Calibration of distances with deep learning J/MNRAS/489/2079 ivo://CDS.VizieR/J/MNRAS/489/2079 doi:10.26093/cds/vizier.74892079 CDS Leung H.W. Bovy J. 2024-08-20T20:12:44Z 2023-02-13T13:04:21Z CDS support team CDS, Observatoire de Strasbourg, 11 rue de l'Universite, F-67000 Strasbourg, France cds-question@unistra.fr stellar-distance infrared-astronomy spectroscopy astronomical-models Gaia measures the five astrometric parameters for stars in the Milky Way, but only four of them (positions and proper motion, but not distance) are well measured beyond a few kpc from the Sun. Modern spectroscopic surveys such as APOGEE cover a large area of the Milky Way disc and we can use the relation between spectra and luminosity to determine distances to stars beyond Gaia's parallax reach. Here, we design a deep neural network trained on stars in common between Gaia and APOGEE that determines spectro-photometric distances to APOGEE stars, while including a flexible model to calibrate parallax zero-point biases in Gaia DR2. We determine the zero-point offset to be -52.3+/-2.0{mu}as when modelling it as a global constant, but also train a multivariate zero-point offset model that depends on G, G_BP_-G_RP_ colour, and T_eff_ and that can be applied to all ~58 million stars in Gaia DR2 within APOGEE's colour-magnitude range and within APOGEE's sky footprint. Our spectro-photometric distances are more precise than Gaia at distances >~2kpc from the Sun. We release a catalogue of spectro-photometric distances for the entire APOGEE DR14 data set which covers Galactocentric radii 2kpc~<R~<19kpc; ~150000 stars have <10 per cent uncertainty, making this a powerful sample to study the chemo-dynamical structure of the disc. We use this sample to map the mean [Fe/H] and 15 abundance ratios [X/Fe] from the Galactic Centre to the edge of the disc. Among many interesting trends, we find that the bulge and bar region at R~<5kpc clearly stands out in [Fe/H] and most abundance ratios. 2019MNRAS.489.2079L https://cdsarc.cds.unistra.fr/viz-bin/cat/J/MNRAS/489/2079 Catalog Research IsServedBy TAP VizieR generic service IsServedBy Conesearch service related-to J/AJ/156/126 : Stellar parameters & abund. from BACCHUS analysis III/284 : APOGEE-2 data from DR16 (Johnsson+, 2020) I/345 : Gaia DR2 (Gaia Collaboration, 2018) https://cds.unistra.fr/vizier-org/licences_vizier.html https://vizier.cds.unistra.fr/viz-bin/VizieR-2?-source=J/MNRAS/489/2079 https://vizier.iucaa.in/viz-bin/VizieR-2?-source=J/MNRAS/489/2079 http://vizieridia.saao.ac.za/viz-bin/VizieR-2?-source=J/MNRAS/489/2079 https://vizier.cds.unistra.fr/viz-bin/votable?-source=J/MNRAS/489/2079 https://vizier.iucaa.in/viz-bin/votable?-source=J/MNRAS/489/2079 http://vizieridia.saao.ac.za/viz-bin/votable?-source=J/MNRAS/489/2079 GET text/xml+votable https://tapvizier.cds.unistra.fr/TAPVizieR/tap Cone search capability for table J/MNRAS/489/2079/table1 (astroNN Apogee DR14 Distance data) https://vizier.cds.unistra.fr/viz-bin/conesearch/J/MNRAS/489/2079/table1? https://vizier.iucaa.in/viz-bin/conesearch/J/MNRAS/489/2079/table1? http://vizieridia.saao.ac.za/viz-bin/conesearch/J/MNRAS/489/2079/table1? 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15602-15603 15606-15607 15612-15614 15621 15624 15626-15627 15636-15637 15645-15647 15652 15654-15658 15661-15663 15666-15667 15678-15680 15682 15685-15687 15704-15706 15708-15709 15712-15714 15716-15717 15719-15720 15722 15743 15748-15749 15760-15761 15772-15773 15778-15779 15785 15787 15793-15795 15808 15810 15816 15819 15831 15837 15839-15842 15861 15865 15872-15873 15876-15877 15882 15889 15892-15893 15895 15901 15928-15929 15952-15953 15956 15960 15987 16003 16018 16024 16035 16050 16069 16106-16107 16110-16111 16115 16122 16129 16131-16132 16155 16167 16189 16197 16203 16215 16257 16296 16341 16343 16349 16635 