Double-line spectroscopic binaries from LAMOST J/ApJS/266/18 ivo://CDS.VizieR/J/ApJS/266/18 doi:10.26093/cds/vizier.22660018 CDS Zheng Z. Cao Z. Deng H. Mei Y. Tan L. Wang F. 2025-02-06T20:12:05Z 2023-09-19T08:05:02Z CDS support team CDS, Observatoire de Strasbourg, 11 rue de l'Universite, F-67000 Strasbourg, France cds-question@unistra.fr spectroscopic-binary-stars visible-astronomy spectroscopy metallicity Double-line spectroscopic binaries (SB2s) are a vital class of spectroscopic binaries for studying star formation and evolution. Searching for SB2s has been a hot topic in astronomy. Although considerable efforts have been made with fruitful outcomes, limitations in automation and accuracy still persist. In this study, we developed a convolutional neural network (CNN) model to search for SB2 candidates in LAMOST medium-resolution survey (MRS) DR9 v1.0 by detecting double peaks in the cross-correlation function (CCF). We first generated a large number of spectra of single stars and binaries using the iSpec spectral synthesis software (Blanco-Cuaresma+ 2014A&A...569A.111B & Blanco-Cuaresma 2019MNRAS.486.2075B). The CCFs of these synthesized spectra were then calculated to form our training set. To efficiently detect the peaks of the CCFs, we applied a Softmax function-based noise reduction method. After testing and validation, the model achieved an accuracy of 97.76% in the testing set and was validated for more than 90% of the sample in several published SB2 catalogs. Finally, by applying the model to examine approximately 1.59 million LAMOST-MRS DR9 spectra, we identified 728 candidate SB2s, including 281 newly discovered ones. 2023ApJS..266...18Z https://cdsarc.cds.unistra.fr/viz-bin/cat/J/ApJS/266/18 Catalog Research IsServedBy TAP VizieR generic service IsServedBy Conesearch service related-to B/sb9 : SB9: 9th Catalogue of Spectroscopic Binary Orbits (Pourbaix+ 2004-2014) V/156 : LAMOST DR7 catalogs (Luo+, 2019) I/355 : Gaia DR3 Part 1. Main source (Gaia Collaboration, 2022) J/A+A/450/681 : Companions to close sp. binaries (Tokovinin+, 2006) J/AJ/140/184 : RAVE double-lined spectroscopic binaries (Matijevic+, 2010) J/ApJS/190/1 : A survey of stellar families (Raghavan+, 2010) J/A+A/566/A98 : The Gaia Benchmark Stars - Library (Blanco-Cuaresma+, 2014) J/A+A/608/A95 : GES: multi-line spectroscopic binary cand. (Merle+, 2017) J/AJ/156/45 : M-dwarf multiples in the SDSS-III/APOGEE (Skinner+, 2018) J/AJ/157/196 : Close companions around young stars (Kounkel+, 2019) J/A+A/635/A155 : Gaia-ESO Survey SB1 catalogue (Merle+, 2020) J/A+A/638/A145 : GALAH survey. FGK binary stars (Traven+, 2020) J/MNRAS/506/150 : The GALAH+ Survey DR3 (Buder+, 2021) J/other/RAA/21.292 : LAMOST Time-Domain survey, first results (Wang+, 2021) J/MNRAS/510/1515 : Double-lined spectroscopic binaries in M11 (Kovalev+, 2022) J/A+A/664/A159 : Radial velocities of Galactic SB1s (Mahy+, 2022) J/ApJS/258/26 : Spectroscopic binaries from LAMOST MRS. I. (Zhang+, 2022) https://cds.unistra.fr/vizier-org/licences_vizier.html https://vizier.cds.unistra.fr/viz-bin/VizieR-2?-source=J/ApJS/266/18 https://vizier.iucaa.in/viz-bin/VizieR-2?-source=J/ApJS/266/18 http://vizieridia.saao.ac.za/viz-bin/VizieR-2?