YSOs from LAMOST DR9 using deep learning J/ApJS/273/34 ivo://CDS.VizieR/J/ApJS/273/34 doi:10.26093/cds/vizier.22730034 CDS Tan L. Liu Z. Wang X. Mei Y. Wang F. Deng H. Liu C. 2025-05-21T20:17:00Z 2025-03-07T15:06:04Z CDS support team CDS, Observatoire de Strasbourg, 11 rue de l'Universite, F-67000 Strasbourg, France cds-question@unistra.fr young-stellar-objects surveys visible-astronomy spectroscopy Young stellar objects (YSOs) represent the earliest stage in the process of star formation, offering insights that contribute to the development of models elucidating star formation and evolution. Recent advancements in deep-learning techniques have enabled significant strides in identifying special objects within vast data sets. In this paper, we present a YSO identification method based on deep-learning principles and spectra from the LAMOST. We designed a structure based on a long short-term memory network and a convolutional neural network and trained different models in two steps to identify YSO candidates. Initially, we trained a model to detect stellar spectra featuring the H{alpha} emission line, achieving an accuracy of 98.67%. Leveraging this model, we classified 10,495,781 stellar spectra from LAMOST, yielding 76,867 candidates displaying a H{alpha} emission line. Subsequently, we developed a YSO identification model, which achieved a recall rate of 95.81% for YSOs. Utilizing this model, we further identified 35,021 YSO candidates from the H{alpha} emission-line candidates. Following cross validation, 3204 samples were identified as previously reported YSO candidates. We eliminated samples with low signal-to-noise ratios and M dwarfs by using the equivalent widths of the NII and HeI emission lines and visual inspection, resulting in a catalog of 20,530 YSO candidates. To facilitate future research endeavors, we provide the obtained catalogs of H{alpha} emission-line star candidates and YSO candidates along with the code used for training the model. 2024ApJS..273...34T https://cdsarc.cds.unistra.fr/viz-bin/cat/J/ApJS/273/34 Catalog Research IsServedBy TAP VizieR generic service IsServedBy Conesearch service related-to II/360 : Gaia DR2 x AllWISE catalogue (Marton+, 2019) V/156 : LAMOST DR7 catalogs (Luo+, 2019) VII/293 : Classifier catalogue of class II YSO posteriors (Wilson+, 2023) J/ApJ/667/308 : Weak-line T Tauri in Spitzer c2d Survey. II. (Cieza+, 2007) J/ApJ/688/1142 : Star formation in W5: Spitzer observations (Koenig+, 2008) J/A+A/504/461 : YSOs in L1630N and L1641 (Fang+, 2009) J/ApJS/184/18 : Spitzer survey of young stellar clusters (Gutermuth+, 2009) J/ApJS/186/259 : Taurus Spitzer survey: new candidate members (Rebull+, 2010) J/AJ/144/192 : Spitzer survey of Orion A and B. I. YSOs (Megeath+, 2012) J/ApJ/794/124 : Star forming region NGC2264 Spitzer sources (Rapson+, 2014) J/ApJ/827/96 : WISE census of YSOs in Canis Major (Fischer+, 2016) J/ApJS/224/5 : Herschel Orion Protostar Survey (HOPS): SEDs (Furlan+, 2016) J/MNRAS/458/3479 : SVM selection of WISE YSO Candidates (Marton+, 2016) J/A+A/638/A21 : Herbig Ae/Be and classical Be stars catalog (Vioque+, 2020) J/A+A/647/A116 : YSO candidate catalog from ANN (Cornu+, 2021) J/ApJS/254/33 : Gal. midplane Spitzer/IRAC cand. YSOs (SPICY) (Kuhn+, 2021) J/AJ/162/282 : Untangling Galaxy. III. PMS stars (Mcbride+, 2021) J/ApJS/267/7 : YSO candidates from LAMOST LRS DR9 & ZTF (Zhang+, 2023) https://cds.unistra.fr/vizier-org/licences_vizier.html https://vizier.cds.unistra.fr/viz-bin/VizieR-2?-source=J/ApJS/273/34 https://vizier.iucaa.in/viz-bin/VizieR-2?-source=J/ApJS/273/34 http://vizieridia.saao.ac.za/viz-bin/VizieR-2?