SpectroTranslator GALAH and APOGEE examples J/A+A/690/A54 ivo://CDS.VizieR/J/A+A/690/A54 doi:10.26093/cds/vizier.36900054 CDS Thomas G.F. Battaglia G. Gran F. Fernandez-Alvar E. Tsantaki M.,Pancino E. Hill V. Kordopatis G. Gallart C. Turchi A. Masseron T. 2025-02-18T20:01:38Z 2024-09-27T10:33:24Z CDS support team CDS, Observatoire de Strasbourg, 11 rue de l'Universite, F-67000 Strasbourg, France cds-question@unistra.fr astronomical-models chemical-abundances effective-temperature In modern Galactic astronomy, stellar spectroscopy plays a ivotal role in complementing large photometric and astrometric surveys and enabling deeper insights to be gained into the chemical evolution and chemo-dynamical mechanisms at play in the Milky Way and its satellites. Nonetheless, the use of different instruments and dedicated pipelines in various spectroscopic surveys can lead to differences in the derived spectroscopic parameters. Efforts to homogenise these surveys onto a common scale are essential to maximising their scientific legacy. To this aim, we developed the SpectroTranslator, a data-driven deep neural network algorithm that converts spectroscopic parameters from the base of one survey (base A) to that of another (base B). SpectroTranslator is comprised of two neural networks: an intrinsic network, where all the parameters play a role in computing the transformation, and an extrinsic network, where the outcome for one of the parameters depends on all the others, but not the reverse. The algorithm also includes a method to estimate the importance that the various parameters play in the conversion from base A to B. To demonstrate the workings of the algorithm, we applied it to transform effective temperature, surface gravity, metallicity, [Mg/Fe], and line-of-sight velocity from the base of GALAH DR3 into the APOGEE- 2 DR17 base. We demonstrate the efficiency of the SpectroTranslator algorithm to translate the spectroscopic parameters from one base to another, directly using parameters by the survey teams. We were able to achieve a similar performance than previous works that have performed a similar type of conversion but using the full spectrum, rather than the spectroscopic parameters. This allowed us to reduce the computational time and use the output of pipelines optimised for each survey. By combining the transformed GALAH catalogue with the APOGEE- 2 catalogue, we studied the distribution of [Fe/H] and [Mg/Fe] across the Galaxy and we found that the median distribution of both quantities present a vertical asymmetry at large radii. We attribute it to the recent perturbations generated by the passage of a dwarf galaxy across the disc or by the infall of the Large Magellanic Cloud. Several aspects still need to be refined, such as the question of the optimal way to deal with regions of the parameter space meagrely populated by stars in the training sample. However, SpectroTranslator has already demonstrated its capability and is poised to play a crucial role in standardising various spectroscopic surveys onto a unified framework. 2024A&A...690A..54T https://cdsarc.cds.unistra.fr/viz-bin/cat/J/A+A/690/A54 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) J/MNRAS/506/150 : The GALAH+ Survey DR3 (Buder+, 2021) https://cds.unistra.fr/vizier-org/licences_vizier.html https://vizier.cds.unistra.fr/viz-bin/VizieR-2?-source=J/A+A/690/A54 https://vizier.iucaa.in/viz-bin/VizieR-2?