-source=J/ApJS/266/18 https://vizier.cds.unistra.fr/viz-bin/votable?-source=J/ApJS/266/18 https://vizier.iucaa.in/viz-bin/votable?-source=J/ApJS/266/18 http://vizieridia.saao.ac.za/viz-bin/votable?-source=J/ApJS/266/18 GET text/xml+votable https://tapvizier.cds.unistra.fr/TAPVizieR/tap Cone search capability for table J/ApJS/266/18/table6 (Information on the 728 SB2 candidates, identified with the convolutional neural network (CNN) and visually inspected) https://vizier.cds.unistra.fr/viz-bin/conesearch/J/ApJS/266/18/table6? https://vizier.iucaa.in/viz-bin/conesearch/J/ApJS/266/18/table6? http://vizieridia.saao.ac.za/viz-bin/conesearch/J/ApJS/266/18/table6? GET text/xml+votable 180.0 50000 true 0.45962111 61.62333389 0.005555555555555556 Cone search capability for table J/ApJS/266/18/table4 (Information of 2139 SB2 candidate spectra, identified with the CNN and visually inspected) https://vizier.cds.unistra.fr/viz-bin/conesearch/J/ApJS/266/18/table4? https://vizier.iucaa.in/viz-bin/conesearch/J/ApJS/266/18/table4? http://vizieridia.saao.ac.za/viz-bin/conesearch/J/ApJS/266/18/table4? GET text/xml+votable 180.0 50000 true 0.45962111 61.62333389 0.005555555555555556 Cone search capability for table J/ApJS/266/18/table5 (Information on the complete table of 36470 SB2 candidates, identified with the CNN) https://vizier.cds.unistra.fr/viz-bin/conesearch/J/ApJS/266/18/table5? https://vizier.iucaa.in/viz-bin/conesearch/J/ApJS/266/18/table5? http://vizieridia.saao.ac.za/viz-bin/conesearch/J/ApJS/266/18/table5? GET text/xml+votable 180.0 50000 true 0.01704194 34.18855611 0.005555555555555556 4/21 29 64 113 176 203 362 841 922 945-946 1133 1146 1497 1500 1515 2070-2071 2336-2337 2339 2347 2350 5/70 88-89 94 101 113-115 121 124 137 149 205 215-217 220 237 239 248 251 260 262 266 268-269 274 277 281 289 291-292 294 310 321 324-326 353-354 356 358 363-364 366-368 384 386 400 404-405 407 424 429-430 434-435 439-440 443-444 447 459 480 482 488-489 491 493 495 529 599 608 619 622 631 708 727 734 748-750 754-755 760-762 772 783-785 794-795 797 799 805-807 816 818 826 832-834 840 872 876 896-897 900-901 904 987 1018-1019 1063 1068-1070 1073-1075 1080 1082-1083 1086 1155 1159 1163-1165 1167 1170-1172 1174-1177 1179 1183-1184 1195 1202 1204 1209 1211 1214 1216-1218 1224-1225 1230 1233 1243 1270 1279 1306 1337 1341 1378 1384 1387 1390 1403-1404 1419 1421 1438 1452 1454 1472-1473 1477 1479 1489 1491 1493 1495 1509 1539 1548-1549 1553 1556 1564 1566-1567 1591 1600 1610-1612 1628 1632 1635-1636 1638 1642 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39513 39515 39519-39520 39527 39541-39544 39546 39549-39553 39556 39573 39575 39591 39595-39598 39602-39603 39608-39610 39637 39639 39641-39643 39662-39665 39667-39668 39670 39673-39674 39680 39685 39690 39696-39698 39709 39712 39714-39715 39718 39720 39722-39723 39755 39766 39770 39786 39789 39808-39809 39811 39816 39822 39825 39841 39843-39844 39847 39852-39854 39860-39861 39895-39896 39901 39907 39916-39917 39933-39934 39936-39937 39959 39965 39991 39997 39999 40001-40002 40008 40017 40020 40030 40032 40034 40040 40042 40045 40047 40058 40061 40063 40071 40085 40087 40104 40119 40125 40129-40131 40140 