Flares & flaring stars from TESS & machine learning J/AJ/168/234 ivo://CDS.VizieR/J/AJ/168/234 doi:10.26093/cds/vizier/be-58-7a CDS Lin C.-L. Apai D. Giampapa M.S. Ip W.-H. 2026-07-02T11:45:01Z 2025-07-08T08:56:52Z CDS support team CDS, Observatoire de Strasbourg, 11 rue de l'Universite, F-67000 Strasbourg, France cds-question@unistra.fr stellar-flares visible-astronomy photometry astronomical-models We apply multialgorithm machine learning models to TESS 2min survey data from Sectors 1-72 to identify stellar flares. Models trained with deep neural network, random forest, and XGBoost algorithms utilize four flare light-curve characteristics as input features. Model performance is evaluated using the accuracy, precision, recall, and F1 score metrics, all exceeding 94%. Validation against previously reported TESS M dwarf flare identifications shows that our models successfully recover over 92% of the flares while detecting ~2000 more small events, thus extending the detection sensitivity of previous work. After processing 1.3 million light curves, our models identify nearly 18,000 flare stars and 250,000 flares. We present an extensive catalog documenting both flare and stellar properties. We find strong correlations of total flare energy and flare amplitude with color, in agreement with previous studies. Flare frequency distributions are analyzed, refining power-law slopes for flare behavior with frequency uncertainties due to the detection incompleteness of low-amplitude events. We determine rotation periods for ~120,000 stars thus yielding the relationship between rotation period and flare activity. We find that the transition in rotation period between the saturated and unsaturated regimes in flare energy coincides with the same transition in rotation period separating the saturated and unsaturated levels in coronal X-ray emission. We find that X-ray emission increases more rapidly with flare luminosity in earlier-type and unsaturated stars, indicating more efficient coronal heating in these objects. Additionally, we detect flares in white dwarfs and hot subdwarfs, which likely arise from unresolved low-mass companions. 2024AJ....168..234L https://cdsarc.cds.unistra.fr/viz-bin/cat/J/AJ/168/234 Catalog Research IsServedBy TAP VizieR generic service IsServedBy Conesearch service related-to I/347 : Dist. to 1.33 billion stars in Gaia DR2 (Bailer-Jones+, 2018) I/355 : Gaia DR3 Part 1. Main source (Gaia Collaboration, 2022) IV/38 : TESS Input Catalog - v8.0 (TIC-8) (Stassun+, 2019) IV/39 : TESS Input Catalog version 8.2 (TIC v8.2) (Paegert+, 2021) J/A+AS/139/555 : Catalogue and Bibliography of UV Cet stars (Gershberg+ 1999) J/A+A/397/147 : Activity-rotation relationship in stars (Pizzolato+ 2003) J/ApJ/743/48 : Stars rotation periods & X-ray luminosities (Wright+, 2011) J/other/Nat/485.478 : Superflares on solar-type stars (Maehara+, 2012) J/ApJS/209/5 : Superflares of Kepler stars. I. (Shibayama+, 2013) J/MNRAS/445/2268 : Bayesian method for detecting stellar flares (Pitkin+, 2014) J/ApJ/814/35 : Flare events in M dwarf of M37 (Chang+, 2015) J/A+A/581/A28 : Stellar X-ray flares from the 2XMM catalog (Pye+, 2015) J/ApJ/809/77 : Transiting Exoplanet Survey Satellite (TESS) (Sullivan+, 2015) J/ApJ/829/23 : Stellar flares from Q0-Q17 Kepler LCs (Davenport, 2016) J/AJ/156/178 : NIR transmission spectra of TRAPPIST-1 planets (Zhang+, 2018) J/A+A/628/A41 : KIC stars in Kepler/XMM-Newton (Pizzocaro+, 2019) J/ApJS/241/29 : Flare catalog through LC data of Kepler DR25 (Yang+, 2019) J/AJ/159/60 : 8695 flares from 1228 stars: TESS sect. 1 & 2 (Gunther+, 2020) J/ApJ/905/107 : Spectroscopic activity indicators of TIC stars (Medina+, 2020) J/A+A/637/A22 : M dwarfs rotation-activity relations and flares (Raetz+, 2020) J/AJ/162/11 : EDEN proj.: Flare act. of nearby M-dwarf Wolf 359 (Lin+, 2021) J/A+A/664/A105 : Stellar content of the ROSAT all-sky survey (Freund+, 2022) J/ApJ/926/204 : TESS monitoring campaign: low-mass flare stars (Howard+, 2022) J/ApJS/258/16 : TESS Eclipsing Binary stars. I. Sectors 1-26 (Prsa+, 2022) J/ApJ/935/90 : Superflare candidates in ~72000 G-stars (Tu+, 2022) J/A+A/669/A15 : TESS flare events and physical parameters (Yang+, 2023) J/ApJS/271/57 : Flares in hot subdwarf & WDs from TESS phot. (Xing+, 2024) https://cds.unistra.fr/vizier-org/licences_vizier.html https://vizier.cds.unistra.fr/viz-bin/VizieR-2?-source=J/AJ/168/234 https://vizier.iucaa.in/viz-bin/VizieR-2?-source=J/AJ/168/234 http://vizieridia.saao.ac.za/viz-bin/VizieR-2?-source=J/AJ/168/234 https://vizier.cds.unistra.fr/viz-bin/votable?-source=J/AJ/168/234 https://vizier.iucaa.in/viz-bin/votable?-source=J/AJ/168/234 http://vizieridia.saao.ac.za/viz-bin/votable?-source=J/AJ/168/234 GET text/xml+votable https://tapvizier.cds.unistra.fr/TAPVizieR/tap Cone search capability for table J/AJ/168/234/table10 (Catalog of flaring stars identified by machine learning models) https://vizier.cds.unistra.fr/viz-bin/conesearch/J/AJ/168/234/table10? https://vizier.iucaa.in/viz-bin/conesearch/J/AJ/168/234/table10? http://vizieridia.saao.ac.za/viz-bin/conesearch/J/AJ/168/234/table10? 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40165 40167-40169 40172-40173 40175-40176 40179 40181 40184 40187-40188 40190 40193 40195 40202-40205 40207 40209 40213 40216 40219 40224-40225 40228-40230 40233 40235 40238 40242 40244-40245 40249 40251 40256 40262 40264 40269-40270 40275 40278 40290-40291 40293 40295 40297 40299-40300 40307 40310 40319 40321 40327-40328 40331 40334 40339 40342 40344 40354 40358-40360 40365 40373 40375-40376 40380 40382 40386 40388 40393-40394 40404-40405 40407-40408 40413-40415 40419 40423-40424 40426-40427 40431 40435 40437-40438 40441 40447 40449 40459 40463 40472-40473 40476-40477 40483 40488-40489 40492-40493 40497 40505-40506 40509 40514-40515 40517 40521 40526 40529 40531 40533-40535 40540 40542 40545 40548 40552-40553 40556 40561 40563 40566 40576 40580-40581 40583 40594 40605 40608-40610 40613 40615 40618-40621 40624 40632 40634-40635 40640 40654 40657 40667 40673 40679-40680 40687 40692 40696-40697 40705-40706 40715-40717 40719 40723 40726-40727 40729 40733-40736 40738 40741 40744 40747-40748 40750 40753 40755 40759 40762 40765 40767 40772 40778 40780 40784 40793-40795 40797-40798 40811 40815-40816 40823 40830 40845 40861 40865 40870 40873 40885 40894 40899 40901 40908 40920 40925 40929-40930 40935 40940-40941 40956 40959 40963 40966 40968 40972 40976-40977 40985-40987 40992 40996 40998-41000 41003 41005 41007 