Asteroseismically calibrated ages for APOGEE DR17 J/A+A/685/A66 ivo://CDS.VizieR/J/A+A/685/A66 doi:10.26093/cds/vizier.36850066 CDS Boulet T. 2024-11-29T20:02:36Z 2024-05-07T08:07:14Z CDS support team CDS, Observatoire de Strasbourg, 11 rue de l'Universite, F-67000 Strasbourg, France cds-question@unistra.fr milky-way-galaxy giant-stars stellar-ages asteroseismology The formation history and evolution of the Milky Way through cosmological time is a complex field of research requiring the sampling of highly accurate stellar ages for all Galaxy components. Such highly reliable ages are starting to become available thanks to the synergy of asteroseismology, spectroscopy, stellar modelling and machine learning analysis in the era of all-sky astronomical surveys. The goal is to provide an accurate list of ages for the Main Red Star Sample of the APOGEE DR17 catalogue. In order to reach this goal, ages obtained under asteroseismic constraints are used to train a model of machine learning. Since the main objective is to obtain reliable age predictions without needing asteroseismic parameters, the optimal choice of stellar non-asteroseismic parameters was investigated to obtain the best performances on the test set. The stellar parameters Teff, L, the abundances of [CI/N],[Mg/Ce], [alpha/Fe], as the U(LSR) velocity and the vertical height from the Galactic plane Z were used to predict ages with a Categorical Gradient Boost Decision Trees model. The model was trained on two merged samples of the TESS Southern Continuous Viewing Zone and the Second APOKASC catalogue to avoid a data shift and improve the reliability of the predictions. Finally, the model was tested on an independent data set of the K2 Galactic Archaeology Program. A model with a median fractional age error of 20.8% is obtained. Its prediction variance between the validation and the training set is 4.77%. For stars older than 3Gyr, the median fractional error in age ranges from 7% to 23%. For stars with ages ranging from 1 to 3Gyr, the median fractional error in age ranges from 26% to 28%. For stars younger than 1 Gyr the median fractional error is 43%. The optimised model applies to 125,445 stars from the Main Red Star Sample of the APOGEE DR17 catalogue. The analysis of the ages confirms previous findings regarding the flaring of the young Galactic disc towards its outer regions. Additionally, an age gradient is found among the youngest stars within the Galactic plane. Finally, two groups of a few metal-poor ([Fe/H]<-1dex) young stars (Age<2Gyr) with similar peculiar chemical abundances and Halo kinematics are identified. They are likely the outcome of the predicted third and latest episode of gas infall in the solar vicinity (around 2.7Gyr ago). A catalogue of asteroseismically calibrated ages for 125445 red giants from the APOGEE DR17 catalogue is made available to the community. The analysis of the associated stellar parameters corroborates the predictions of different literature models. 2024A&A...685A..66B https://cdsarc.cds.unistra.fr/viz-bin/cat/J/A+A/685/A66 Catalog Research IsServedBy TAP VizieR generic service IsServedBy Conesearch service related-to I/355 : Gaia DR3 Part 1. Main source (Gaia Collaboration, 2022) III/286 : APOGEE-2 DR17 final allStar catalog (Abdurro'uf+, 2022) https://cds.unistra.fr/vizier-org/licences_vizier.html https://vizier.cds.unistra.fr/viz-bin/VizieR-2?-source=J/A+A/685/A66 https://vizier.iucaa.in/viz-bin/VizieR-2?-source=J/A+A/685/A66 http://vizieridia.saao.ac.za/viz-bin/VizieR-2?-source=J/A+A/685/A66 https://vizier.cds.unistra.fr/viz-bin/votable?