40142 40144 40146-40147 40152-40153 40158-40160 40162-40163 40165 40169 40172 40177 40180-40181 40193 40196-40197 40203 40206 40212-40213 40227-40230 40233 40236-40237 40247 40250-40251 40253 40261 40268 40275 40277 40279 40290 40296 40298-40299 40302 40306-40307 40311 40318 40321 40326-40330 40332-40333 40336-40338 40344 40346-40347 40349 40363 40366 40368-40370 40384-40386 40388 40390 40392 40403 40405-40407 40412 40414 40426-40427 40490 40496 40511 40513-40516 40530-40531 40536-40537 40543-40545 40547 40550-40551 40564-40565 40567 40570 40580-40581 40583 40597 40601 40613 40631 40640 40651 40658 40666-40668 40677 40689 40691 40694 40696 40700-40701 40705 40707-40709 40711-40713 40715-40717 40719-40720 40728 40730 40736 40738-40739 40742-40743 40746 40749-40752 40764 40768 40771 40779 40801 40804 40826-40827 40831 40857 40859-40860 40862-40863 40877 40881 40885 40888 40890-40892 40900 40904 40906 40916 40925 40938 40944 40947 40949 40952-40954 40956 40996 40998-40999 41004 41011 41014-41015 41017 41023 41037-41039 41041 41043-41045 41047-41050 41053 41055-41058 41064 41066-41067 41074-41075 41080-41082 41103 41112-41114 41117-41118 41120-41122 41127-41128 41130 41135 41137-41138 41140-41142 41144 41146-41147 41149-41152 41154-41155 41160-41161 41163-41164 41166-41167 41169-41170 41172 41175-41176 41178 41182-41183 41187-41190 41192-41194 41201-41202 41205 41224 41226 41231 41235 41237 41243-41246 41253 41264-41266 41268 41270 41276 41279-41281 41284 41289 41296-41297 41303-41304 41310-41311 41314-41315 41318-41319 41329-41333 41340 41342-41343 41353-41355 41360-41361 41372-41373 41376-41377 41408-41409 41419 41426 41429 41457-41458 41461 41466 41476 41478-41479 41481 41489-41491 41496 41505 41512 41520 41524 41534 41608 41630 41638 41649 41653 41655 41677-41678 41682-41683 41688 41705 41715 41722 41737 41747 41763 41789 41810-41811 41813-41814 41816 41823 41834 41851 41864 41878 41918 41959 41964-41965 41967 41972-41974 41976-41978 41982-41983 41988-41990 41996-41997 41999-42002 42008 42010-42012 42014 42016-42017 42019 42024 42026-42028 42030-42031 42033-42034 42040 42042 42050-42051 42054 42060-42062 42066-42067 42069-42071 42073-42076 42078-42079 42084-42085 42096 42112 42148 42158 42165 42176-42177 42179-42180 42191 42210 42212-42213 42216 42220 42228 42243 42249 42252-42253 42260 42263-42265 42270-42271 42274 42280 42289 42293 42297 42302 42314 42319 42324-42325 42334 42340 42355 42360-42361 42363 42365 42377-42378 42389-42391 42394-42396 42402 42405 42408 42416-42418 42428 42445 42464 42470 42476-42477 42485 42493 42495-42496 42507 42510 42527 42544 42555 42570 42582-42583 42588-42589 42592 42604 42607 42614 42616-42617 42619 42633-42635 42638-42639 42642-42643 42647-42650 42652 42654 42656 42659 42665 42672 42674 42678-42680 42682 42684-42685 42688 42690-42691 42700-42702 42704-42705 42708 42710 42713 42715-42717 42719 42721 42724 42732-42734 42738 42740 42756 42758 42791 42799 42809-42811 42814 42831 42836-42837 42845 42865 42868-42870 42874 42876-42877 42879 42885 42887-42888 42891-42894 42896-42897 42903-42904 42907 42910-42913 42915 42918-42919 42921 42923 42929-42932 42934-42935 42939 42946-42949 42952-42953 42955-42956 42958 42964-42965 