41011 41017-41018 41027-41028 41031-41032 41034-41035 41044 41047-41048 41050 41053 41058 41060 41063-41064 41077 41081 41090 41096-41097 41100 41104 41108 41112 41116-41117 41121-41122 41125 41127-41130 41134 41137 41139-41141 41147 41152 41154-41155 41158 41164 41166-41167 41170-41171 41178 41181-41182 41185-41186 41189 41191 41193 41198 41202 41204 41219 41222 41225 41233 41236 41238-41240 41242 41246-41247 41253 41258-41259 41263 41269 41271 41273-41274 41276 41279 41288-41289 41291 41294-41295 41297-41298 41305 41313 41322 41324-41326 41329-41330 41342 41344 41352 41356-41357 41377 41393 41397 41399 41404 41410 41428-41429 41432 41436 41442 41448 41453 41455 41465-41466 41484 41498 41500-41501 41504-41506 41510 41513-41516 41519 41523 41526 41532 41538 41542 41545-41546 41548-41550 41553 41561-41563 41569 41577 41581 41583 41591 41594 41598 41600-41601 41603 41606-41608 41616 41625-41626 41633 41638 41640 41643 41645 41647-41648 41651-41652 41658 41661 41664 41670 41673 41675-41676 41681 41683 41687 41689 41692 41695-41698 41706-41708 41710 41716 41718 41721 41723 41727 41737 41756-41757 41759 41762 41765 41767-41769 41772-41773 41777-41779 41792 41798 41811 41816 41818-41821 41827 41837 41850 41854 41858 41860 41867 41871 41873 41878 41880 41882 41889 41894 41898 41900 41903 41912 41914-41916 41926 41929 41941 41943 41946 41952 41954 41960 41963-41964 41971 41985 41991 41994 41996-41998 42000 42003 42012-42013 42021-42024 42053-42054 42062-42063 42073 42092-42093 42095-42096 42104 42106 42111 42115 42129 42143 42147 42155-42156 42162 42164-42165 42176-42177 42185 42193 42197 42216 42219 42222 42224 42240 42242 42245-42246 42252 42255 42259 42271-42272 42282 42285 42287 42290 42295 42300 42303 42308-42309 42315 42318 42321 42326-42327 42331 42346-42347 42351 42356 42358 42363 42374-42375 42382-42383 42385 42391 42396-42398 42401 42403 42407-42408 42413-42415 42418-42420 42423 42426-42428 42431 42436-42438 42448-42450 42457-42459 42463 42465-42466 42473 42486 42493 42502-42503 42510 42512 42514-42515 42526 42528 42532 42535 42539 42541 42544 42546-42547 42554-42555 42559 42563 42567 42571 42576 42578 42583 42586 42589 42592-42593 42595 42598-42601 42604-42605 42607-42609 42611 42626 42628 42630 42634-42635 42639 42649-42650 42658 42662-42664 42668-42669 42671-42672 42675-42678 42682-42685 42688-42689 42691-42693 42696-42697 42699 42701 42703 42708 42717 42719 42721-42722 42725 42727-42730 42733 42735 42742 42748-42749 42760-42761 42766 42769 42780 42782 42784-42785 42787 42789 42791-42792 42794 42798-42799 42804 42807 42809-42810 42812-42813 42815 42819 42827 42832 42841 42843 42850-42851 42854 42857 42859-42860 42864 42881 42884-42886 42893 42895-42896 42898-42901 42903-42904 42906-42909 42912-42914 42916 42918-42921 42924 42927 42929-42933 42939 42944-42946 42952 43012-43014 43016-43017 43019-43021 43023-43024 43027-43028 43031-43033 43035 43037 43039-43040 43042 43044 43047 43049 43051-43053 43057-43059 43062-43063 43065-43068 43070-43072 43079 43082 43086-43088 43090-43091 43093 43096 43098 43101-43103 43107-43110 43112-43113 43115-43116 43118 43121 43123-43125 43129-43130 43132 43137-43140 43142-43143 43148-43150 43152 43154-43155 43161-43163 43169 43171 43173 43175 43177-43178 43180-43182 