-source=J/A+A/685/A66 https://vizier.iucaa.in/viz-bin/votable?-source=J/A+A/685/A66 http://vizieridia.saao.ac.za/viz-bin/votable?-source=J/A+A/685/A66 GET text/xml+votable https://tapvizier.cds.unistra.fr/TAPVizieR/tap Cone search capability for table J/A+A/685/A66/age_cat (*Stellar ages obtained using the CatBoostRegressor model) https://vizier.cds.unistra.fr/viz-bin/conesearch/J/A+A/685/A66/age_cat? https://vizier.iucaa.in/viz-bin/conesearch/J/A+A/685/A66/age_cat? http://vizieridia.saao.ac.za/viz-bin/conesearch/J/A+A/685/A66/age_cat? 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40943 40949 40951 40956 40958 41166-41167 41185 41187-41190 41327 41346-41347 41350 41352-41353 41356 41434-41435 41445 41456-41457 41482-41483 41504-41506 41560 41562 41589 41591 41596-41597 41605-41607 41633 41635-41636 41638 41641 41644 41688-41689 41696 41721 41723-41724 41726 41760 41762 41767 41772 41849 41851 41854 41937 41940 41971 41977 41980 42019 42025 42028 42058-42059 42062 42071 42073 42075-42077 42079-42081 42084 42101 42109-42111 42145 42147-42150 42206-42207 42228-42229 42244 42246 42261 42271-42272 42280-42282 42293 42303-42305 42314-42315 42336 42353-42355 42358 42360 42378 42387 42393 42396 42400 42420 42434-42435 42439-42440 42445 42456 42470 42473 42475-42478 42507 42510-42511 42529 42532 42580 42582-42583 42588-42589 42592-42593 42614 42617 42619-42620 42622 42638-42639 42647 42660-42661 42696-42697 42705 42707-42708 42710 42713 42715-42716 42718 42815 42861-42863 42865 42867 42873-42875 42885-42887 42892-42893 42898 42903 42907 42909-42911 42929 42931 42939 42941-42943 42948-42950 42956-42958 42960-42961 42964-42965 42967 42975 42980 42995 43014-43015 43017 43019 43032 43034 43045 43056 43064 43066 43089 43092 43126-43127 43140-43141 43168 43170 43176 43219 43228 43230 43249 43282-43283 43529-43531 43534 43536-43537 43828 43830 44304-44305 44307 44316-44317 44319 44380 44382 44393 44396-44397 44400-44402 44408 44711 44717 44719 44722-44723 44726 44732-44734 44774 44780 44782 44957 44959 44981 44986-44987 44990 45000 45002-45003 45055 45332 45376 45759 45802 45891 45894-45895 45897 45900-45901 46183 46188-46189 46194 46200 46261-46263 46306 46312 46314-46315 46339 46342 46344-46345 46348 46613 46619 46656 46805 46807 46843-46844 46846-46847 46890-46891 46975-46978 47007 47021 47023 47032-47034 47047 47050 47064 47066 47072 47125 47168 47170 47616 47618 47624 47656 47658 47739 47742-47744 47746 47755 47777 47780 47793 47795 47801 47825 47827-47830 47846-47847 47852-47854 47968 47970-47971 47976-47977 48015 48022-48023 48026-48027 48033-48035 48037-48039 48048-48049 48051 48053 48055 48060-48062 48065 48067-48068 48070-48073 48076 48089 48091-48092 48094 48104 48106-48107 48109-48111 48127 48209 48212-48213 48389 48400 48439 48445 48478 48482-48483 48488-48489 48509-48511 48586-48587 48596-48597 48599 48605 48607 48612 48614 48629 48810-48811 48983 48988-48989 48991 49006-49007 49013 49016 49018-49019 49077-49079 49091 49112 49124-49126 49128-49130 49143 49147 49149-49151 7.952274030004205e-20 1.0188844282367877e-19 https://cdsarc.cds.unistra.fr/viz-bin/moc/J/A+A/685/A66?format=ascii default J/A+A/685/A66/age_cat *Stellar ages obtained using the CatBoostRegressor model recno Record number assigned by the VizieR team. Should Not be used for identification. meta.record int RA_ICRS Right Ascension (ICRS) at Ep=2016.0 (RA) deg pos.eq.ra;meta.main indexed DE_ICRS Declination (ICRS) at Ep=2016.0 (DEC) deg pos.eq.dec;meta.main indexed e_RA_ICRS Error in Right Ascension (e_RAdeg) deg stat.error;pos.eq.ra