-source=J/A+A/690/A54 http://vizieridia.saao.ac.za/viz-bin/VizieR-2?-source=J/A+A/690/A54 https://vizier.cds.unistra.fr/viz-bin/votable?-source=J/A+A/690/A54 https://vizier.iucaa.in/viz-bin/votable?-source=J/A+A/690/A54 http://vizieridia.saao.ac.za/viz-bin/votable?-source=J/A+A/690/A54 GET text/xml+votable https://tapvizier.cds.unistra.fr/TAPVizieR/tap Cone search capability for table J/A+A/690/A54/g2a (GALAH DR3 catalogue transformed onto the APOGEE-2 DR17 base) https://vizier.cds.unistra.fr/viz-bin/conesearch/J/A+A/690/A54/g2a? https://vizier.iucaa.in/viz-bin/conesearch/J/A+A/690/A54/g2a? http://vizieridia.saao.ac.za/viz-bin/conesearch/J/A+A/690/A54/g2a? GET text/xml+votable 180.0 50000 true 53.2196886 -68.6751114 0.005555555555555556 Cone search capability for table J/A+A/690/A54/a2g (APOGEE-2 DR17 catalogue transformed onto the GALAH DR3 base) https://vizier.cds.unistra.fr/viz-bin/conesearch/J/A+A/690/A54/a2g? https://vizier.iucaa.in/viz-bin/conesearch/J/A+A/690/A54/a2g? http://vizieridia.saao.ac.za/viz-bin/conesearch/J/A+A/690/A54/a2g? GET text/xml+votable 180.0 50000 true 0.0002044 74.2854339 0.005555555555555556 3/75 97 102 155 181 250 450 516-517 584 586 608 708 4/17 19 22 25 28-29 64-65 68 78-79 81 110 122 146 187 190 227 233 256 267 289 291-292 294-297 299 306 310 312-313 335 345 347 350-351 354 364 369 372-373 402-403 412 414-415 457-458 541 543 566 577-580 582-585 589 591 594 600 602 613 615 624 631 637-639 641 643 648-649 651 653 655 659 668-669 671 680-681 683-684 687 690-691 693-694 696-697 705-707 712 714 732-733 735 890 900 911 922-923 933-935 944-946 955 957-959 967 1004-1006 1082 1109-1110 1113 1125-1127 1133 1144 1146 1150 1152 1154 1160-1161 1164 1168-1169 1171 1174 1184-1185 1189-1191 1193-1194 1202 1208 1233 1342 1365 1385 1390 1422-1423 1428-1429 1449 1459 1471 1512 1514-1515 1520-1521 1541 1603 1606-1607 1627 1635 1642 1691-1692 1701-1703 1706-1709 1714 1794-1795 1804 1806-1807 1809 1818-1819 1824 1826 1828-1829 1844-1845 1866 1877 1888 2027 2055 2057-2059 2061 2072-2073 2076-2077 2080 2082 2089 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44041 44043 44053 44055-44058 44064 44066 44069 44072 44077 44080 44082-44083 44086 44092 44094-44096 44098 44114-44115 44118-44119 44141 44143-44145 44148 44162-44163 44168-44169 44171 44181 44184 44186 44194-44195 44198-44201 44216 44218 44224 44229 44231 44236-44238 44240 44242-44245 44248 44257 44267 44270 44272 44274 44276-44277 44289-44291 44312 44314 44316-44317 44319 44324 44326 44328-44330 44344 44346 44392-44394 44396-44397 44399 44412-44413 44420-44422 44424-44426 44436-44438 44440-44442 44456-44457 44468-44470 44472-44474 44476 44479 44496-44497 44504 44506-44507 44512-44513 44515 44521-44526 44528-44529 44542 44545-44547 44549-44551 44576-44577 44580 44592-44593 44596-44598 44606 44609 44621 44624 44626-44627 44631-44632 44661 44684-44685 44688-44690 44692 44704 44706 44711-44712 44717-44719 44722-44723 44726-44727 44732-44734 44762 44772-44774 44780 44782 44784 44804-44805 44807 44812 44814 44816 44818 44821 44823 44832-44833 44836 44852 44854 44857 44860 44890 44894-44895 44903 44909 44914-44915 44925 44980-44981 44983 44986-44987 44990-44991 45054-45055 45133 45153 45155 45201-45203 45212-45213 45215 45217-45220 45222 45225 45242-45243 45250-45251 45253-45254 45260 45262 45264-45265 45276-45277 45279 45388 45414-45415 45426-45427 45438-45439 45460-45462 45472-45473 45475 