43185 43187 43189-43190 43192-43193 43195-43196 43198 43201-43203 43213-43214 43216-43217 43219 43222-43223 43225-43227 43229-43230 43232 43235-43238 43241 43249 43253-43254 43260 43263 43266-43267 43270-43274 43277-43278 43284 43287-43288 43297 43299 43302 43304-43306 43308 43310-43311 43313 43317 43321 43324 43326-43327 43330 43335 43337 43339-43341 43344 43349-43350 43353-43356 43359-43361 43365-43367 43371-43372 43376 43378 43381-43382 43390-43392 43394 43397 43401-43404 43406-43407 43410-43413 43415 43421 43429 43431-43433 43435 43437 43440 43442-43443 43451-43452 43460 43464-43465 43470 43473-43476 43480-43481 43487 43491 43498 43501 43506 43510 43518 43520-43521 43523-43524 43527 43529-43530 43532-43533 43535-43536 43539-43541 43543 43545-43546 43550-43551 43553-43555 43559 43565 43572 43576 43584-43586 43588-43589 43591 43595-43596 43598 43601 43605 43608 43614 43616 43624 43628 43631 43634 43639 43641 43644 43646 43652 43661 43665-43666 43668 43670 43674 43677-43678 43681 43683-43685 43689 43691-43692 43701 43704 43719 43721 43726-43727 43731-43732 43736 43738 43746 43748 43751 43760 43771 43776 43779 43790 43796 43812-43813 43816 43822 43826 43830-43831 43833 43840 43844 43847 43851 43855 43858 43861-43862 43866 43868 43872 43874-43877 43890 43898 43901-43906 43908 43911 43923 43925 43927 43929 43933-43934 43937 43942 43946 43949-43950 43953 43957 43960 43964 43966 43969 43974 43976-43978 43981-43982 43984 43987-43988 43990 43993 43999-44001 44003 44010 44017-44019 44021-44022 44024 44026-44028 44032 44034-44036 44038-44040 44043 44047-44048 44050 44056 44058-44059 44061-44063 44067-44069 44072 44074 44081 44083 44085-44088 44090 44092 44094 44096 44098 44101-44102 44104 44106 44108 44111 44114 44117 44119 44121-44125 44128-44130 44132-44134 44136-44137 44141-44142 44146-44147 44151-44152 44159 44162 44168-44169 44172 44175-44176 44178 44180 44185 44189 44194 44201 44204-44205 44213 44215 44220-44221 44223 44225-44226 44228 44236 44241-44242 44244 44248 44256 44258 44260 44267-44268 44270 44272 44293-44295 44297-44300 44306 44537-44538 44547 44549 44552 44557 44559 44562 44567-44568 44577 44583 44585 44587 44593 44598 44600-44602 44606 44610 44612 44617 44680-44681 44684 44690 44696 44700 44706-44708 44711-44712 44715 44721-44722 44869 44871 44882 44892 44900 44902 44915 44917 44919 44922 44955 44984 44986 45011 45014 45028 45035 45045 45062 45065-45066 45069 45072-45073 45076-45078 45080 45082 45085-45086 45089 45093 45098 45101 45103-45106 45108 45110-45113 45117 45120-45121 45124 45126-45128 45133-45134 45136 45157-45158 45161 45166 45168-45169 45175 45181 45186 45190 45192-45193 45195 45198 45205 45208 45211 45213 45221 45224 45227 45233 45235 45242 45248 45250 45252-45253 45255-45256 45258 45264 45269-45270 45272 45275 45278 45297 45304 45306 45310 45314-45317 45319-45321 45324 45326 45328 45335-45336 45344-45345 45350-45351 45353 45355 45364-45366 45370-45372 45377-45378 45382 45384-45385 45389-45391 45394 45399 45407 45446-45447 45453 45461-45462 45464 45466 45470-45472 45475 45478 45490-45493 45497 45500 45503 45506 45513-45514 45518 45523-45524 45527-45528 45530 45533-45535 45537-45539 45541 45543-45544 45552-45553 45564-45565 45567 45571 45573 45576 45588 45590 45601 45607 45614 