42967 42970 42977-42978 42980-42982 42984-42986 42992 42997 43000-43001 43003 43014-43015 43018 43020 43022-43024 43034-43035 43042 43048 43053 43055 43062 43072 43087 43089 43125-43127 43129-43133 43137 43140 43166-43167 43183 43193-43198 43203 43206-43207 43221-43223 43225 43227 43232-43233 43235 43240-43241 43243 43252 43254-43255 43257-43258 43270 43275 43277 43279 43282-43283 43293-43295 43300-43301 43303 43324 43330-43331 43352-43353 43358-43362 43367 43370-43371 43376-43378 43380-43381 43383 43396-43398 43400-43401 43403 43407-43409 43418-43419 43421-43423 43429-43433 43437 43439-43440 43442-43443 43446 43450 43452 43454-43455 43457-43458 43461 43463 43466 43472-43473 43475 43478 43490-43491 43496-43497 43501 43503 43507 43510 43512 43525-43529 43531 43540 43542-43545 43556-43557 43559-43560 43562 43565-43569 43571 43573-43576 43581-43582 43586-43587 43597-43600 43602 43606 43609-43614 43616 43618-43622 43624-43625 43628-43629 43632-43633 43636-43638 43641-43642 43645 43647-43648 43655 43659-43661 43663 43672-43673 43675-43676 43679-43681 43683 43685-43686 43688-43689 43691-43692 43694 43704-43705 43707-43710 43712 43714-43715 43718 43724 43741 43743 43746-43749 43752-43754 43765 43771 43775-43776 43781 43783 43785 43787-43790 43800-43801 43805 43808 43810 43825-43828 43840 43842-43845 43852 43883-43884 43886-43887 43898 43902 43905 43907-43908 43910 43914-43915 43918 43923 43926 43929-43932 43934 43936 43939 43945 43947 43950-43951 43953 43956-43957 43962 43969 43971 43973 43978 43988-43989 43992 44000-44001 44003-44004 44021-44024 44029 44045 44047 44050 44053 44055-44056 44058 44064 44066 44088-44089 44091-44092 44096 44115 44118-44119 44121 44123-44126 44138 44162 44168-44169 44171 44184 44186 44194-44196 44198-44201 44204-44206 44216 44219 44231-44232 44234-44235 44238 44242 44244-44245 44248 44254-44255 44257 44261-44263 44276-44277 44284 44287 44294-44295 44305 44307-44308 44311-44313 44317 44319 44349 44351 44360 44362 44365-44366 44373-44374 44392-44394 44396-44397 44399 44403-44404 44406-44408 44410-44411 44413 44417-44419 44422 44425-44426 44430-44431 44435 44437-44438 44440-44442 44447 44449-44452 44454-44456 44460 44463 44466-44467 44469-44470 44473 44476 44480 44483 44486 44489-44494 44506-44507 44512 44514-44518 44521-44522 44524-44525 44528-44529 44546 44551 44553-44554 44556 44560 44562 44572 44574-44576 44596 44598 44603 44605-44606 44616 44651 44658 44675 44678-44679 44684-44685 44690 44693 44709 44745 44750-44751 44760 44769-44771 44774 44776-44777 44779-44780 44785 44795 44805 44815-44816 44818-44819 44821 44833 44836 44849 44853 44860 44864 44871-44872 44879 44885 44887 44891 44894 44909 44913 44916 44919 44921-44922 44924 44926 44957 44969 44972 44981 44991 44993 45001 45006 45008 45011-45012 45014 45020 45024 45045 45062 45112 45124-45125 45140 45142-45143 45145 45147 45155 45157-45159 45174-45175 45177-45179 45182-45183 45203-45206 45208-45209 45213 45215 45219 45225 45231 45242 45249 45251 45253-45254 45256 45258 45260 45264-45265 45268-45270 45276-45277 45285-45287 45292 45295 45299 45313-45317 45319-45320 45322-45324 45326-45327 45329-45331 45336-45337 45339-45340 45342-45343 45345-45346 45350-45351 45356-45357 