45487 45510 45516 45520-45521 45523-45525 45530-45531 45534 45556 45558-45559 45575 45581 45592-45593 45595 45598 45613-45615 45617 45619-45620 45622 45624 45626 45635 45638 45641 45643-45644 45646 45655 45657 45659 45669 45693 45695-45696 45698 45704 45706-45707 45709 45711 45724 45726 45732-45733 45735 45738 45741 45743 45748 45752 45754-45756 45758-45759 45767 45773 45781 45784-45785 45802 45827 45830 45836 45838 45840 45845 45847 45853 45858-45859 45862-45863 45868-45870 45877 45879-45881 45885 45896-45897 45899 45924-45925 45927-45929 45933 45944-45945 45947 45956 45958 45960-45961 45963-45964 45967 45987 45990-45991 45993 45995 46000 46002 46006-46008 46010-46011 46019 46025 46036-46037 46040-46042 46053 46055 46058-46059 46061-46063 46079 46081 46084-46085 46087 46093 46100 46102-46105 46108-46109 46152 46160 46182-46183 46188-46189 46194-46195 46200-46201 46239 46242 46248 46250 46261-46263 46284 46286 46304-46306 46338-46339 46348 46352 46592 46594 46604 46606 46612-46613 46615 46617 46619 46640 46642 46652 46654 46656 46719-46721 46724-46725 46729-46732 46734-46737 46739 46745-46747 46756 46758-46761 46764 46769 46771 46777 46780-46781 46786-46787 46790 46796 46805 46807 46825-46828 46830 46841-46843 46890-46891 46975 47006-47007 47018-47019 47021-47023 47028-47029 47031 47046-47047 47050 47058 47064 47066 47069 47072 47104 47106-47107 47109-47114 47143 47149-47151 47154 47157 47159 47168 47170 47174-47175 47178-47181 47186 47215 47219 47226 47228 47232-47234 47238-47239 47248-47249 47251 47260-47261 47264-47265 47268-47269 47271 47284 47286 47301 47303 47309 47312 47314 47319 47322 47325 47327 47331 47340-47342 47364 47374-47377 47379 47386-47387 47393-47395 47401 47404 47406-47407 47420 47422-47423 47428 47430 47432-47433 47436 47441-47443 47448-47450 47452 47457-47460 47462 47465-47467 47476 47478 47481-47486 47489-47494 47501-47503 47509-47512 47514-47515 47520-47522 47540 47542 47547 47549-47554 47557 47559 47562-47563 47565-47567 47588 47590 47596 47598-47601 47609 47611 47628-47629 47631-47632 47634-47635 47656 47658-47659 47661 47668-47670 47675 47688 47690-47691 47694 47696-47697 47699-47700 47702-47703 47705 47707-47710 47716 47719 47725 47732 47734 47736-47737 47739 47755 47764-47766 47774-47775 47780 47782 47784-47786 47792-47793 47795 47809 47811 47817-47822 47844 47846-47847 47858 47863-47864 47866-47867 47888-47889 47892 47919 47930-47931 47940-47941 47953 47956 47959 47965 47976-47977 48000 48005 48007 48010-48011 48014-48018 48021-48023 48026-48027 48053-48055 48060-48062 48076 48078-48079 48083 48086 48089-48091 48112 48114 48116 48126-48127 48156 48158 48162-48163 48166-48169 48171 48184-48186 48196 48198 48204 48206 48212-48214 48223 48226-48227 48230 48236 48249 48252-48253 48255 48260 48262 48265-48268 48270 48278-48279 48288-48289 48292 48294-48295 48300-48301 48306 48312 48322 48328 48388-48390 48393-48395 48400 48420-48421 48423 48429 48440-48441 48444-48445 48478-48479 48482-48483 48497 48499 48507 48585-48589 48592 48594-48597 48599-48601 48605 48607 48612 48614 48629 48642 48648 48684 48696-48697 48810-48811 48893 48895 48918-48919 48949-48950 48952-48953 48956 48962-48963 48966-48967 48978 48981 48983-48984 48992-48993 49006-49007 49013 49016 49018-49019 49043 49046 49048-49049 49051-49052 49054-49055 49064 49066-49067 49091 49112 49124-49126 49128-49130 49143 49147 49149-49151 https://cdsarc.cds.unistra.fr/viz-bin/moc/J/A+A/690/A54?format=ascii