Classifying Single Stars and Spectroscopic Binaries Using Optical Stellar Templates
arXiv:2006.01199 · doi:10.3847/1538-4365/aba1e7
Abstract
Stellar spectral classification is a fundamental tool of modern astronomy, providing insight into physical characteristics such as effective temperature, surface gravity, and metallicity. Accurate and fast spectral typing is an integral need for large all-sky spectroscopic surveys like the SDSS and LAMOST. Here, we present the next version of PyHammer, stellar spectral classification software that uses optical spectral templates and spectral line index measurements. PyHammer v2.0 extends the classification power to include carbon (C) stars, DA white dwarf (WD) stars, and also double-lined spectroscopic binaries (SB2). This release also includes a new empirical library of luminosity-normalized spectra that can be used to flux calibrate observed spectra, or to create synthetic SB2 spectra. We have generated physically reasonable SB2 combinations as templates, adding to PyHammer the ability to spectrally type SB2s. We test classification success rates on SB2 spectra, generated from the SDSS, across a wide range of spectral types and signal-to-noise ratios. Within the defined range of pairings described, more than of SB2s are correctly classified.
16 pages, 7 figures, 4 tables; accepted to ApJS
References in corpus (30)
- SciPy 1.0--Fundamental Algorithms for Scientific Computing in Python
- The NumPy array: a structure for efficient numerical computation
- Gaia Data Release 2. Summary of the contents and survey properties
- The Seventh Data Release of the Sloan Digital Sky Survey
- Binary companions of evolved stars in APOGEE DR14: Search method and catalog of ~5,000 companions
- LSST: from Science Drivers to Reference Design and Anticipated Data Products
- The Zwicky Transient Facility: System Overview, Performance, and First Results
- A Survey of Stellar Families: Multiplicity of Solar-Type Stars
- The Apache Point Observatory Galactic Evolution Experiment (APOGEE)
- Estimating distances from parallaxes IV: Distances to 1.33 billion stars in Gaia Data Release 2
- Sloan Digital Sky Survey IV: Mapping the Milky Way, Nearby Galaxies, and the Distant Universe
- The Sixteenth Data Release of the Sloan Digital Sky Surveys: First Release from the APOGEE-2 Southern Survey and Full Release of eBOSS Spectra
- The Eighth Data Release of the Sloan Digital Sky Survey: First Data from SDSS-III
- The Zwicky Transient Facility: Data Processing, Products, and Archive
- The Multi-Object, Fiber-Fed Spectrographs for SDSS and the Baryon Oscillation Spectroscopic Survey
- The Zwicky Transient Facility: Science Objectives
- Stellar SEDs from 0.3-2.5 Microns: Tracing the Stellar Locus and Searching for Color Outliers in SDSS and 2MASS
- A Data Release 2 catalogue of white dwarfs and a comparison with SDSS
- The Luminosity and Mass Functions of Low-Mass Stars in the Galactic Disk: II. The Field
- The Solar Neighborhood XLV. The Stellar Multiplicity Rate of M Dwarfs Within 25 pc
- SDSS-IV MaStar -- A Large and Comprehensive Empirical Stellar Spectral Library: First Release
- An empirical template library of stellar spectra for a wide range of spectral classes, luminosity classes, and metallicities using SDSS BOSS spectra
- Application of Convolutional Neural Networks for Stellar Spectral Classification
- Innocent Bystanders: Carbon Stars from the Sloan Digital Sky Survey
- Principal Component Analysis of SDSS Stellar Spectra
- The Time-Domain Spectroscopic Survey: Target Selection for Repeat Spectroscopy
- Search for carbon stars and DZ white dwarfs in SDSS spectra survey through machine learning
- The Time-Domain Spectroscopic Survey: Understanding the Optically Variable Sky with SEQUELS in SDSS-III
- Spectral disentangling with Spectangular
- Spectangular: Disentangling variable spectra
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