-source=J/ApJS/273/34 https://vizier.cds.unistra.fr/viz-bin/votable?-source=J/ApJS/273/34 https://vizier.iucaa.in/viz-bin/votable?-source=J/ApJS/273/34 http://vizieridia.saao.ac.za/viz-bin/votable?-source=J/ApJS/273/34 GET text/xml+votable https://tapvizier.cds.unistra.fr/TAPVizieR/tap Cone search capability for table J/ApJS/273/34/table2 (Basic information of the 76867 H{alpha} emission line star candidates) https://vizier.cds.unistra.fr/viz-bin/conesearch/J/ApJS/273/34/table2? https://vizier.iucaa.in/viz-bin/conesearch/J/ApJS/273/34/table2? http://vizieridia.saao.ac.za/viz-bin/conesearch/J/ApJS/273/34/table2? GET text/xml+votable 180.0 50000 true 86.93111111 -3.38784111 0.005555555555555556 Cone search capability for table J/ApJS/273/34/table4 (Basic information of 20530 YSO candidates) https://vizier.cds.unistra.fr/viz-bin/conesearch/J/ApJS/273/34/table4? https://vizier.iucaa.in/viz-bin/conesearch/J/ApJS/273/34/table4? http://vizieridia.saao.ac.za/viz-bin/conesearch/J/ApJS/273/34/table4? GET text/xml+votable 180.0 50000 true 86.93111111 -3.38784111 0.005555555555555556 3/74 351 357 369-370 374 380 382 4/1-2 20-21 28-29 31 39 51 53-54 65 68 71-72 74-75 78 80-81 83-85 89-91 96-97 109-112 114 120-122 134 140 142 147 152-153 155 161-165 168-169 171 174 198 201 270-271 282 289-291 293 302 304 308-309 324 328-329 352 386-390 392-393 397-398 408 410-411 416 418-419 423 441 566 581 584 634 645 852-853 855 872 922 933 1103 1265 1277-1279 1343 1379 1387 1389 1391 1401 1425 1437 1439 1450 1459-1461 1465 1470-1471 1474 1484-1486 1490-1491 1495 1500 1502-1503 1507-1510 1514-1515 1518-1519 1525-1526 1532 1534 1700 1775 1780 1903 1989 5/0 2-3 12 18 23-24 32 36 38 53 55 61-62 65-66 71 77 79 88 90 92 94-95 98 101-103 108-110 121 137 142 155 161 163-164 180 189-190 199 201 203 209-211 220 223 225 227-230 234-238 244 247-250 252 256-257 259 266-268 270-271 276-278 281 283 292 294 305-308 310 316-318 328-329 331 344-346 349 354-355 368 371-372 374 376 379 381 383 392 398-401 403-404 408 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23238-23241 23243 23248-23249 23251 23256-23258 23265-23267 23272-23273 23275 23280 23282-23283 23285-23290 23293-23295 23301 23310-23313 23315-23318 23320-23322 23332-23334 23337-23338 23404-23406 23412 23414-23415 23429-23431 23436-23437 23456-23458 23460-23461 23465-23466 23482-23485 23487 23492-23493 23495 23512-23514 23556-23558 23568 23571 23613-23615 23805-23807 23820-23822 23824 23826-23827 23876 23879 23888-23890 23916 23918-23919 24028 24030-24031 24076-24077 24079 24088 24090-24091 24097-24099 24101-24103 24176 24178-24179 24184-24186 24194-24195 24213 24215-24218 24220-24221 24223 24264-24265 24267 24272-24274 24277-24279 24393-24395 24440 24442-24443 24536-24537 24539-24541 24543 24560 24562-24563 25435 25461-25463 25467-25468 25515 25531 25535 25557 25560-25562 25565-25566 25569 25575-25578 25580 25583-25584 25587 25593 25596-25597 25599 25711 25767 25800 25806 25812-25813 25832-25833 25843-25844 25846-25847 25850-25851 25853 25855 25857 25868 25872 25875 25878 25883 25899-25900 25902 25906-25908 25913 25919-25921 25923-25924 25926 25929 25932-25933 25936-25937 25939 25941-25942 25948-25950 25954-25955 25961 25963-25964 25966-25969 25971-25972 25974 25979-25981 25983-25984 25986 25990-25992 25995 25998 26002 26005 26007-26008 26010-26011 26013-26017 26019 26024-26025 26030-26034 26037-26040 26042 26046-26047 26052-26053 26056 26061-26062 26064 26066 26068 26071-26072 26075-26077 26079 26082 26097 26104-26106 26108-26109 26111 26122-26123 26127 26133 26135 26137 26139-26141 26146 26148-26149 26151 26163-26164 26167-26168 