default J/A+A/690/A54/g2a GALAH DR3 catalogue transformed onto the APOGEE-2 DR17 base recno Record number assigned by the VizieR team. Should Not be used for identification. meta.record int GALAH GALAH observation identifier (sobject_id) meta.id GaiaDR3 Gaia DR3 unique source identifier (source_id) meta.id;meta.main Teff5 5th percentile of the SpectroTranslator effective temperature (teff_pred_5) K phys.temperature.effective double Teff50 50th percentile of the SpectroTranslator effective temperature (teff_pred_50) K phys.temperature.effective double Teff84 84th percentile of the SpectroTranslator effective temperature (teff_pred_84) K phys.temperature.effective double Teff95 95th percentile of the SpectroTranslator effective temperature (teff_pred_95) K phys.temperature.effective double e_Teff50 Systematic error of the SpectroTranslator on the transformation of the effective temperature (teff_pred_ERR) K stat.error double logg5 5th percentile of the SpectroTranslator surface gravity (logg_pred_5) log(cm.s**-2) phys.gravity double logg16 16th percentile of the SpectroTranslator surface gravity (logg_pred_16) log(cm.s**-2) phys.gravity double logg50 50th percentile of the SpectroTranslator surface gravity (logg_pred_50) log(cm.s**-2) phys.gravity double logg84 84th percentile of the SpectroTranslator surface gravity (logg_pred_84) log(cm.s**-2) phys.gravity double logg95 95th percentile of the SpectroTranslator surface gravity (logg_pred_95) log(cm.s**-2) phys.gravity double e_logg50 Systematic error of the SpectroTranslator on the surface gravity (logg_pred_ERR) log(cm.s**-2) stat.error double [Fe/H]5 5th percentile of the SpectroTranslator metallicity (fe_h_pred_5) phys.abund.Fe double [Fe/H]16 16th percentile of the SpectroTranslator metallicity (fe_h_pred_16) phys.abund.Fe double [Fe/H]50 50th percentile of the SpectroTranslator metallicity (fe_h_pred_50) phys.abund.Fe double Com Explication of why at least one of the quality flag was set on False (Qflag_comments) meta.note char QflagIi [false/true ] Quality flag that indicates that the all the input of the intrinsic network are inside the parameter space covered by the training sample (Qflag_Input_intrinsic) meta.code char QflagOi [false/true ] Quality flag that indicates that the all the Output of the intrinsic network are inside the parameter space covered by the training sample (Qflag_Output_intrinsic) meta.code char QflagIe [false/true ] Quality flag that indicates that the all the input of the extrinsic network are inside the parameter space covered by the training sample (Qflag_Input_extrinsic) meta.code char QflagOe [true] Quality flag that indicates that the all the Output of the extrinsic network are inside the parameter space covered by the training sample (Qflag_Output_extrinsic) meta.code char _RA Positions from Gaia DR3 (right ascension part) deg pos.eq.ra;meta.main indexed _DE Positions from Gaia DR3 (declination part) deg pos.eq.dec;meta.main indexed Teff16 16th percentile of the SpectroTranslator effective temperature (teff_pred_16) K phys.temperature.effective double HV50 50th percentile of the SpectroTranslator heliocentric velocity (VHELIO_pred_50) km/s phys.veloc;pos.heliocentric double HV84 84th percentile of the SpectroTranslator heliocentric velocity (VHELIO_pred_84) km/s phys.veloc;pos.heliocentric double HV95 95th percentile of the SpectroTranslator heliocentric