WD, Pierel JDR. SALT2 versus SALT3: updated model surfaces and their impacts on type Ia supernova cosmology. Monthly Notices of the Royal Astronomical Society. 2023 Apr 1;520(4):5209–5224.
Journal cover image

Published In

Monthly Notices of the Royal Astronomical Society

DOI

EISSN

1365-2966

ISSN

0035-8711

Publication Date

April 1, 2023

Volume

520

Issue

4

Start / End Page

5209 / 5224

Related Subject Headings

  • Astronomy & Astrophysics
  • 5109 Space sciences
  • 5107 Particle and high energy physics
  • 5101 Astronomical sciences
  • 0201 Astronomical and Space Sciences