26170 26173-26175 26178 26180 26184-26185 26187 26192-26193 26195-26198 26200 26202-26203 26205-26206 26209-26210 26212 26214-26215 26217 26219-26221 26223-26225 26228 26230-26231 26237-26238 26241-26242 26246-26247 26250-26251 26254 26257 26259 26265-26267 26276 26279 26282 26284-26286 26291-26292 26294 26301-26303 26307 26309 26311 26313 26315 26321 26323 26325-26330 26337-26338 26341 26343-26344 26346-26348 26350 26352 26354-26355 26357-26361 26363-26364 26366-26367 26370-26371 26380-26381 26387 26389-26392 26394 26404 26406-26407 26412-26413 26415-26418 26420-26421 26423 26426 26431-26433 26440-26442 26452-26453 26456-26458 26462 26465-26466 26468 26471 26476-26477 26481-26482 26485-26486 26489-26490 26493 26496-26497 26500 26504 26511 26515-26517 26521-26522 26525 26527-26528 26530-26534 26540 26551 26556-26558 26564-26565 26567-26569 26577-26579 26581-26582 26587-26588 26591-26592 26594-26597 26600 26602 26604 26607 26612 26614 26617 26619 26739 26814-26815 26823 26829 26834 26840-26841 26843-26846 26855-26856 26858-26860 26862-26863 26865-26866 26868 26871-26872 26892 26899-26902 26909 26911 26917 26919 26924 26930 26933-26936 26948 26950 26956-26957 26959-26960 26963-26964 26970-26972 26974-26976 26978 26982-26985 26987 26992 26994 26997-26999 27004-27005 27007 27012 27014-27017 27020-27021 27023-27024 27026 27029-27030 27035 27037 27039 27047 27054-27055 27058 27060-27061 27063 27069-27074 27080 27082-27084 27086 27088-27090 27092-27093 27095 27101-27102 27105-27108 27110 27116 27118-27119 27121-27123 27126 27128 27131 27133-27135 27138 27142 27157-27159 27164-27165 27167 27169 27173 27189 27191 27193-27195 27218 27224-27226 27228 27230 27240-27241 27243-27245 27247 27252-27254 27264 27266 27268-27269 27271 27273-27277 27285 27289-27291 27293-27295 27300 27304 27307-27308 27310-27314 27316 27318-27319 27326 27329-27330 27332 27334-27338 27345 27347 27349-27351 27353-27354 27360 27362 27365 27367-27368 27370-27371 27373-27375 27380-27381 27383 27394 27397-27398 27400 27403 27407 27412-27414 27416-27417 27419-27422 27425-27426 27444-27445 27447-27450 27464 27466-27470 27473 27475 27480-27481 27484 27486-27488 27496-27497 27499-27500 27503-27506 27510 27512 27514 27518-27519 27524-27525 27527-27528 27530-27531 27534-27537 27539 27553-27555 27560-27561 27563 27576-27577 27579 27588 27590 27592-27593 27595 27597-27600 27602-27603 27611 27614-27616 27620 27623-27626 27632 27634-27635 27637 27639 27642 27644-27645 27648 27650-27651 27657-27659 27668-27670 27672 27674-27676 27678-27682 27693-27696 27698-27699 27702-27703 27716 27720 27722-27724 27727 27731-27733 27735 27737 27739 27745-27747 27749-27751 27753 27755 27761 27763-27765 27768 27770-27771 27776 27778-27779 27784 27786 27788 27790 27792-27793 27795-27797 27800 27802 27804-27806 27809-27812 27814-27817 27822-27823 27825 27829-27831 27834 27838 27841 27845 27847-27850 27853-27857 27864 27873 27877-27879 27884-27885 27887 27889-27893 27895-27898 27901 27903-27904 27906-27907 27915 27918-27921 27929-27931 27933 27935 27944 27954-27956 27958-27961 27964-27965 27970-27971 27973 27975-27976 27978-27979 27985-27987 27992-27994 27996 27998-27999 28008-28010 28012-28013 28015 28021 28024-28025 28027-28029 28031 28033-28034 28049-28050 28052-28054 28065-28067 28072-28074 28082 28087 28092-28094 28097 28100-28102 28105 28107 28117 28119-28121 28123 28129 28145-28148 28151 28154-28155 28157 28160 28163 28168 28172 28174-28177 28182-28183 28186 28200 28203 28205-28208 28211 28213 28216-28218 28220-28222 28229 28232 28235 28238 28241 28243 28245 28249-28250 28254 28256 28258 28261-28262 28264-28266 28268 28270 28273 