Short-period variables in TESS FFI LCs J/AJ/168/83 ivo://CDS.VizieR/J/AJ/168/83 doi:10.26093/cds/vizier.51680083 CDS Olmschenk G. Barry R.K. Ishitani Silva S. Schnittman J.D.,Cieplak A.M. Powell B.P. Kruse E. Barclay T. Solanki S. Ortega B.,Baker J. Yesenia Helem Salinas M. 2025-03-03T20:09:19Z 2025-01-17T12:23:38Z CDS support team CDS, Observatoire de Strasbourg, 11 rue de l'Universite, F-67000 Strasbourg, France cds-question@unistra.fr variable-stars photometry visible-astronomy multiple-stars effective-temperature absolute-magnitude stellar-masses The Transiting Exoplanet Survey Satellite (TESS) mission measured light from stars in ~85% of the sky throughout its 2yr primary mission, resulting in millions of TESS 30-minute-cadence light curves to analyze in the search for transiting exoplanets. To search this vast data set, we aim to provide an approach that is computationally efficient, produces accurate predictions, and minimizes the required human search effort. We present a convolutional neural network that we train to identify short-period variables. To make a prediction for a given light curve, our network requires no prior target parameters identified using other methods. Our network performs inference on a TESS 30-minute-cadence light curve in ~5ms on a single GPU, enabling large-scale archival searches. We present a collection of 14156 short-period variables identified by our network. The majority of our identified variables fall into two prominent populations, one of close-orbit main-sequence binaries and another of {delta} Scuti stars. Our neural network model and related code are additionally provided as open-source code for public use and extension. 2024AJ....168...83O https://cdsarc.cds.unistra.fr/viz-bin/cat/J/AJ/168/83 Catalog Research IsServedBy TAP VizieR generic service IsServedBy Conesearch service related-to I/345 : Gaia DR2 (Gaia Collaboration, 2018) IV/39 : TESS Input Catalog version 8.2 (TIC v8.2) (Paegert+, 2021) J/AJ/115/1856 : Dwarf Cepheids in Carina (Mateo+, 1998) J/A+A/528/A90 : SuperWASP short period eclipsing binaries (Norton+, 2011) J/AJ/156/102 : TESS Input Catalog and Candidate Target List (Stassun+, 2018) J/AJ/161/273 : 181 new planet candidates with TESS (Olmschenk+, 2021) J/A+A/669/A48 : Southern short-per pulsating hot-subdwarf stars (Baran+, 2023) J/ApJS/268/4 : Stellar var with TESS 2min cadence phot. (Fetherolf+, 2023) http://archive.stsci.edu/missions-and-data/tess : TESS on MAST https://cds.unistra.fr/vizier-org/licences_vizier.html https://vizier.cds.unistra.fr/viz-bin/VizieR-2?-source=J/AJ/168/83 https://vizier.iucaa.in/viz-bin/VizieR-2?-source=J/AJ/168/83 http://vizieridia.saao.ac.za/viz-bin/VizieR-2?-source=J/AJ/168/83 https://vizier.cds.unistra.fr/viz-bin/votable?-source=J/AJ/168/83 https://vizier.iucaa.in/viz-bin/votable?-source=J/AJ/168/83 http://vizieridia.saao.ac.za/viz-bin/votable?-source=J/AJ/168/83 GET text/xml+votable https://tapvizier.cds.unistra.fr/TAPVizieR/tap Cone search capability for table J/AJ/168/83/table1 (*The short-period variables table) https://vizier.cds.unistra.fr/viz-bin/conesearch/J/AJ/168/83/table1? https://vizier.iucaa.in/viz-bin/conesearch/J/AJ/168/83/table1? http://vizieridia.saao.ac.za/viz-bin/conesearch/J/AJ/168/83/table1? 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38654-38657 38663-38666 38675-38676 38679-38682 38688-38689 38691-38693 38695-38696 38701 38706 38709 38711 38713 38722-38723 38734 38736 38741 38744 38747 38750 38753-38755 38757 38760-38761 38769 38771 38774-38776 38778 38783 38788 38797 38802-38804 38806 38811 38814-38815 38818 38822 38826 38829 38840 38843-38845 38851 38857 38861 38870-38871 38874 38884-38885 38888 38890-38891 38908 38912 38914 38917 38919-38921 38923 38929 38935 38939 38944 38946 38950-38951 38955 38960 38962 38968-38969 38971 38976 38978-38980 38982 38985-38986 38988 38990 38992 38999 39004 39006-39010 39013 