45626-45628 45630-45634 45646 45654 45657 45665 45667-45668 45673-45674 45678 45680-45681 45685 45689 45694 45699-45701 45704-45706 45733 45737 45742 45746 45750 45752 45770 45782 45784-45785 45789 45797 45799 45801-45802 45806 45809 45821-45822 45826 45829 45834 45838 45843 45852 45870-45871 45874-45876 45881-45883 45891 45894 45902 45915 45917 45924 45927 45929 45936 45938 45941 45945-45946 45956-45958 45960 45964-45965 45967 45970 45972 45977 45987 45992 45994 46002 46009 46012 46015 46044 46049 46053 46056 46062-46063 46065 46070 46078 46081-46082 46087-46088 46090-46091 46094 46096 46098 46104 46115 46119 46135 46145 46147-46148 46150 46157-46158 46168 46172 46175 46187-46189 46191 46203 46207-46208 46214 46227 46239 46245 46247 46253 46256-46257 46275 46281 46290-46291 46307-46308 46311-46314 46326 46328-46329 46339 46351-46352 46356 46362 46367 46369 46373 46380-46381 46383-46384 46387 46394 46402 46406 46414-46415 46430 46432 46434 46436 46438-46439 46443 46448-46449 46452-46453 46456 46459 46463 46466 46473 46480-46481 46484 46500-46501 46511 46515 46520 46523 46526 46543 46551 46555-46556 46566-46567 46572 46574-46575 46588 46590 46596-46598 46600-46601 46604-46605 46607 46615 46617 46620 46629-46630 46632 46636 46640 46650 46656 46658 46664 46668 46670 46677-46678 46681-46682 46684 46686 46692 46696 46698-46700 46702 46708-46709 46717-46718 46721 46723-46724 46726 46730-46731 46733 46739-46740 46754 46758-46759 46766-46767 46769 46771 46777 46803 46806 46808-46809 46820 46824 46835 46841 46844 46855-46856 46862 46864-46865 46867-46868 46877 46881-46882 46896 46898 46901-46902 46921-46922 46925-46926 46932 46949 46956 46962 46965-46966 46974 46983 46986 46989 46992-46993 46995 46997 47004-47005 47012-47013 47015 47019-47020 47022 47027 47035 47039 47041 47045 47047 47053 47059 47061-47062 47067 47084 47091 47095 47097 47116 47120-47121 47127 47133 47141 47147 47159 47165-47167 47171 47175-47176 47180 47182 47188 47202 47205 47207 47209-47210 47214 47218 47222 47227 47230 47233 47235 47242 47245-47246 47249-47251 47265 47268 47273 47279-47280 47287 47299 47301 47303 47308 47315 47324 47328 47335 47342 47345 47352 47356-47357 47366-47367 47374 47377 47390 47406 47412 47417 47420 47422 47428-47429 47435 47453 47461 47465-47466 47472 47480 47487 47490 47492 47499 47501 47503 47506 47508-47509 47512 47521 47525 47529 47531 47536 47538 47555-47556 47558 47570-47571 47576 47580 47587 47592 47604 47610 47614 47618 47629-47630 47641 47652 47659 47664 47668 47674 47683 47687 47697 47701 47706 47708 47711 47725-47726 47729 47735 47742-47743 47747 47749 47760 47767 47769 47771 47775 47783 47788 47802-47803 47806 47809 47815 47819 47824-47826 47828 47831-47832 47839 47842 47848 47859 47861 47863 47871 47876 47881 47885 47887-47889 47904-47906 47909-47911 47918-47919 47926 47930-47931 47936 47940-47941 47943 47945 47951 47953 47959-47960 47962 47972 47977-47978 47982 47987 47989 47993 48001 48004-48005 48010 48015 48025 48030 48038 48049 48064 48066 48128 48132 48138 48141 48149 48156-48157 48159 48163-48164 48168 48173-48174 48178-48179 48184 48187 48195-48196 48202 48206 48210-48212 48214 48216-48217 48220 48224 48228 48230-48231 48236-48238 48243 48250 48252-48254 48262-48263 48268 48270 48273-48274 