28277 28279 28281-28286 28293-28294 28300 28302-28304 28306 28308-28310 28312-28314 28316-28317 28321 28323-28324 28326-28329 28331 28334 28337 28339 28345 28348 28350-28353 28355 28359-28360 28364-28365 28371-28374 28378-28379 28384 28386-28387 28417 28420-28422 28427-28428 28431-28433 28440-28442 28449 28452-28453 28455-28457 28459 28462-28463 28466-28467 28476 28479 28500 28508-28509 28511 28513-28515 28533 28535-28536 28540-28541 28545-28547 28556-28557 28559 28564-28566 28572-28573 28575 28584 28586-28589 28596 28598-28599 28604 28608 28610-28611 28616-28617 28619 28623-28626 28632-28633 28638 28640-28641 28646 28650-28651 28653 28656 28659 28663 28669-28670 29567 29663 29692-29693 29695 29927 29935 29937 29940 29942 29944-29945 29947-29948 29950-29951 30053 30062-30063 30070-30071 30073-30075 30120 30149 30160-30162 30165-30166 30171 30173-30175 30193 30197-30199 30201 30204-30205 30207 30250-30251 30288-30289 30292-30293 30295 30301 30315 30336-30338 30340 30342-30343 30348-30349 30351 30354 30358 30363 30365 30368 30374 30376 30378 30380 30382-30383 30385 30387 30389-30392 30395-30397 30399-30400 30407 30411 30415 30426-30427 30430-30431 30434-30435 30439 30441-30442 30445-30447 30466-30467 30470 30476-30477 30479 30496 30557 30559 30579 30582-30584 30587 30672 30674-30677 30679 30685 30847 30904 30907-30908 30911 30930 30939 30941 30951 30958-30961 30966 31003-31005 31018-31021 31023 31025 31030 31035 31041 31045 31047-31048 31050-31051 31056 31059 31064-31065 31067-31070 31072 31077 31082-31083 31085-31086 31089 31091-31092 31094-31096 31102 31104 31108 31111 31113 31119 31124 31129 31132 31135 31151 31166-31168 31172-31173 31177-31178 31181-31183 31185 31190 31196 31201-31203 31206-31207 31210 31212 31217 31220-31221 31223 31229-31230 31249-31251 31253 31257 31260-31261 31283-31284 31286-31287 31289 31292-31293 31301-31302 31319-31321 31323-31324 31326-31328 31330 31334-31335 31338-31339 31342-31344 31352 31356-31358 31363-31365 31367 31369-31370 31373 31375 31378-31380 31382 31388-31390 31392-31394 31398-31399 31406-31408 31410-31414 31418 31420 31422 31424-31425 31428-31429 31431 31433 31435 31440 31444-31445 31447 31453 31457-31458 31461 31465 31470 31475 31478 31481-31484 31486 31489 31493 31497 31500 31503 31510 31513 31515-31516 31518-31519 31527 31530-31532 31534-31537 31539-31540 31542 31548-31549 31551 31553 31557-31558 31573 31580 31583-31584 31586 31589 31596 31616-31617 31619-31620 31622-31623 31628-31629 31631 31637 31640-31642 31645 31647 31649 31651 31653 31655-31657 31659 31664-31666 31668-31670 31672 31675 31678 31680 31688 31690 31701 31705 31707 31710 31714 31717 31720 31726-31727 31733-31735 31737 31740 31742 31744 31746-31747 31749-31751 31754 31760 31762-31763 31770-31772 31774-31777 31779 31781-31782 31784-31786 31789-31791 31796 31798-31799 31805 31812 31814-31818 31820-31821 31823 31840-31841 31843-31845 31847 31849 31852 31854 31856-31857 31859 31864 31867 31869-31873 31875 31882-31883 31886-31887 31892 31894-31896 31898-31899 31903-31904 31906 31909 31911-31912 31914-31915 31923 31927 31931 31933-31934 31938 31940 31944 31952 31954 31958-31961 31963-31965 31967 31969 31976 31986 31989-31993 31997 32000 32002 32008 32010-32011 32029 32031-32032 32034-32035 32041-32043 32046-32047 32059 32072 32074-32075 32088 32090 32101-32102 32104-32106 32112-32114 32125 32128-32129 32132 32134-32135 32141 32143 32148-32150 32152-32154 32156-32157 32160-32161 32163 32165-32167 32171 32173-32175 32187-32189 32191 32198-32199 32215 32250 32257 32272-32274 32278-32281 32283-32286 32288-32289 32291 32300-32302 32308 32310-32314 32317-32319 32321-32322 