39015-39018 39021 39026-39030 39035 39037 39041-39045 39047 39049 39051-39054 39056 39058-39059 39061-39062 39064 39070 39076-39078 39080-39081 39083 39086-39087 39095 39097 39099 39109 39112-39114 39116 39121 39136 39139 39141-39143 39149 39151 39159-39160 39163-39164 39167 39170 39178-39179 39182-39183 39195 39204 39207 39209 39213 39217 39223-39224 39226-39227 39230 39232 39234-39235 39240 39244-39245 39249-39251 39256 39259-39261 39264-39265 39284 39297 39302-39303 39306-39307 39309 39315 39318-39320 39322-39323 39328 39331 39333 39335-39337 39339 39342 39345 39347-39348 39350 39352-39353 39358-39359 39362 39369 39374 39382 39392 39394-39397 39405 39409 39418-39419 39424 39426-39427 39429 39432-39434 39437 39439 39441 39444 39448 39450 39452 39456 39458-39461 39466-39467 39470 39473-39474 39483 39486 39491 39496-39498 39500 39503 39507 39513 39519 39531 39535 39538-39539 39542 39548 39550 39557-39558 39560 39573 39577 39581 39584 39586 39590 39592 39600 39606 39610-39611 39621-39622 39625 39631 39635 39637 39639-39641 39645 39647 39651-39652 39657 39663 39666 39668 39673-39676 39685 39687-39688 39693-39695 39707 39714 39718 39727 39729-39732 39735 39740 39744 39747 39750-39751 39757 39765 39775 39777-39780 39783-39784 39788 39794 39797-39798 39801 39808 39811 39816-39817 39822 39834-39837 39839 39842 39846-39847 39850-39851 39855-39856 39859 39863 39865-39867 39872 39875 39878 39882 39884 39892 39894 39897 39902 39912 39914 39917-39918 39922 39935-39937 39941 39948-39949 39953 39955 39957-39961 39963-39964 39967 39969 39971 39977 39987 39998 40004-40005 40007-40008 40011 40016 40019-40020 40023 40027 40031 40058 40081 40099 40106 40108-40109 40114 40121 40125 40169-40170 40175 40180 40197 40199-40200 40206 40211 40220 40222 40228 40240 40250 40257-40259 40265 40267 40275 40285 40291 40318 40326 40336 40362 40381 40383 40406 40414 40419 40424-40425 40427 40437 40446 40449 40451 40460-40462 40472 40474 40486-40488 40490 40493-40494 40507 40510 40520 40538-40540 40555 40557 40559 40575 40577 40583-40584 40586 40591 40593 40595-40598 40601 40614 40628 40630-40631 40634-40635 40638-40639 40641 40647 40650 40653-40654 40656 40659 40661 40666-40667 40669 40672 40677 40681 40684-40685 40689-40692 40696 40708 40713 40722-40723 40728 40739 40748 40758 40767 40799 40825 40839 40844 40867 40870 40890 40914 40931 40938 40962 40965-40967 40970 40972-40974 40977 40980-40982 40987 40990 40997 41005 41011 41024-41026 41029-41030 41033 41038 41043-41044 41046 41048 41051 41054-41056 41059 41061-41062 41069 41072 41078 41081-41082 41087 41089 41091 41100 41103 41110 41116-41117 41120 41125 41127-41128 41130 41133 41135-41136 41139-41140 41142-41143 41145-41146 41150 41157-41158 41160-41161 41163-41165 41176 41184 41186 41188 41190 41192 41194 41196 41203 41211 41216-41217 41221-41222 41228 41231 41235-41236 41241 41246 41251-41252 41256 41259 41262 41264 41270 41272 41275-41276 41278-41279 41281-41283 41285 41288 41294 41296 41300 41303-41305 41309-41310 41318 41323 41338-41339 41342 41345 41350-41351 41355 41364-41365 41380 41383 41385 41388-41389 41392 41395-41396 41400 41403 41408 41410 41415 41420-41421 41426 41431 41438 41452 41459 41462-41464 41466-41470 41473 41475-41478 41482-41485 41487 41490 41492 41494-41497 41500 41502-41503 41509 41511 41514-41515 41518-41519 41524-41525 41528 41534 41538 41540 41542 41547 41549-41550 41556 41560 41563 41567 41571 41578 41581 41584 41586-41587 41589 41592-41593 41596-41597 41600-41601 41606 41609 41611-41612 41615 41618 41622 41624 41631 41641 41643 41647 41661 41670 41694 41696 41698 41710 41715 41718-41719 41721 41724-41725 41729 41733-41737 41739-41741 41744 41746 41761 41771-41772 41774 41778-41779 41781 41783 41789-41791 41794-41795 41797-41799 41801 41803-41804 41807-41808 41810 41818 41821-41826 41828 41831 41834-41836 41842 41845-41846 41852-41853 41857 41860 41862 41865 41869 41871-41872 41882 41887-41889 