16638-16639 16808 16810 16830-16831 16859 16862 16874 16889 16892-16893 16895 16977 16979 16988-16989 17121 17152 17154 17169 17171 17179-17181 17190 17197 17216 17218 17224 17285 17296 17299 17363 17391 17452 17479 17501-17502 17552 17570 17602 17633 17639 17645 17670-17671 17682 17701 17707 17710 17712-17713 17732 17735 17741 17743 17746-17747 17750-17751 17756 17758 17776-17777 17780 17782-17783 17801 17804-17805 17811 17902 17959 18004 18083 18113-18116 18118-18121 18123 18136 18166 18177 18184 18234 18256 18376 18379 18413 18418-18419 18422 18670-18671 18675 18679 18682 18772 18774-18775 18845 18888 18891 18972 19002-19003 19021 19032 19047 19077 19079 19092 19094-19095 19106-19109 19111 19116 19118 19189 19219 19225 19263 19266 19272 19274 19283 19441 19456-19457 19459-19462 19466-19467 19589 19627 19630-19631 19672 19674-19675 19685 19687 19693 19700 19702 19704-19706 19708 19718 19763 19766-19767 19778 19793 19796-19797 19799 19857 19860-19861 19881 19905 19931 19965 19968-19969 19971 19977 19980-19981 19984 19986 20062 20071 20100 20118 20234 20250 20276 20279 20303 20309 20322 20334 20365 20367 20382 20389 20391 20404 20456 20460 20549 20551 20557 20568 20743 20754 20772-20773 20784-20785 20808-20809 20812-20813 20821 20851 20854-20855 20857 20859 20945 20981 20989 21223 21233 21269 21274 21286 21307 21316-21317 21328 21342 21353 21359 21370-21371 21373-21375 21391 21406 21413 21422 21428 21430-21433 21435 21444-21445 21447 21453 21460-21461 21464-21466 21504-21505 21531 21534-21535 21544 21546 21553 21555 21561 21564-21565 21567 21600 21602 21608 21610-21611 21634-21635 21661 21670 21710 21715 21736-21738 21740 21742-21743 21746-21747 21754 21757 21765 21768-21769 21771 21809 21814 21822 21860 21862-21863 21907 21941 22016-22017 22019-22020 22022-22023 22025 22027 22034-22035 22052-22053 22055 22061-22063 22068-22069 22071 22088 22090 22096 22098 22104 22106-22107 22117-22119 22124-22125 22132 22134 22136-22137 22139 22142-22143 22148-22149 22176-22177 22179 22193 22233 22242-22243 22245-22247 22274 22279 22289 22302 22313-22315 22323 22330 22356 22369-22371 22377 22386 22392 22400-22401 22403 22410 22416 22420 22476 22493-22495 22497-22499 22502 22513 22575 22680 22688 22690-22691 22705 22710-22711 22713-22715 22734 22752 22760 22762 22781 22783 22793 22798 22801 22828 22841 22843 22857 22870-22871 22893 22895 22897 22900-22901 22903 22910 22932 22940 22956 22958 22981 22983 22996 22998 23017 23024 23040 23045 23047-23048 23053 23060-23062 23064-23065 23068 23082 23086 23096 23099 23104 23108 23126 23128 23144 23146-23147 23175 23179 23201 23203 23209 23212-23213 23215 23220 23223 23240 23278 23296-23297 23299-23300 23365 23448 23468-23469 23471 23479 23525 23545-23547 23550-23551 23562-23564 23566 23572-23573 23581 23583 23588 23590 23592-23593 23596-23597 23616 23618-23619 23628-23630 23644-23646 23648-23649 23651-23652 23654-23655 23657 23659 23665 23667 23672-23674 23694-23695 23702 23706-23707 23716-23717 23719 23732-23733 23735 23742-23743 23745 23748-23749 23751 23760 23762-23763 23765-23767 23772-23773 23775 23781-23782 23788-23790 23798 23804 23806-23807 23814 23816-23817 23819 23822-23823 23834-23835 23848 23852-23853 23855 23864 23866-23867 23869-23871 23873 23876 23882 23904-23906 23918 23921 23949 23951 23957 23959-23960 23962-23963 23966-23967 23972 23974-23975 23980-23982 23993 23995-23996 23998-23999 24004 24017-24019 24032-24033 24035-24038 24042 24051 24057 24069 24071 24084-24086 24092 24094-24095 24108-24109 24121 24124 24132 24134 24144-24145 24147-24148 24150-24151 24153 24155 24177 24215 24222-24223 24253 24263 24266-24267 24274-24277 24279 24292-24293 24295-24296 24300 24304-24306 24309 24317 24319 24321 24323 24354 24360-24362 24376-24378 24381 24383-24384 24386 24394-24395 24429-24431 24434-24435 24438-24439 24444 24446 24448 24450-24451 