45359-45361 45363 45369-45371 45376 45379-45380 45382 45408 45410-45411 45416-45417 45421 45426 45429 45432 45434-45435 45439-45440 45442-45443 45460-45461 45464-45466 45469 45471-45473 45475 45498 45500-45501 45510 45512-45513 45516 45520 45524 45530 45534 45540 45542-45545 45556 45560 45562-45566 45584 45595 45598 45615 45617 45619-45620 45641 45643 45650 45657 45661-45662 45681 45701-45702 45704 45707 45711 45722-45723 45736-45737 45741 45744-45746 45752 45754-45755 45758 45778 45784 45802 45830 45833 45835-45836 45859 45864-45865 45867 45888-45889 45891-45892 45894-45895 45912 45914-45915 45917-45919 45921 45924-45925 45936-45937 45939 45942-45944 45947-45950 45956 45958 45961 45963-45964 45977-45979 45987 45990-45991 45993 45995-45998 46006-46007 46011 46014 46023 46029 46031 46033-46034 46036-46037 46040-46042 46053 46055 46063-46066 46072 46074 46084 46100 46102 46104-46105 46109 46129 46145 46147-46149 46151 46194 46199-46200 46225 46239 46243 46248 46263 46268 46271-46272 46280 46282-46284 46295 46298 46304 46306 46312 46314-46315 46339 46342-46344 46357 46368 46407 46436 46469 46498 46572 46592 46594 46600 46603 46606 46617 46620-46622 46627 46632-46633 46635 46637 46640 46642 46654 46656 46678 46724 46729 46731-46732 46734 46737 46739 46745-46747 46750 46753 46755-46756 46758 46764 46780-46781 46786-46787 46790 46805-46806 46826-46828 46830 46843 46913 46946 47022 47050 47060-47061 47063 47069 47104 47106 47111-47112 47114 47120 47122 47124-47125 47127 47136 47138 47140 47143 47146-47147 47149 47151 47159-47160 47163-47166 47168 47178 47200 47202 47220 47222-47223 47228 47232-47234 47239 47241-47243 47249 47251 47260-47261 47264-47265 47274 47277 47279 47293-47296 47301 47303 47305 47309 47312 47314 47319 47325 47333-47334 47350-47351 47353 47355-47358 47364 47375-47377 47381 47383 47389-47390 47393 47395-47398 47401 47406 47408 47410-47414 47416-47417 47419 47424-47425 47427 47430 47442-47443 47448-47449 47453 47457 47459-47460 47465-47468 47473 47475-47476 47481-47483 47486-47487 47489-47490 47492-47493 47496 47501 47503 47505 47511-47512 47525 47527 47536-47537 47539-47540 47547 47552-47554 47559 47563 47565 47569-47570 47576 47578-47579 47584-47585 47587-47588 47590 47592-47593 47598-47600 47609 47611-47612 47614 47617 47619-47622 47624-47626 47629 47631-47632 47634 47637-47639 47644 47646-47647 47655-47658 47661 47663-47665 47667-47670 47675 47677-47680 47682 47688 47694 47697 47706 47716 47720-47722 47725 47728 47730-47731 47734 47736 47742-47745 47751 47753 47764 47774-47775 47777-47780 47784-47785 47796-47797 47799 47803 47809 47812 47814 47818-47820 47825 47828-47830 47834 47848 47850 47858 47869-47871 47873 47889 47919 47930 47941 47959-47960 47965 47969-47971 47976-47977 47985 48000 48005 48011 48013 48015 48022-48023 48026 48033-48037 48040-48042 48044 48046-48048 48053 48055 48061-48062 48065 48067 48072 48079 48086 48088-48089 48091-48093 48100-48102 48120-48122 48142 48163 48166 48169 48173 48176 48178 48184 48201 48208-48210 48212 48223 48226-48227 48232-48233 48236 48241-48243 48254 48257-48259 48266-48267 48278 48283-48285 48292 48295 48301-48302 48312-48313 48384-48385 48387-48388 48390 48394-48395 48398 48411 48416 48418 