32324 32326 32328-32329 32357 32359-32362 32364-32365 32367 32376-32377 32380 32383 32386 32389 32394 32404-32405 32409 32416 32424 32433 32437-32438 32448 32450 32456-32457 32461-32462 32464-32465 32467 32480-32481 32483 32485 32494-32495 32497-32499 32501 32505-32508 32510-32512 32514-32515 32517 32524 32526 32529 32531 32533-32534 32537 32540 32556-32557 32559 32571 32576-32578 32583 32588 32591 32596 32600 32602-32603 32605 32611-32613 32621 32623 32625-32626 32630-32631 32634-32636 32639 32645-32647 32652 32657 32659 32662-32663 32667 32669-32670 32672-32673 32682-32683 32690-32693 32704 32721-32723 32734 32738-32739 32743-32744 32750 32752-32753 32760 36671 36711 36716-36717 36719 36723 36729-36731 36765 36805 36807 36813-36814 36818-36819 36824-36825 36827 36839 36843 36845-36847 36849-36851 36856-36857 36859 40858 40880 40883 40885 40887 40891 40893-40894 40904 40908-40910 40915 40919 40921-40924 40926 40929-40930 40935 40940-40941 40943 40945 40948-40950 40952-40954 40956-40958 44983 44989 45019-45020 45022 45032-45034 45036 45038-45041 45043 45049-45050 45052 45054-45055 48981 48997-48999 49004-49005 49007 49013-49014 49016 49018-49020 49022 49092 49094 49116-49117 49119 https://cdsarc.cds.unistra.fr/viz-bin/moc/J/ApJS/273/34?format=ascii Optical default J/ApJS/273/34/table2 Basic information of the 76867 H{alpha} emission line star candidates Simbad Simbad column added by the CDS meta.ref.url char recno Record number assigned by the VizieR team. Should Not be used for identification. meta.record int LAMOST LAMOST designation (JHHMMSS.ss+DDMMSS.s) meta.id;meta.main char RAJ2000 LAMOST Right Ascension (J2000) deg pos.eq.ra;meta.main indexed DEJ2000 [-9.7/88.6] LAMOST declination (J2000) deg pos.eq.dec;meta.main indexed ObsID [101094/914312180] LAMOST observation identifier meta.id;obs long SNR-g [0/999]? LAMOST Signal-to-Noise in the g-band stat.snr;em.opt.B double nullable SNR-u [0/499]? LAMOST Signal-to-Noise in the u-band stat.snr;em.opt.U double nullable SNR-z [0/999]? LAMOST Signal-to-Noise in the z-band stat.snr;em.opt.I double nullable SNR-r [0/999]? LAMOST Signal-to-Noise in the r-band stat.snr;em.opt.R double nullable SNR-i [0/999]? LAMOST Signal-to-Noise in the i-band stat.snr;em.opt.I double nullable SClass Simbad cross-validation classification src.class char DR7 Display data from LAMOST DR7 LRS (V/156) meta.ref.url int nullable YSO YSO candidate (link to Table 4) meta.ref.url int nullable
J/ApJS/273/34/table4 Basic information of 20530 YSO candidates Simbad Simbad column added by the CDS meta.ref.url char recno Record number assigned by the VizieR team. Should Not be used for identification. meta.record int LAMOST LAMOST designation (JHHMMSS.ss+DDMMSS.s) meta.id;meta.main char f_LAMOST [*] Li I absorption line were observed in LAMOST meta.code char RAJ2000 LAMOST Right Ascension (J2000) deg pos.eq.ra;meta.main indexed DEJ2000 [-9.2/86.4] LAMOST declination (J2000) deg pos.eq.dec;meta.main indexed ObsID [304080/914213134] LAMOST observation identifier meta.id;obs long SNR-g [0/908]? LAMOST Signal-to-Noise in the g-band stat.snr;em.opt.B double nullable SNR-u [0/261]? LAMOST Signal-to-Noise in the u-band stat.snr;em.opt.U double nullable SNR-z [0/999]? LAMOST Signal-to-Noise in the z-band stat.snr;em.opt.I double nullable SNR-r [0/585]? LAMOST Signal-to-Noise in the r-band stat.snr;em.opt.R double nullable SNR-i [0/999]? LAMOST Signal-to-Noise in the i-band stat.snr;em.opt.I double nullable DR7 Display data from LAMOST DR7 LRS (V/156) meta.ref.url int nullable Ha Halpha emission line star candidate (link to Table 2) meta.ref.url int nullable