41891 41896 41898-41900 41902 41906 41914 41917-41918 41922-41924 41926 41930 41937-41938 41944 41950 41953 41956 41958 41960 41962 41966 41980-41981 41987-41989 41991-41992 41996 42011-42013 42015 42031 42036 42041 42043-42044 42046-42048 42050 42054-42058 42060 42064 42067 42073 42075 42077-42078 42080 42084 42090-42092 42096 42107 42112-42114 42117-42119 42121 42123 42125 42131 42135 42137-42139 42146 42151 42156 42160 42164 42168 42179 42235 42240-42241 42245 42256 42258 42271 42289 42308 42310-42311 42319-42322 42325-42326 42355 42358 42371 42385 42404 42442 42445 42447 42454 42458 42463-42464 42477 42484 42504 42506-42507 42528 42566 42594 42600 42606 42619 42623 42628 42641 42657-42659 42670 42674 42680 42694 42702 42769 42778 42788 42795 42798 42807 42817 42827 42830-42831 42835-42836 42839 42855 42857 42914 42929 43009 43011 43014 43040 43067-43068 43074 43089 43091 43095 43101 43117 43121-43122 43129-43131 43134 43137 43139 43141 43146 43148 43151 43153 43161-43162 43170-43171 43173 43175-43176 43179-43182 43184 43192 43194-43195 43197 43199 43202 43205 43207-43208 43215-43218 43220 43222-43224 43228 43233-43236 43240 43248 43251-43252 43254 43256 43258-43261 43263 43269 43272 43279 43282 43284-43286 43310 43313-43314 43316 43322 43333 43339 43342 43352 43354 43357-43358 43364 43367-43369 43376 43378 43386 43388 43399-43400 43402 43408 43410 43424 43431-43432 43442 43444 43453-43454 43466 43473 43495 43500 43521-43522 43533-43534 43537-43541 43543 43546-43547 43553 43556 43561 43568 43572 43576 43581 43584-43585 43587 43593 43598 43603 43606 43618-43619 43626 43634 43637 43641 43644 43648-43649 43652 43667-43668 43673 43676 43678 43680-43681 43683 43685-43686 43688 43698 43700-43701 43704 43710-43711 43715 43723 43725 43728-43729 43731 43733 43735-43736 43742-43743 43750 43753 43755 43758 43774 43786 43796 43799 43801 43808 43812 43819 43827 43836 43841 43905-43906 43915-43916 43920 43923-43924 43928 43930 43932 43940 43942-43943 43950 43956 43965 43967 43979 44000 44006 44009 44038 44040 44043 44049 44054 44057 44062-44064 44067 44088 44091-44092 44094-44095 44098 44101 44120 44126-44127 44136 44144 44148 44151 44163 44187 44192 44224-44226 44234 44246 44250 44544 44556 44558 44572 44576 44579 44583 44590 44592 44597 44603 44674 44689 44692 44706 45059 45064-45066 45068 45071 45074 45078-45080 45088-45089 45091 45094 45100 45114 45118 45126 45128 45133 45135 45143 45147 45157 45166 45191-45192 45194-45195 45197 45200 45205 45215 45217 45248-45249 45251 45253-45254 45257-45258 45263 45266-45267 45278 45283 45285 45289 45296 45317 45327 45331-45333 45336 45338 45344 45360 45377 45379 45383 45389 45395 45400 45435 45440 45457 45468 45474 45476 45478 45482 45492 45497 45511 45533 45537 45552 45568 45571 45582 45587 45589 45600-45601 45603 45610 45612 45614 45616-45617 45629 45634 45640 45647 45654 45656-45658 45667-45668 45670 45674-45675 45680 45687 45692 45697-45698 45704 45706-45707 45709 45715 45719-45720 45724 45734 45736-45737 45739 45743-45745 45747 45749-45751 45753 45755 45761-45762 45774 45776 45788 45790 45794 45805-45809 45811 45821 45823-45824 45832 45836 45857-45858 45870 45876 45900 45912 45917 45927 45948 45950 45958 45966-45967 45986-45987 45989 45992 45994 46000 46064 46073 46078-46079 46127 46134 46136 46142 46156 46159 46169 46181 46186 46215 46229 46239 46247 46267-46268 46275-46276 46299 46309 46320 46331 46341 46344 46347 46351 46354 46363 46373-46375 46381 46387 46392 46396-46397 46417 46425 46446 46451 46453-46454 46487 46500 46506 46508 46535 46562-46563 46566 46571-46573 46618 46628 46631 46644 46653 46657 46670 46677 46683 46717 46720 46744 46765 46772 46780 46803 46812 46827 46847 46854 46874 46884 46892 46911 46917 46956 46978 46997 47003 47030 47048 47061 47089 47108 47111 47113-47114 47117-47118 47120 47126 47131 47134 47136 47145 47147 47155 47158-47159 47163 47166 47169 47171 47179-47181 47185 