48424-48426 48434 48436 48444-48445 48449 48455 48477 48501-48503 48505 48509 48511 48516 48533 48583 48586-48587 48589 48594 48597 48601 48605 48608-48609 48611 48613-48614 48629 48642 48672 48676 48678-48679 48689-48690 48692 48699 48753 48761 48768 48811 48824 48837 48853 48856 48860 48874 48895 48920 48927 48933 48935 48946-48947 48953 48963 48967 48972-48973 48981 48992 48998 49004-49005 49009 49015 49043 49047 49049 49051-49052 49066 49073 49120 49122 49128-49130 1.9867573869263685e-19 3.916500758235022e-19 https://cdsarc.cds.unistra.fr/viz-bin/moc/J/ApJS/266/18?format=ascii Optical default J/ApJS/266/18/table6 Information on the 728 SB2 candidates, identified with the convolutional neural network (CNN) and visually inspected Gaia ? Gaia DR3 source identifier meta.id.cross nullable recno Record number assigned by the VizieR team. Should Not be used for identification. meta.record int RAJ2000 Right Ascension in decimal degrees (J2000) deg pos.eq.ra;meta.main DEJ2000 [-10/78.6] Declination in decimal degrees (J2000) deg pos.eq.dec;meta.main Gmag [8.4/19.1]? Gaia DR3 G band magnitude mag phot.mag;em.opt float nullable Teff [4652/11559]? Effective temperature from Gaia DR3 K phys.temperature.effective double nullable logg [2/4.6]? Log surface gravity from Gaia DR3 log(cm.s**-2) phys.gravity float nullable [Fe/H] [-3.8/0.71]? Metallicity from Gaia DR3 log(Sun) phys.abund.Z float nullable New? Newly discovered SB2 candidate ("T": 281 sources) meta.code char DR7 Display the LAMOST MRS DR7 data within 0.5" meta.ref.url int nullable Nsp Number of spectra for this source (link to Table 4) meta.ref.url int nullable Simbad Simbad column added by the CDS meta.ref.url char
J/ApJS/266/18/table4 Information of 2139 SB2 candidate spectra, identified with the CNN and visually inspected recno Record number assigned by the VizieR team. Should Not be used for identification. meta.record int RAJ2000 Right Ascension in decimal degrees (J2000) deg pos.eq.ra;meta.main DEJ2000 [-10/78.6] Declination in decimal degrees (J2000) deg pos.eq.dec;meta.main GaiaDR3 ? Gaia DR3 source identifier meta.id;meta.main nullable Gmag [8.4/19.1]? Gaia DR3 G band magnitude mag phot.mag;em.opt float nullable spFile LAMOST FITS spectrum identifier meta.id;meta.fits char S/N [50/524.1] Signal-to-Noise of the spectrum stat.snr float Index [1/12] Indicies in the spectrum FITS file meta.id int
J/ApJS/266/18/table5 Information on the complete table of 36470 SB2 candidates, identified with the CNN recno Record number assigned by the VizieR team. Should Not be used for identification. meta.record int RAJ2000 Right Ascension (J2000) deg pos.eq.ra;meta.main indexed DEJ2000 [-87.3/89.3] Declination (J2000) deg pos.eq.dec;meta.main indexed Gaia ? Gaia DR3 source identifier meta.id.cross nullable Gmag [2.2/21.4]? Gaia DR3 G band magnitude mag phot.mag;em.opt float nullable Teff [2900/41505]? Effective temperature from Gaia DR3 K phys.temperature.effective double nullable logg [-0.4/5.1]? Log surface gravity from Gaia DR3 log(cm.s**-2) phys.gravity float nullable [Fe/H] [-4.2/0.8]? Metallicity from Gaia DR3 log(Sun) phys.abund.Z float nullable Simbad Simbad column added by the CDS meta.ref.url char