24453 24455 24461 24463 24476 24486-24487 24492-24494 24500 24502 24508 24510 24516 24518 24524 24526-24529 24532 24548-24550 24553-24555 25051 25081 25207 25213 25215 25325 25327 25342 25348 25350-25351 25356-25358 25382 25406 25429 25431 25437 25452 25477 25479 25492 25494 25512 25538 25567 25594-25597 25599 25605 25607 25614 25620 25624-25625 25684 25706 25768 25806 25816 25822 25842-25843 25861 25863 25869 25876 25878 25880-25881 25883-25884 25891 25930 25940 25942 25998 26011 26025 26034 26040 26058 26061 26063 26078 26085 26100 26102 26105 26116 26118 26124 26126-26127 26135 26137-26139 26141 26168-26169 26171-26174 26182 26188 26190 26192-26193 26196-26197 26241 26243 26249 26256 26258 26264 26266-26267 26284 26287-26290 26302 26311 26317 26392 26417 26419 26457 26475 26538 26542 26549 26551 26557 26559-26560 26562 26567 26570-26571 26574 26583 26596 26598 26604 26606-26607 26623 26653 26655 26677 26679 26693 26695 26702 26708 26724 26741 26825 26837 26839 26890-26891 26894 26924 26926 26935 26949 26951-26952 26957 26964 26966-26967 26978 26993 26996-26997 27001-27004 27006-27007 27012 27014-27017 27026 27029 27045 27056-27057 27072-27073 27076 27082 27128-27129 27131 27145 27168 27170 27176 27191-27192 27194 27201 27227 27240 27249 27251 27331 27336 27386 27390 27392 27395 27402-27404 27424 27426 27444 27459 27478-27479 27481 27483 27505 27508-27509 27519 27586 27598-27599 27605 27607 27610 27619 27628-27629 27636 27638 27644-27646 27650 27656 27658 27661 27665 27667 27673 27675 27680 27699 27714 27720 27752 27767 27771 27796 27857 27859 27867-27870 27896-27897 27899 27905 27907 27913 27920 27922 27925 27928 27938 27953 27955 27968-27969 27971 27977 27980-27981 27984 27986 27992 28008-28009 28014 28032-28034 28040 28064 28066-28067 28077 28119 28123 28138-28139 28142 28145 28147 28156-28157 28168 28170 28173 28192 28202-28203 28241 28243 28249 28252-28253 28269-28271 28286 28292 28294-28297 28299-28302 28321-28323 28329 28331 28336 28338 28344 28353 28355 28372 28374 28388 28396 28416 28418 28424 28439 28446 28459-28460 28462-28463 28474 28488-28489 28492 28545 28547 28556 28560 28562 28582 28597 28599 28618-28620 28622 28625 28627 28633-28635 28644-28646 28648-28649 28652 28659 28664 28727 28732-28733 28735 28764-28765 28770 28774-28775 28792 28794 28813 28815 28819 28837-28839 28842-28843 28900 28902-28903 28928-28929 28932 28941 28943 28952 28954 29066-29067 29070-29071 29082 29087 29154-29155 29158 29176 29178-29179 29181-29185 29187 29196-29197 29199 29212-29213 29221 29223 29229-29234 29240 29242 29256-29257 29259 29265 29268-29269 29274 29284-29285 29287 29296 29298-29299 29308 29328 29336 29345 29440-29441 29443 29453 29464-29465 29537 29540-29541 29561 29563 29621-29623 29628-29629 29631-29633 29635-29638 29670 29676 29682 29692 29694-29695 29735 29746 29800 29802-29803 29828-29829 29840-29841 29845 29847 29853 29855 29869-29871 29880 29882-29883 29892 29894 29900-29901 29903 29906-29907 29916 29918 29928-29930 29936-29937 29940 29950-29951 29997 30022-30023 30029 30031 30034-30035 30037 30044 30046 30053 30064-30065 30068 30099-30100 30122 30141 30143 30178 30188 30190-30191 30202-30203 30233-30234 30252 30254 30264-30265 30267 30272 30274 30280 30299 30301-30303 30307 30310 30321 30323 30328 30330-30334 30345 30349 30356 30358 30364 30366 30380-30381 30383 30389 30391 30397 30401 30404-30405 30410-30411 30415 30425-30430 30440-30441 30444 30452 30454 30456-30457 30472-30474 30485 30496 30498 30505 30515 30524-30525 30527 30532-30533 30535 30548 30550 30552-30553 30556 30560 30562-30563 30568-30570 30640-30641 30643 30667 30670 30675 30677-30679 30681 30683 30696-30697 30700-30701 30706-30707 30709-30711 30746-30747 30757 30759 30765 30772 30774 30776-30777 30780 30831 30855 30878 30880-30881 30883 30941 30943 30966-30967 30980 30989 31048 31056-31057 