ZTF SN Ia DR2: High-velocity components in the Si II $\lambda$6355
L. Harvey, K. Maguire, U. Burgaz, G. Dimitriadis, J. Sollerman, A., Goobar, J. Johansson, J. Nordin, M. Rigault, M. Smith, M. Aubert, R. Cartier,, P. Chen, M. Deckers, S. Dhawan, L. Galbany, M. Ginolin, W. D. Kenworthy,, Y.-L. Kim, C. Liu, A. A. Miller, P. Rosnet, R. Senzel

TL;DR
This study analyzes high-velocity features in the Si II $ extlambda$6355 line in Type Ia supernovae spectra from the ZTF DR2, revealing their prevalence, evolution with phase, and lack of correlation with host or light-curve properties.
Contribution
It introduces a robust MCMC and BIC-based method to classify and analyze high-velocity features in SN Ia spectra, providing new insights into their behavior and ubiquity.
Findings
Approximately 75% of spectra before -11 days show HVFs.
HVFs decrease in strength with phase, fading earlier at larger velocities.
No correlation between HVFs and SN Ia host or light-curve parameters.
Abstract
The ZTF SN Ia Data Release 2 provides a perfect opportunity to perform a thorough search for, and subsequent analysis of, high-velocity components in the Si II 6355 feature in the pre-peak regime. The source of such features remains unclear, with potential origins in circumstellar material or density/abundance enhancements intrinsic to the SN ejecta. Therefore, they may provide clues to the elusive progenitor and explosion scenarios of SNe Ia. We employ a MCMC fitting method followed by BIC testing to classify single and double Si II 6355 components in the DR2. The detection efficiency of our classification method is investigated through the fitting of simulated features, allowing us to place cuts upon spectral quality required for reliable classification. These simulations were also used to perform an analysis of the recovered parameter uncertainties and potential…
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