48286-48288 48293 48304 48310 48312-48313 48318 48321-48322 48324-48326 48329 48332 48334 48341 48345 48348-48349 48351 48353 48357-48359 48361 48388 48392-48393 48397 48399 48404 48414 48417-48418 48424-48425 48428 48432 48436 48438 48440 48443-48444 48448 48450 48452 48455 48461 48480-48481 48483 48490 48501-48502 48508 48510 48518 48520 48529 48598 48605 48645 48648 48871 48877 48991 48995 49019 49035 49038 49054 49056 49094 49115 49118 49125 49130 49147 49150 1.9676113589029636e-19 3.916500758235022e-19 https://cdsarc.cds.unistra.fr/viz-bin/moc/J/AJ/168/234?format=ascii Optical default J/AJ/168/234/table10 Catalog of flaring stars identified by machine learning models recno Record number assigned by the VizieR team. Should Not be used for identification. meta.record int TIC [33905/2055217415] TESS Input Catalog identifier meta.id;meta.main long primary RAJ2000 Right Ascension from TIC v8.2 (IV/39) (J2000) deg pos.eq.ra;meta.main indexed DEJ2000 Declination from TIC v8.2 (IV/39) (J2000) deg pos.eq.dec;meta.main indexed BP-RP [-1.9/11.4]? Gaia DR3 (I/355) BP-RP color mag phot.color;em.opt.B;em.opt.R double nullable Gmag [2.6/19.4]? Gaia DR3 (I/355) G-band magnitude mag phot.mag;em.opt double nullable Tmag [1.3/18.6] TESS magnitude from TIC v8.2 (IV/39) mag phot.mag;em.opt float Teff [2722/58450]? Effective temperature from TIC v8.2 (IV/39) K phys.temperature.effective float nullable Rad [0.1/202]? Radius from TIC v8.2 (IV/39) solRad phys.size.radius float nullable Dist [1/9401]? Distance from TIC v8.2 (IV/39) and Bailer-Jones+ 2018 (I/327) pc pos.distance double nullable Prot [0.03/26.5]? Mean Rotation period d time.period;stat.mean double nullable e_Prot [0/5e3]? Uncertainty in Prot d stat.error;time.period double nullable Vamp [3e-4/2]? Mean light curve variation index src.var.amplitude;spect.index;stat.mean double nullable e_Vamp [0/3.1]? Uncertainty in Vamp stat.error;src.var.amplitude;spect.index double nullable Simbad Simbad column added by the CDS meta.ref.url char Rcont [0/61.4]? Contamination ratio from TIC-8 (IV/38), see Section 2.1 stat.fit.omc double nullable Nf [1/857] Number of flares detected meta.number int
J/AJ/168/234/table9 Catalog of flares detected by machine learning models TIC [33905/2055217415] TESS Input Catalog identifier meta.id;meta.main long recno Record number assigned by the VizieR team. Should Not be used for identification. meta.record int FAmp [1e-4/32] Observed flare amplitude src.var.amplitude double FAmp-cal [2e-4/31] Calibrated flare amplitude src.var.amplitude double FDur [6.9/3712] Observed flare duration min time.duration float FDur-cal [6.9/13050] Calibrated flare duration min time.duration double FEner ? Observed flare energy in ergs 1e-07J phys.energy double nullable FEner-cal ? Calibrated flare energy in ergs 1e-07J phys.energy double nullable ED1/ED2 [0.02/1] Upper-to-lower equivalent durations ratio (1) time.duration;arith.ratio float t1/t2 [3e-3/1] Impulsive-decay time ratio time.duration;arith.ratio float tStart Flare Start Time, Barycentric TESS Julian Date (2) d time.start double tPeak Flare Peak Time, Barycentric TESS Julian Date (2) d time.epoch;stat.max double indexed tEnd Flare End Time, Barycentric TESS Julian Date (2) d time.end double