2022
DOI: 10.3847/1538-4365/ac42d1
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The Spectroscopic Binaries from the LAMOST Medium-resolution Survey. I. Searching for Double-lined Spectroscopic Binaries with a Convolutional Neural Network

Abstract: We developed a convolutional neural network model to distinguish the double-lined spectroscopic binaries (SB2s) from others based on single-exposure medium-resolution spectra (R ∼ 7500). The training set consists of a large set of mock spectra of single stars and binaries synthesized based on the MIST stellar evolutionary model and ATLAS9 atmospheric model. Our model reaches a novel theoretic false-positive rate by adding a proper penalty on the negative sample (e.g., 0.12% and 0.16% for the blue/red arm when … Show more

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Cited by 20 publications
(13 citation statements)
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“…HD 228903 was identified as a spectroscopic binary in the Large sky Area Multi-Object fiber Spectroscopic Telescope (LAMOST, Cui et al 2012) medium resolution survey (MRS, Zhang et al 2022) and nine radial velocity measurements are available. We use the photometric period and ephemeris to phase the radial velocity data as shown in Figure 10.…”
Section: Eclipsing Subdwarfmentioning
confidence: 99%
“…HD 228903 was identified as a spectroscopic binary in the Large sky Area Multi-Object fiber Spectroscopic Telescope (LAMOST, Cui et al 2012) medium resolution survey (MRS, Zhang et al 2022) and nine radial velocity measurements are available. We use the photometric period and ephemeris to phase the radial velocity data as shown in Figure 10.…”
Section: Eclipsing Subdwarfmentioning
confidence: 99%
“…The accuracy of T eff , log g, and [Fe/H] are around 119 K, 0.17 dex, and 0.06∼0.12 dex, respectively (Wang et al 2020). Furthermore, many eclipsing binaries with light curves (Slawson et al 2011;Jayasinghe et al 2021;Chen et al 2020) are identified from LAMOST survey (Li et al 2021a;Zhang et al 2022). These published data offer a unique opportunity to measure the dynamic mass and radius of more eclipsing binaries.…”
Section: Introductionmentioning
confidence: 99%
“…The accuracies of T eff , logg, and [Fe/H] are around 119 K, 0.17 dex, and 0.06-0.12 dex, respectively (Wang et al 2020). Furthermore, many eclipsing binaries with light curves (Slawson et al 2011;Chen et al 2020;Jayasinghe et al 2021) are identified from the LAMOST survey (Li et al 2021a;Zhang et al 2022). These published data offer a unique opportunity to measure the dynamic mass and radius of more eclipsing binaries.…”
Section: Introductionmentioning
confidence: 99%