31059-31062 31106-31107 31116 31118-31119 31140 31220 31310 31317 31357 31378 31392-31393 31395 31404-31405 31407 31414 31420 31422 31424 31452-31453 31455 31488-31489 31503 31517 31531 31600-31601 31603 31614 31676 31697 31745 31747 31753 31760 31762 31766-31769 31771 31793 31796-31797 31799 31816 31818 31832 31840 31998 32005-32007 32012-32013 32015 32023 32029-32031 32041-32043 32053 32058 32066 32071 32082-32083 32086 32092 32094 32100 32102 32112-32113 32115 32128-32129 32131 32144-32145 32147 32153 32155 32194 32200 32226 32282 32352 32451 32457 32464 32466 32472 32474 32478-32479 32484 32497 32499 32505 32546 32580 32600 32672 32674 32680 32683 32686 32699 32716 32744 32746-32747 32754 36326 36341-36343 36439 36445 36447 36469 36515 36521 36530 36536-36538 36579 36610-36611 36614 36620 36622 36640-36641 36649 36651 36679 36689 36692-36693 36704 36727 36736-36737 36739 36752 36780-36781 36783-36784 36786-36788 36792-36794 36836 36856 39915 39918-39919 39927 39933 39935 40610-40611 40622 40625 40627 40633 40655 40666-40667 40670 40674 40677 40679-40680 40692 40694 40696-40697 40716 40737-40740 40742-40743 40798-40799 40817 40819 40825 40828-40829 40897 40952 40959 44522 44598 44719 44730-44731 44771 44775 44847 44859 44867 44890 44924 44980-44981 44983 44986-44987 47869 47871 48036 48038-48039 48056 48058 48507 48925 49130 49143 49149 49151 1.9867573869263685e-19 3.916500758235022e-19 https://cdsarc.cds.unistra.fr/viz-bin/moc/J/MNRAS/489/2079?format=ascii Infrared default J/MNRAS/489/2079/table1 astroNN Apogee DR14 Distance data _RA.icrs Right ascension (ICRS) at Epoch=J2000, proper motions taken into account deg pos.eq.ra nullable indexed _DE.icrs Declination (ICRS) at Epoch=J2000, proper motions taken into account deg pos.eq.dec nullable indexed recno Record number assigned by the VizieR team. Should Not be used for identification. meta.record int Name APOGEE star name (2MHHMMSSss+DDMMSSs or APHHMMSSss+DDMMSSs) meta.id;meta.main char Loc [1/5203] Field location identifier obs.field int RA2deg ? Right ascension (J2000) from APOGEE DR14 deg pos.eq.ra nullable DE2deg ? Declination (J2000) from APOGEE DR14 deg pos.eq.dec nullable dist ? NN inverse parallax pc pos.distance double nullable f_dist [*] Flag on dist (1) meta.code char medist ? NN inverse parallax model uncertainty pc stat.error double nullable f_medist [*] Flag on dist (1) meta.code char e_dist ? NN inverse parallax total uncertainty pc stat.error double nullable f_e_dist [*] Flag on dist (1) meta.code char plx ? NN parallax mas pos.parallax double nullable meplx ? NN parallax model uncertainty mas stat.error double nullable e_plx ? NN parallax total uncertainty mas stat.error;pos.parallax double nullable f_e_plx [*] Flag on dist (1) meta.code char fakemag NN pseudo-luminosity L_pseudo_ mag phot.mag;meta.modelled double e_fakemag ? Error on fakemag mag stat.error;phot.mag double nullable f_e_fakemag [*] Flag on dist (1) meta.code char wdist ? Inverse variance weighted combined distance from NN and Gaia (2) pc pos.distance double nullable f_wdist [*] Flag on dist (1) meta.code char e_wdist ? Error on wdist pc stat.error double nullable f_e_wdist [*] Flag on dist (1) meta.code char RA_ICRS ? Right ascension (ICRS) at Ep=2015.5 (3) deg pos.eq.ra;meta.main nullable indexed DE_ICRS ? Declination (ICRS) at Ep=2015.5 (3) deg pos.eq.dec;meta.main nullable indexed pmRA ? Proper motion in right ascension (3) mas/yr pos.pm;pos.eq.ra double nullable e_pmRA ? Error on pmRA mas/yr stat.error;pos.pm;pos.eq.ra double nullable pmDE ? Proper motion in declination (3) mas/yr pos.pm;pos.eq.dec double nullable e_pmDE ? Error on pmDE mas/yr stat.error;pos.pm;pos.eq.dec double nullable Gmag ? Gaia DR2 G-band magnitude (3) mag phot.mag;em.opt double nullable BP-RP ? Gaia DR2 BP-RP colour (3) mag phot.color;em.opt.B;em.opt.R double nullable