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<ri:Resource created="2025-03-28T09:58:59Z" status="active" updated="2026-08-03T07:31:20Z" version="1.2" xmlns:cs="http://www.ivoa.net/xml/ConeSearch/v1.0" xmlns:ri="http://www.ivoa.net/xml/RegistryInterface/v1.0" xmlns:vr="http://www.ivoa.net/xml/VOResource/v1.0" xmlns:vs="http://www.ivoa.net/xml/VODataService/v1.1" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://www.ivoa.net/xml/ConeSearch/v1.0 http://vo.ari.uni-heidelberg.de/docs/schemata/ConeSearch.xsd http://www.ivoa.net/xml/VOResource/v1.0 http://vo.ari.uni-heidelberg.de/docs/schemata/VOResource.xsd http://www.ivoa.net/xml/VODataService/v1.1 http://vo.ari.uni-heidelberg.de/docs/schemata/VODataService.xsd" xsi:type="vs:CatalogService"><title>Study of PRC stars with LAMOST DR7</title><shortName>J/MNRAS/512/1710</shortName><identifier>ivo://CDS.VizieR/J/MNRAS/512/1710</identifier><altIdentifier>doi:10.26093/cds/vizier/bg-g0-1ne</altIdentifier><curation><publisher ivo-id="ivo://CDS">CDS</publisher><creator><name>He X.-J.</name></creator><creator><name>Luo A.-L.</name></creator><creator><name>Chen Y.-Q.</name></creator><date role="Updated">2026-08-03T07:31:20Z</date><date role="Created">2025-03-28T09:58:59Z</date><contact><name>CDS support team</name><address>CDS, Observatoire de Strasbourg, 11 rue de l'Universite, F-67000 Strasbourg, France</address><email>cds-question@unistra.fr</email></contact></curation><content><subject>milky-way-galaxy</subject><subject>late-type-stars</subject><subject>visible-astronomy</subject><subject>spectroscopy</subject><subject>infrared-photometry</subject><subject>astrometry</subject><subject>radial-velocity</subject><subject>stellar-masses</subject><subject>metallicity</subject><subject>effective-temperature</subject><subject>stellar-ages</subject><subject>stellar-distance</subject><description>Although red clump (RC) stars are easy to identify due to their stability of luminosity and colour, about 20-50 per cent are actually red giant branch (RGB) stars in the same location on the HR diagram. In this paper, a sample of 210504 spectra for 184318 primary RC (PRC) stars from the LAMOST DR7 is identified, which has a purity of higher than 90 per cent. The RC and the RGB stars are successfully distinguished through LAMOST spectra (R ~ 1800 and signal-to-noise ratio &gt;10) by adopting the XGBoost ensemble learning algorithm, and the secondary RC stars are also removed. The SHapley Additive exPlanations (SHAP) value is used to explain the top features that the XGBoost model selected. The features are around Fe5270, MgH &amp; Mg Ib, Fe4957, Fe4207, Cr5208, and CN, which can successfully distinguish RGB and RC stars. The XGBoost is also used to estimate the ages and masses of PRC stars by training their spectra with Kepler labelled asteroseismic parameters. The uncertainties of mass and age are 13 and 31 per cent, respectively. Verifying the feature attribution model, we find that the age-sensitive element XGBoost is consistent with the literature. Distance of the PRC stars is derived by KS absolute magnitude calibrated by Gaia EDR3, which has an uncertainty of about 6 per cent and shows the stars mainly located at the Galactic disc. We also test the XGBoost with R ~ 250, which is the resolution of the Chinese Space Station Telescope under construction; it is still capable of finding sensitive features to distinguish RC and RGB.