velocity (VHELIO_pred_95) km/s phys.veloc;pos.heliocentric double e_HV50 Systematic error of the SpectroTranslator on the heliocentric velocity (VHELIO_pred_ERR) km/s stat.error double Flagmii [false/true ] If True, indicates that an input was missing for the intrinsic network (Flag_missing_inputs_intrinsic) meta.code.error char [Fe/H]84 84th percentile of the SpectroTranslator metallicity (fe_h_pred_84) phys.abund.Fe double [Fe/H]95 95th percentile of the SpectroTranslator metallicity (fe_h_pred_95) phys.abund.Fe double e_[Fe/H]50 Systematic error of the SpectroTranslator on the metallicity (fe_h_pred_ERR) stat.error;phys.abund.Fe double [Mg/Fe]5 5th percentile of the SpectroTranslator magnesium over iron ratio (Mg_fe_pred_5) phys.abund double [Mg/Fe]16 16th percentile of the SpectroTranslator magnesium over iron ratio (Mg_fe_pred_16) phys.abund double [Mg/Fe]50 50th percentile of the SpectroTranslator magnesium over iron ratio (Mg_fe_pred_50) phys.abund double [Mg/Fe]84 84th percentile of the SpectroTranslator magnesium over iron ratio (Mg_fe_pred_84) phys.abund double [Mg/Fe]95 95th percentile of the SpectroTranslator magnesium over iron ratio (Mg_fe_pred_95) phys.abund double e_[Mg/Fe]50 Systematic error of the SpectroTranslator on the magnesium over iron ratio (Mg_fe_pred_ERR) stat.error;phys.abund double HV5 5th percentile of the SpectroTranslator heliocentric velocity (VHELIO_pred_5) km/s phys.veloc;pos.heliocentric double HV16 16th percentile of the SpectroTranslator heliocentric velocity (VHELIO_pred_16) km/s phys.veloc;pos.heliocentric double Flagmie [false/true ] If True, indicates that an input was missing for the extrinsic network (Flag_missing_inputs_extrinsic) meta.code.error char
J/A+A/690/A54/a2g APOGEE-2 DR17 catalogue transformed onto the GALAH DR3 base logg95 95th percentile of the SpectroTranslator surface gravity (LOGG_pred_95) log(cm.s**-2) phys.gravity double QflagIe [false/true ] Quality flag that indicates that the all the input of the extrinsic network are inside the parameter space covered by the training sample (Qflag_Input_extrinsic) meta.code char QflagOe [true] Quality flag that indicates that the all the Output of the extrinsic network are inside the parameter space covered by the training sample (Qflag_Output_extrinsic) meta.code char _RA Positions from Gaia DR3 (right ascension part) deg pos.eq.ra;meta.main indexed _DE Positions from Gaia DR3 (declination part) deg pos.eq.dec;meta.main indexed QflagIi [false/true ] Quality flag that indicates that the all the input of the intrinsic network are inside the parameter space covered by the training sample (Qflag_Input_intrinsic) meta.code char recno Record number assigned by the VizieR team. Should Not be used for identification. meta.record int APOGEE APOGEE observation identifier, 2MHHMMSSss+DDMMSSs) (APOGEE_ID) meta.id char GaiaDR3 Gaia DR3 unique source identifier (source_id) meta.id;meta.main Teff5 5th percentile of the SpectroTranslator effective temperature (TEFF_pred_5) K phys.temperature.effective double Teff16 16th percentile of the SpectroTranslator effective temperature (TEFF_pred_16) K phys.temperature.effective double Teff50 50th percentile of the SpectroTranslator effective temperature (TEFF_pred_50) K phys.temperature.effective double Teff84 84th percentile of the SpectroTranslator effective temperature (TEFF_pred_84) K phys.temperature.effective double Teff95 95th percentile