TY - JOUR
T1 - Masses and Ages for 230,000 LAMOST Giants, via Their Carbon and Nitrogen Abundances
AU - Ho, Anna Y.Q.
AU - Rix, Hans Walter
AU - Ness, Melissa K.
AU - Hogg, David W.
AU - Liu, Chao
AU - Ting, Yuan Sen
N1 - Publisher Copyright:
© 2017. The American Astronomical Society. All rights reserved.
PY - 2017/5/20
Y1 - 2017/5/20
N2 - We measure carbon and nitrogen abundances to a precision of ≲0.1 dex for 450,000 giant stars from their lowresolution (R ∼ 1800) LAMOST DR2 survey spectra. We use these [C M] and [N M] measurements, together with empirical relations based on the APOKASC sample, to infer stellar masses and implied ages for 230,000 of these objects to 0.08 dex and 0.2 dex respectively. We use The Cannon, a data-driven approach to spectral modeling, to construct a predictive model for LAMOST spectra. Our reference set comprises 8125 stars observed in common between the APOGEE and LAMOST surveys, taking seven APOGEE DR12 labels (parameters) as ground truth: Teff , log g, [M/H], [α/M], [C/M], [N/M], and Ak. We add seven colors to the Cannon model, based on the g, r, i, J, H, K, W1, W2 magnitudes from APASS, 2MASS, and WISE, which improves our constraints on Teff and log g by up to 20% and on Ak by up to 70%. Cross-validation of the model demonstrates that, for high-S/N objects, our inferred labels agree with the APOGEE values to within 50 K in temperature, 0.04 mag in Ak, and <0.1 dex in log g, [M/H], [C/M], [N/M], and [α/M]. We apply the model to 450,000 giants in LAMOST DR2 that have not been observed by APOGEE. This demonstrates that precise individual abundances can be measured from low-resolution spectra and represents the largest catalog to date of homogeneous stellar [C/M], [N/M], masses, and ages. As a result, we greatly increase the number and sky coverage of stars with mass and age estimates.
AB - We measure carbon and nitrogen abundances to a precision of ≲0.1 dex for 450,000 giant stars from their lowresolution (R ∼ 1800) LAMOST DR2 survey spectra. We use these [C M] and [N M] measurements, together with empirical relations based on the APOKASC sample, to infer stellar masses and implied ages for 230,000 of these objects to 0.08 dex and 0.2 dex respectively. We use The Cannon, a data-driven approach to spectral modeling, to construct a predictive model for LAMOST spectra. Our reference set comprises 8125 stars observed in common between the APOGEE and LAMOST surveys, taking seven APOGEE DR12 labels (parameters) as ground truth: Teff , log g, [M/H], [α/M], [C/M], [N/M], and Ak. We add seven colors to the Cannon model, based on the g, r, i, J, H, K, W1, W2 magnitudes from APASS, 2MASS, and WISE, which improves our constraints on Teff and log g by up to 20% and on Ak by up to 70%. Cross-validation of the model demonstrates that, for high-S/N objects, our inferred labels agree with the APOGEE values to within 50 K in temperature, 0.04 mag in Ak, and <0.1 dex in log g, [M/H], [C/M], [N/M], and [α/M]. We apply the model to 450,000 giants in LAMOST DR2 that have not been observed by APOGEE. This demonstrates that precise individual abundances can be measured from low-resolution spectra and represents the largest catalog to date of homogeneous stellar [C/M], [N/M], masses, and ages. As a result, we greatly increase the number and sky coverage of stars with mass and age estimates.
KW - methods: data analysis
KW - methods: statistical
KW - stars: abundances
KW - stars: fundamental parameters
KW - surveys
KW - techniques: spectroscopic
UR - http://www.scopus.com/inward/record.url?scp=85019980095&partnerID=8YFLogxK
U2 - 10.3847/1538-4357/aa6db3
DO - 10.3847/1538-4357/aa6db3
M3 - Article
SN - 0004-637X
VL - 841
JO - Astrophysical Journal
JF - Astrophysical Journal
IS - 1
M1 - 40
ER -