Type Ia Supernova Colors and Ejecta Velocities: Hierarchical Bayesian Regression with Non-Gaussian Distributions
arXiv:1402.7079 · doi:10.1088/0004-637X/797/2/75
Abstract
We investigate the statistical dependence of the peak intrinsic colors of Type Ia supernovae (SN Ia) on their expansion velocities at maximum light, measured from the Si II 6355 spectral feature. We construct a new hierarchical Bayesian regression model, accounting for the random effects of intrinsic scatter, measurement error, and reddening by host galaxy dust, and implement a Gibbs sampler and deviance information criteria to estimate the correlation. The method is applied to the apparent colors from BVRI light curves and Si II velocity data for 79 nearby SNe Ia. The apparent color distributions of high (HV) and normal velocity (NV) supernovae exhibit significant discrepancies for B-V and B-R, but not other colors. Hence, they are likely due to intrinsic color differences originating in the B-band, rather than dust reddening. The mean intrinsic B-V and B-R color differences between HV and NV groups are 0.06 +/- 0.02 and 0.09 +/- 0.02 mag, respectively. A linear model finds significant slopes of -0.021 +/- 0.006 and -0.030 +/- 0.009 mag/(1000 km/s) for intrinsic B-V and B-R colors versus velocity, respectively. Since the ejecta velocity distribution is skewed towards high velocities, these effects imply non-Gaussian intrinsic color distributions with skewness up to +0.3. Accounting for the intrinsic color-velocity correlation results in corrections to A_V extinction estimates as large as -0.12 mag for HV SNe Ia and +0.06 mag for NV events. Velocity measurements from SN Ia spectra have potential to diminish systematic errors from the confounding of intrinsic colors and dust reddening affecting supernova distances.
accepted for publication in ApJ; expanded analysis & discussion, results unchanged
References in corpus (29)
- Improved Cosmological Constraints from New, Old and Combined Supernova Datasets
- Spectra and Light Curves of Six Type Ia Supernovae at 0.511 < z < 1.12 and the Union2 Compilation
- Some Aspects of Measurement Error in Linear Regression of Astronomical Data
- Observational Constraints on the Nature of the Dark Energy: First Cosmological Results from the ESSENCE Supernova Survey
- Improved Dark Energy Constraints from ~100 New CfA Supernova Type Ia Light Curves
- Supernova Constraints and Systematic Uncertainties from the First 3 Years of the Supernova Legacy Survey
- Improved Distances to Type Ia Supernovae with Multicolor Light Curve Shapes: MLCS2k2
- CfA3: 185 Type Ia Supernova Light Curves from the CfA
- SNLS3: Constraints on Dark Energy Combining the Supernova Legacy Survey Three Year Data with Other Probes
- Simulation of truncated normal variables
- Improved Distances to Type Ia Supernovae with Two Spectroscopic Subclasses
- The Spectroscopic Diversity of Type Ia Supernovae
- The Carnegie Supernova Project: Intrinsic Colors of Type Ia Supernovae
- Inferring the eccentricity distribution
- Optical and Near-Infrared Observations of the Highly Reddened, Rapidly Expanding Type Ia Supernova 2006X in M100
- Evidence for Two Distinct Populations of Type Ia Supernovae
- Type Ia Supernovae are Good Standard Candles in the Near Infrared: Evidence from PAIRITEL
- Anomalous extinction behaviour towards the Type Ia SN 2003cg
- Optical Spectroscopy of Type Ia Supernovae
- Type Ia Supernova Light Curve Inference: Hierarchical Bayesian Analysis in the Near Infrared
- The Type Ia supernova 2004S, a clone of SN 2001el, and the optimal photometric bands for extinction estimation
- The colour-lightcurve shape relation of Type Ia supernovae and the reddening law
- CfAIR2: Near Infrared Light Curves of 94 Type Ia Supernovae
- Do spectra improve distance measurements of Type Ia supernovae?
- SN 2002cv: A Heavily Obscured Type Ia Supernova
- The early spectral evolution of SN 2004dt
- Luminosity Indicators in the Ultraviolet Spectra of Type Ia Supernovae
- Determining the extragalactic extinction law with SALT. II. Additional sample
- Hierarchical Reverberation Mapping
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- Simulations of the WFIRST Supernova Survey and Forecasts of Cosmological Constraints
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- Diversity in extinction laws of Type Ia supernovae measured between and
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- A unified explanation for the supernova rate-galaxy mass dependency based on supernovae discovered in Sloan galaxy spectra
- The Type Ia Supernova Color-Magnitude Relation and Host Galaxy Dust: A Simple Hierarchical Bayesian Model
- SNEMO: Improved Empirical Models for Type Ia Supernovae
- Luminosity distributions of Type Ia Supernovae
- SUGAR: An improved empirical model of Type Ia Supernovae based on spectral features
- Testing the Consistency of Dust Laws in SN Ia Host Galaxies: A BayeSN Examination of Foundation DR1
- Type Ia Supernovae are Excellent Standard Candles in the Near-Infrared
- Distances with <4% Precision from Type Ia Supernovae in Young Star-Forming Environments
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- An Empirical Fitting Method to Type Ia Supernova Light Curves. III. A Three-Parameter Relationship: Peak Magnitude, Rise Time, and Photospheric Velocity
- The effects of varying colour-luminosity relations on supernova science
- Constraining the SN Ia Host Galaxy Dust Law Distribution and Mass Step: Hierarchical BayeSN Analysis of Optical and Near-Infrared Light Curves
- A Possible Distance Bias for Type Ia Supernovae with Different Ejecta Velocities
- The Foundation Supernova Survey: Photospheric Velocity Correlations in Type Ia Supernovae
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- Breaking the color-reddening degeneracy in type Ia supernovae
- The Ultraviolet Colors of Type Ia Supernovae and their Photospheric Velocities
- Optical Observations of the Nearby Type Ia Supernova 2021hpr
- A study of Si II and S II features in spectra of Type Ia supernova
- X-ray Limits on the Progenitor System of the Type Ia Supernova 2017ejb
- SN 2017hpa: A Nearby Carbon-Rich Type Ia Supernova with a Large Velocity Gradient
- Understanding Type Ia Supernova Distance Biases by Simulating Spectral Variations
- Unsupervised Transient Light Curve Analysis Via Hierarchical Bayesian Inference
- High-Precision Redshifts for Type Ia Supernovae with the Nancy Grace Roman Space Telescope P127 Prism
- DAmodel: Hierarchical Bayesian Modelling of DA White Dwarfs for Spectrophotometric Calibration
- Intrinsic color diversity of nearby type Ia supernovae
- ZTF SN Ia DR2: Improved SN Ia colors through expanded dimensionality with SALT3+
- FlowSN: Neural Simulation-Based Inference under Realistic Selection Effects applied to Supernova Cosmology