</description><source format="bibcode">2022MNRAS.512.1710H</source><referenceURL>https://cdsarc.cds.unistra.fr/viz-bin/cat/J/MNRAS/512/1710</referenceURL><type>Catalog</type><contentLevel>Research</contentLevel><relationship><relationshipType>IsServedBy</relationshipType><relatedResource ivo-id="ivo://CDS.VizieR/TAP">TAP VizieR generic service</relatedResource></relationship><relationship><relationshipType>IsServedBy</relationshipType><relatedResource>Conesearch service</relatedResource></relationship><relationship><relationshipType>related-to</relationshipType><relatedResource ivo-id="ivo://CDS.VizieR/J/ApJS/236/42">J/ApJS/236/42 : Asteroseismology of ~16000 Kepler red giants (Yu+, 2018)</relatedResource><relatedResource ivo-id="ivo://CDS.VizieR/VII/233">VII/233 : 2MASS All-Sky Extended Source Catalog (XSC) (IPAC/UMass, 2003-2006)</relatedResource><relatedResource ivo-id="ivo://CDS.VizieR/II/246">II/246 : 2MASS All-Sky Catalog of Point Sources (Cutri+ 2003)</relatedResource><relatedResource ivo-id="ivo://CDS.VizieR/III/284">III/284 : APOGEE-2 data from DR16 (Johnsson+, 2020)</relatedResource><relatedResource ivo-id="ivo://CDS.VizieR/V/156">V/156 : LAMOST DR7 catalogs (Luo+, 2019)</relatedResource><relatedResource ivo-id="ivo://CDS.VizieR/I/347">I/347 : Distances to 1.33 billion stars in Gaia DR2 (Bailer-Jones+, 2018)</relatedResource><relatedResource ivo-id="ivo://CDS.VizieR/I/352">I/352 : Distances to 1.47 billion stars in Gaia EDR3 (Bailer-Jones+, 2021)</relatedResource><relatedResource ivo-id="ivo://CDS.VizieR/J/ApJS/245/34">J/ApJS/245/34 : Abundances for 6 million stars from LAMOST DR5 (Xiang+, 2019)</relatedResource><relatedResource ivo-id="ivo://CDS.VizieR/J/MNRAS/466/3344">J/MNRAS/466/3344 : Red-giant stars classification (Elsworth+, 2017)</relatedResource><relatedResource ivo-id="ivo://CDS.VizieR/J/ApJ/858/L7">J/ApJ/858/L7 : Red clump stars selected from LAMOST and APOGEE (Ting+, 2018)</relatedResource></relationship></content><rights>https://cds.unistra.fr/vizier-org/licences_vizier.html</rights><capability><interface xsi:type="vr:WebBrowser"><accessURL use="full">https://vizier.cds.unistra.fr/viz-bin/VizieR-2?-source=J/MNRAS/512/1710</accessURL><mirrorURL title="VizieR at IUCAA: Pune, India">https://vizier.iucaa.in/viz-bin/VizieR-2?-source=J/MNRAS/512/1710</mirrorURL><mirrorURL title="VizieR at SAAO: SAAO, South Africa">http://vizieridia.saao.ac.za/viz-bin/VizieR-2?-source=J/MNRAS/512/1710</mirrorURL></interface></capability><capability><interface xsi:type="vs:ParamHTTP"><accessURL use="base">https://vizier.cds.unistra.fr/viz-bin/votable?-source=J/MNRAS/512/1710</accessURL><mirrorURL title="VizieR at IUCAA: Pune, India">https://vizier.iucaa.in/viz-bin/votable?-source=J/MNRAS/512/1710</mirrorURL><mirrorURL 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28261 28263-28264 28266 28272 28277 28280-28281 28284 28287-28290 28293 28296-28298 28306-28307 28309-28311 28313 28315-28316 28318-28320 28324 28329 28334 28340 28344-28345 28348 28351-28353 28356-28358 28365 28369 28376 28378 28380 28386 28388 28390-28393 28395 28401-28405 28407-28408 28410 28412 28414 28425 28431 28433-28435 28441-28442 28445-28447 28453 28455 28462-28463 28465-28468 28470-28472 28476-28478 28481-28482 28492-28493 28495-28497 28502 28504 28512 28514-28518 28520 28523-28524 28526 28528-28529 28537-28539 28548-28549 28555 28561-28562 28565-28566 28569-28573 28577-28578 28580-28582 28584 28586-28587 28589 28591 28595 28599-28602 28604-28605 28612 28615-28617 28629-28630 28632 28635 28637 28639 28643 28645 28647-28650 28653 28660 28664-28666 29567 29650 29660 29662 29675 29678-29679 29681 29683 29685-29687 29689 29692-29693 29695 29925 29927 29933-29935 29940 29942-29943 29945-29950 30193-30195 30201 30203 30250 30314 30318 30338 30340 30342-30343 30348 30350 30369-30372 30374-30375 30384 30386-30387 30389-30391 30400-30401 30403 30405 30410 30418 30426 30432 30434-30435 30454-30455 30464 30467 30471-30472 30474 30496-30497 30500 30502 30508 30512 30549 30551 30557 30559 30573 30575 30578-30579 30581-30583 30632 30635 30684-30685 30843-30844 30846-30847 30898 30906-30908 30910-30911 30919 30925 30928-30929 30931 30940-30941 30943 30948-30949 30954-30955 