of the SpectroTranslator effective temperature (TEFF_pred_95) K phys.temperature.effective double e_Teff50 Systematic error of the SpectroTranslator on the transformation of the effective temperature (TEFF_pred_ERR) K stat.error double logg5 5th percentile of the SpectroTranslator surface gravity (LOGG_pred_5) log(cm.s**-2) phys.gravity double e_logg50 Systematic error of the SpectroTranslator on the surface gravity (LOGG_pred_ERR) log(cm.s**-2) stat.error double [M/H]5 5th percentile of the SpectroTranslator metallicity (M_H_pred_5) phys.abund.Fe double [M/H]16 16th percentile of the SpectroTranslator metallicity (M_H_pred_16) phys.abund.Fe double [M/H]50 50th percentile of the SpectroTranslator metallicity (M_H_pred_50) phys.abund.Fe double [M/H]84 84th percentile of the SpectroTranslator metallicity (M_H_pred_84) phys.abund.Fe double [M/H]95 95th percentile of the SpectroTranslator metallicity (M_H_pred_95) phys.abund.Fe double e_[M/H]50 Systematic error of the SpectroTranslator on the metallicity (M_H_pred_ERR) stat.error;phys.abund double [Mg/Fe]5 5th percentile of the SpectroTranslator magnesium over iron ratio (MG_FE_pred_5) phys.abund double [Mg/Fe]16 16th percentile of the SpectroTranslator magnesium over iron ratio (MG_FE_pred_16) phys.abund double [Mg/Fe]50 50th percentile of the SpectroTranslator magnesium over iron ratio (MG_FE_pred_50) phys.abund double [Mg/Fe]84 84th percentile of the SpectroTranslator magnesium over iron ratio (MG_FE_pred_84) phys.abund double [Mg/Fe]95 95th percentile of the SpectroTranslator magnesium over iron ratio (MG_FE_pred_95) phys.abund double e_[Mg/Fe]50 Systematic error of the SpectroTranslator on the magnesium over iron ratio (MG_FE_pred_ERR) stat.error;phys.abund double HV5 5th percentile of the SpectroTranslator heliocentric velocity (VHELIO_pred_5) km/s phys.veloc;pos.heliocentric double HV16 16th percentile of the SpectroTranslator heliocentric velocity (VHELIO_pred_16) km/s phys.veloc;pos.heliocentric double HV50 50th percentile of the SpectroTranslator heliocentric velocity (VHELIO_pred_50) km/s phys.veloc;pos.heliocentric double HV84 84th percentile of the SpectroTranslator heliocentric velocity (VHELIO_pred_84) km/s phys.veloc;pos.heliocentric double HV95 95th percentile of the SpectroTranslator heliocentric velocity (VHELIO_pred_95) km/s phys.veloc;pos.heliocentric double e_HV50 Systematic error of the SpectroTranslator on the heliocentric velocity (VHELIO_pred_ERR) km/s stat.error double Flagmii [false/true ] If True, indicates that an input was missing for the intrinsic network (Flag_missing_inputs_intrinsic) meta.code.error char Flagmie [false/true ] If True, indicates that an input was missing for the extrinsic network (Flag_missing_inputs_extrinsic) meta.code.error char Com Explication of why at least one of the quality flag was set on False (Qflag_comments) meta.note char QflagOi [false/true ] Quality flag that indicates that the all the Output of the intrinsic network are inside the parameter space covered by the training sample (Qflag_Output_intrinsic) meta.code char logg16 16th percentile of the SpectroTranslator surface gravity (LOGG_pred_16) log(cm.s**-2) phys.gravity double logg50 50th percentile of the SpectroTranslator surface gravity (LOGG_pred_50) log(cm.s**-2) phys.gravity double logg84 84th percentile of the SpectroTranslator surface gravity (LOGG_pred_84) log(cm.s**-2) phys.gravity double