47188 47192 47195-47196 47198 47201 47203 47207 47209 47215 47217 47222 47227 47234 47236-47238 47240 47243 47245 47253 47258 47260 47262 47264-47265 47267 47269 47271 47276-47277 47279 47281-47283 47286-47287 47292 47294-47295 47298 47310 47313 47319 47321-47322 47324 47326 47330 47334 47341-47342 47345 47349 47357 47361-47362 47364 47368 47371 47374 47392-47393 47396 47405 47407-47408 47410 47416 47441 47453 47477 47489 47491 47493-47494 47500 47504 47506-47507 47515 47520-47521 47523 47530 47532-47533 47535-47536 47539 47547 47551 47616-47617 47619-47621 47627 47632 47636-47638 47641 47647 47656 47658-47659 47661 47663 47668-47669 47671 47673-47674 47680 47682 47686-47687 47690 47692 47694-47696 47698 47700-47701 47704 47706-47707 47712 47714-47716 47718-47719 47728-47729 47732 47734-47735 47744 47746-47747 47749 47752 47754-47755 47757 47760 47762-47763 47768-47770 47773 47775 47784-47786 47789-47790 47793 47796-47798 47800 47807-47809 47815 47820 47823 47828 47830 47832 47834 47836-47837 47839-47842 47845 47847 47852-47854 47856 47859 47864 47866-47867 47869 47872 47874-47875 47880-47881 47889 47893 47915-47917 47919 47922 47924-47925 47927-47928 47932-47934 47968 47978 48000 48002 48007-48008 48011 48013 48018-48021 48023 48026-48030 48041 48044-48045 48049 48052 48064 48066-48068 48072 48161 48172 48194 48208 48223 48226 48243 48253-48254 48274 48277 48283 48286 48308 48310 48321-48322 48332 48359 48361 48364 48410 48415 48424 48430 48434 48445 48449-48450 48480 48524 3.322582951404819e-19 4.920466254354166e-19 https://cdsarc.cds.unistra.fr/viz-bin/moc/J/AJ/168/83?format=ascii Optical default J/AJ/168/83/table1 *The short-period variables table Tmag [4.5/16] TESS magnitude from TIC (see IV/39) mag phot.mag;em.opt float B-V [-4.2/4.6]? The (B-V) color index mag phot.color;em.opt.B;em.opt.V float nullable Bmag [5.7/21.6]? Apparent Johnson B band magnitude from TIC (see IV/39) mag phot.mag;em.opt.B float nullable Vmag [4.7/18.4]? Apparent Johnson V band magnitude from TIC (see IV/39) mag phot.mag;em.opt.V float nullable plx [-3.72/77.3]? Parallax from TIC (see IV/39) mas pos.parallax.trig double nullable VMag [-8.3/15.32]? Absolute Johnson V band magnitude mag phys.magAbs;em.opt.V float nullable Lum [0/128]? Stellar luminosity from TIC (see IV/39) solLum phys.luminosity float nullable Teff [2864/37600]? Stellar effective temperature from TIC (see IV/39) K phys.temperature.effective int nullable Rad [0.13/105]? Stellar radius from TIC (see IV/39) solRad phys.size.radius float nullable Mass [0.12/3.2]? Stellar mass from TIC (see IV/39) solMass phys.mass float nullable [M/H] [-1.8/0.6]? Stellar metallicity from TIC (see IV/39) log(Sun) phys.abund.Z float nullable Dist [12.94/45613]? Distance from TIC (see IV/39) pc pos.distance double nullable Cont [4.9e-07/46.2]? Contamination ratio in TESS data from TIC (see IV/39) phot.flux;arith.ratio double nullable RelAmp [0.00015/0.61] Relative amplitude before contamination correction src.var.amplitude double RelAmpC [0.00027/0.98]? Relative amplitude after contamination correction arith.factor;src.var.amplitude double nullable Part Partition (1) src.class char Fun [2.9e-07/0.27] Power of fundamental (2) stat.fit.param double Over [3e-05/0.3] Power of first overtone (2) stat.fit.param double recno Record number assigned by the VizieR team. Should Not be used for identification. meta.record int _RA Positions from original catalog in TIC v8.2 (IV/39) when available or RAJ2000-DEJ2000 for TIC>10000000000 (right ascension part) deg pos.eq.ra;meta.main indexed _DE Positions from original catalog in TIC v8.2 (IV/39) when available or RAJ2000-DEJ2000 for TIC>10000000000 (declination part) deg pos.eq.dec;meta.main indexed TIC [62785/10002346363] TESS Input Catalog ID meta.id;meta.main Per [0.04/0.21] TESS period from this work d time.period double Simbad Simbad column added by the CDS meta.ref.url char