30958-30960 30962 30965-30966 30968 30970 30975 30998-30999 31001-31003 31016 31018-31019 31024-31025 31027 31112-31113 31137-31139 31152 31154-31157 31159 31237 31239 31248-31249 31251 31257 31259 31281 31283 31289 31291 31317-31319 31324-31325 31327 31333-31335 31344 31346 31349-31351 31365-31367 31369 31371-31374 31376 31378-31379 31404 31406-31409 31411-31413 31415 31420 31422 31452-31453 31468-31469 31477 31479-31481 31483 31521 31525-31527 31548-31550 31584 31586-31589 31591 31604-31605 31607 31611 31624-31625 31636-31637 31639 31645 31647 31650-31651 31661 31663-31664 31666-31667 31680-31681 31683 31700-31702 31724-31726 31816 31818-31819 31821-31826 31828 31832 31834 31848-31849 31851 32032 32034-32035 32046 32098-32099 32108 32110 32119 32132 32134-32135 32145 32147 32183 32196 32198 32200-32201 32204 32219 32232 32234-32235 32241 32243 32250-32251 32324-32326 32380-32381 32388-32390 32392-32394 32416 32423-32424 32426-32427 32432-32433 32435 32452-32453 32468 32470-32471 32480-32482 32489-32491 32566-32567 32581 32583-32584 32589-32590 32609-32611 32624 32626 32628-32629 32632-32634 32676-32677 32679-32680 32682-32683 32696-32697 32699 32705-32706 32711-32712 32714 32719 32721-32723 32728 32730-32733 32741-32743 32745-32750 32754-32755 32757 32765-32767 36723 36728 36730-36732 36734 36778 36782 36794 36801-36804 36806-36809 36811 36816 36818 36820-36821 36823 36828 36831 36836 36845 36850-36853 36855-36856 36858 36862-36863 40859 40862 40881-40882 40903 40905 40914-40915 40933-40935 45019 45033-45035 45041 45043 45049-45051 48983 48991 48997-48999 49008-49009 49011 49020 49022 49092-49093 49095 49112 49117 49119</spatial><spectral>7.952274030004205e-20 1.7798557115773645e-19</spectral><footprint ivo-id="ivo://ivoa.net/std/moc">https://cdsarc.cds.unistra.fr/viz-bin/moc/J/MNRAS/512/1710?format=ascii</footprint><waveband>Optical</waveband><waveband>Infrared</waveband></coverage><tableset><schema><name>default</name><table><name>J/MNRAS/512/1710/table</name><description>LAMOST DR7 spectroscopic and physical properties of 184318 identified primary RC</description><column><name>D</name><description>? Distance estimate (dist)</description><unit>pc</unit><ucd>pos.distance;arith</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>recno</name><description>Record number assigned by the VizieR team. Should Not be used for identification.</description><ucd>meta.record</ucd><dataType xsi:type="vs:VOTableType">int</dataType></column><column><name>Name</name><description>Name ID (specid) (1)</description><ucd>meta.id;meta.main</ucd><dataType xsi:type="vs:VOTableType" arraysize="40*">char</dataType></column><column><name>File</name><description>Spectrum file path (specpath) (2)</description><ucd>meta.id</ucd><dataType xsi:type="vs:VOTableType" arraysize="97*">char</dataType></column><column><name>ObsID</name><description>Observation ID unique for each spectrum (obsid)</description><ucd>meta.id;obs</ucd><dataType xsi:type="vs:VOTableType">long</dataType></column><column><name>Spectrum</name><description>Display the LAMOST DR7 spectrum</description><ucd>meta.ref.url</ucd><dataType xsi:type="vs:VOTableType" arraysize="*">char</dataType></column><column><name>RAJ2000</name><description>Observational right ascension (J2000) (ra)</description><unit>deg</unit><ucd>pos.eq.ra;meta.main</ucd><flag>indexed</flag></column><column><name>DEJ2000</name><description>Observational declination (J2000) (dec)</description><unit>deg</unit><ucd>pos.eq.dec;meta.main</ucd><flag>indexed</flag></column><column><name>Teff</name><description>Effective temperature (teff)</description><unit>K</unit><ucd>phys.temperature.effective</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>e_Teff</name><description>? Mean uncertainty of Teff (teff_err)</description><unit>K</unit><ucd>stat.error;phys.temperature.effective</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>logg</name><description>Surface gravity (logg)</description><unit>log(cm.s**-2)</unit><ucd>phys.gravity</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>e_logg</name><description>? Mean uncertainty of logg (logg_err)</description><unit>log(cm.s**-2)</unit><ucd>stat.error</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>[Fe/H]</name><description>Iron to hydrogen abundance ratio (feh)</description><unit>log(Sun)</unit><ucd>phys.abund.Fe;arith.ratio</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>e_[Fe/H]</name><description>? Mean uncertainty of [Fe/H] (feh_err)</description><unit>log(Sun)</unit><ucd>stat.error;phys.abund.Fe</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>RV</name><description>Radial velocity (rv)</description><unit>km/s</unit><ucd>phys.veloc;pos.heliocentric</ucd><dataType xsi:type="vs:VOTableType">float</dataType></column><column><name>e_RV</name><description>? Mean uncertainty of RV (rv_err)</description><unit>km/s</unit><ucd>stat.error</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column><column><name>Jmag</name><description>? J band apparent magnitude (Jmag)</description><unit>mag</unit><ucd>phot.mag;em.IR.J</ucd><dataType xsi:type="vs:VOTableType">float</dataType><flag>nullable</flag></column><column><name>e_Jmag</name><description>? Mean uncertainty of Jmag (e_Jmag)</description><unit>mag</unit><ucd>stat.error;phot.mag</ucd><dataType xsi:type="vs:VOTableType">float</dataType><flag>nullable</flag></column><column><name>Hmag</name><description>? H band apparent magnitude (Hmag)</description><unit>mag</unit><ucd>phot.mag;em.IR.H</ucd><dataType xsi:type="vs:VOTableType">float</dataType><flag>nullable</flag></column><column><name>e_Hmag</name><description>? Mean uncertainty of Hmag (e_Hmag)</description><unit>mag</unit><ucd>stat.error;phot.mag</ucd><dataType xsi:type="vs:VOTableType">float</dataType><flag>nullable</flag></column><column><name>Ksmag</name><description>? Ks band apparent magnitude (Kmag)</description><unit>mag</unit><ucd>phot.mag;em.IR.K</ucd><dataType xsi:type="vs:VOTableType">float</dataType><flag>nullable</flag></column><column><name>e_Ksmag</name><description>? Mean uncertainty of Ksmag (e_Kmag)</description><unit>mag</unit><ucd>stat.error;phot.mag</ucd><dataType xsi:type="vs:VOTableType">float</dataType><flag>nullable</flag></column><column><name>KsMag</name><description>Ks band absolute magnitude (mk)</description><unit>mag</unit><ucd>phys.magAbs;em.IR.K</ucd><dataType xsi:type="vs:VOTableType">double</dataType></column><column><name>e_KsMag</name><description>Mean uncertainty of KsMag (mk_err)</description><unit>mag</unit><ucd>stat.error;phot.mag</ucd><dataType xsi:type="vs:VOTableType">double</dataType></column><column><name>M*</name><description>Star mass estimate (mass)</description><unit>solMass</unit><ucd>phys.mass;arith</ucd><dataType xsi:type="vs:VOTableType">double</dataType></column><column><name>e_M*</name><description>Mean uncertainty of M* (mass_err)</description><unit>solMass</unit><ucd>stat.error</ucd><dataType xsi:type="vs:VOTableType">double</dataType></column><column><name>Age</name><description>[] Star age estimate (age)</description><unit>Gyr</unit><ucd>time.age;meta.modelled</ucd><dataType xsi:type="vs:VOTableType">double</dataType></column><column><name>e_Age</name><description>[] Mean uncertainty of Age (age_err)</description><unit>Gyr</unit><ucd>stat.error;time.age</ucd><dataType xsi:type="vs:VOTableType">double</dataType></column><column><name>e_D</name><description>? Mean uncertainty of D (dist_err)</description><unit>pc</unit><ucd>stat.error</ucd><dataType xsi:type="vs:VOTableType">double</dataType><flag>nullable</flag></column></table></schema></tableset></ri:Resource>