float e_DE_ICRS Error in Declination (e_DEdeg) deg stat.error;pos.eq.dec float RAJdeg Right Ascension (J2000) (RAJ2000) deg pos.eq.ra DEJdeg Declination (J2000) (DEJ2000) deg pos.eq.dec GaiaDR3 Identifier for the GAIA Data Release 3 (GAIA DR3) meta.id;meta.main Age The age computed with the CatBoostRegressor model (Age) Gyr time.age float e_Age Error in age due to the CatBoostRegressor model (Age_ERR) Gyr stat.error;time.age float [Fe/H] APOGEE DR17 Iron ratio in dex (FE_H) phys.abund.Fe float e_[Fe/H] APOGEE DR17 Error in Iron ratio in dex (FE_H_ERR) stat.error;phys.abund.Fe float Teff APOGEE DR17 Effective temperature (TEFF) K phys.temperature.effective int e_Teff APOGEE DR17 Error in Effective temperature (TEFF_ERR) K stat.error;phys.temperature.effective int logg APOGEE DR17 Surface gravity (LOGG) log(cm.s**-2) phys.gravity float e_logg APOGEE DR17 Error in Surface gravity (LOGG_ERR) log(cm.s**-2) stat.error float Ksmag APOGEE DR17 Ks-band magnitude (Ks) mag phot.mag;em.IR.K float e_Ksmag APOGEE DR17 Error Ks-band magnitude (Ks_ERR) mag stat.error;phot.mag float E(B-V) Reddening ) parameter computed with the MW 3D Dust maps (E(B-V)) mag phot.color.excess float BCKs Bolometric correction for the Ks band computed with E(B-V) (BC_Ks) mag phot.mag.bc float LBol Bolometric luminosity computed with BC_Ks (L_Bol) log(solLum) phys.luminosity float e_LBol Error in Bolometric luminosity (L_Bol ) log(solLum) stat.error float [alpha/Fe] APOGEE DR17 Alpha (Mg+Si) to Iron ratio in dex (ALPHA_FE) phys.abund float e_[alpha/Fe] APOGEE DR17 Error in Alpha (Mg+Si) to Iron ratio in dex (ALPHA_FE_ERR) stat.error;phys.abund float [CI/N] APOGEE DR17 atomic Carbon to Nitrogen ratio in dex (CI_N) phys.abund float e_[CI/N] APOGEE DR17 Error in atomic Carbon to Nitrogen ratio in dex (CI_N_ERR) stat.error;phys.abund float [Mg/Ce] APOGEE DR17 Magnesium to Cerium ratio (MG_CE) in dex phys.abund float e_[Mg/Ce] APOGEE DR17 Error in Magnesium to Cerium ratio in dex (MG_CE_ERR) stat.error float U(LSR) U velocity in the Local Standard of Rest (U(LSR)) km/s phys.veloc;pos.cartesian.x float e_U(LSR) Error in U velocity in the Local Standard of Rest (U_ERR) km/s stat.error float V(LSR) V velocity in the Local Standard of Rest (V(LSR)) km/s phys.veloc;pos.cartesian.y float e_V(LSR) Error in V velocity in the Local Standard of Rest (V_ERR) km/s stat.error float W(LSR) W velocity in the Local Standard of Rest (W_LSR) km/s phys.veloc;pos.cartesian.z float e_W(LSR) Error in W velocity in the Local Standard of Rest (W_ERR) km/s stat.error float GLON Galactic longitude (GLON) deg pos.galactic.lon GLAT Galactic latitude (GLAT) deg pos.galactic.lat double Plx Gaia DR3 Parallax (Plx) mas pos.parallax float e_Plx Error in Gaia DR3 Parallax (Plx_ERR) mas stat.error;pos.parallax float X Galactocentric X coordinate (X) kpc pos.cartesian.x;pos.galactocentric double Y Galactocentric Y coordinate (Y) kpc pos.cartesian.y;pos.galactocentric double Z Galactocentric Z coordinate (Z) kpc pos.cartesian.z;pos.galactocentric double rperi Stellar orbit pericenter distance, computed with Galpy (rperi) kpc pos.distance float rap Stellar orbit apocenter distance, computed with Galpy (rap) kpc pos.distance float e Eccentricity of the orbit, computed with Galpy (e) src.orbital.eccentricity float zmax Maximum vertical distance from the Galactic plane, computed with Galpy (zmax) kpc pos.cartesian.z;pos.galactic float Lz Vertical Angular momentum, computed with Galpy (Lz) kpc.km/s phys.angMomentum double FlagYMP [0/2] Flag for Young Metal-Poor (YMG) stars (Flag_YMP) (1) meta.code.error int