2025AJ....169..155W


Query : 2025AJ....169..155W

2025AJ....169..155W - Astron. J., 169, 155 (2025/March-0)

A Bayesian Approach to Inferring Accretion Signatures in Young Stellar Objects: A Case Study with VIRUS.

WILLETT L.H., NINAN J.P., MAHADEVAN S., ZEIMANN G.R., JANOWIECKI S. and HILL G.J.

Abstract (from CDS):

The mass accretion rates of young stellar objects (YSOs) are key to understanding how stars form, how their circumstellar disks evolve, and even how planets form. We develop a Bayesian framework to determine the accretion rates of a sample of 15 YSOs using archival data from the VIRUS spectrograph (R ∼ 800, 3500-5500 Å) on the Hobby-Eberly Telescope. We are publicly releasing our developed tool, dubbed nuts-for-ysos, as a Python package, which can also be applied to other spectroscopic data sets (https://github.com/laurenwillett/nuts-for-ysos). The nuts-for-ysos code fits a simple accretion model to the near-UV and optical continuum of each VIRUS spectrum. Our Bayesian approach aims to identify correlations between model parameters using the No U-Turn Sampler (NUTS). Moreover, this approach self-consistently incorporates all parameter uncertainties, allowing for a thorough estimation of the probability distribution for accretion rate not accomplished in previous works. Using nuts-for-ysos, we derive accretion rates of each YSO. We then verify the reliability of our method by comparing to results separately derived from only the spectral emission lines, and to results from earlier studies of the Lupus, Chamaeleon I, and NGC 1333 regions. Finally, we discuss what qualitative trends, covariances, and degeneracies were found among model parameters. The technique developed in this paper is a useful improvement that can be applied in the future to larger samples of YSOs observed by VIRUS or other spectrographs.

Abstract Copyright: © 2025. The Author(s). Published by the American Astronomical Society.

Journal keyword(s): Young stellar objects - Stellar accretion - Bayesian statistics - Low mass stars - Stellar accretion disks - Protostars

Simbad objects: 53

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Number of rows : 53
N Identifier Otype ICRS (J2000)
RA
ICRS (J2000)
DEC
Mag U Mag B Mag V Mag R Mag I Sp type #ref
1850 - 2026
#notes
1 2MASS J03283651+3119289 Y*O 03 28 36.5208615835 +31 19 28.959054081           M4.0 27 0
2 2MASS J03284242+3029530 Or* 03 28 42.4350326568 +30 29 53.149690572     14.93     M2.7 24 0
3 EM* LkHA 351 Or* 03 28 46.1912591184 +31 16 38.570613600           M3.0 39 0
4 2MASS J03284782+3116552 Or* 03 28 47.8278036552 +31 16 55.188633828           M8.0 41 0
5 2MASS J03285101+3118184 Or* 03 28 51.0207820727 +31 18 18.523426244           M4.5 59 0
6 2MASS J03285216+3122453 Or* 03 28 52.1643824544 +31 22 45.296467464           M2.5 41 0
7 NGC 1333 OpC 03 29 09.2 +31 20 59           ~ 1575 1
8 ATO J052.3580+31.4444 Or* 03 29 25.9204996396 +31 26 40.073601979     14.55     M2.2 49 0
9 2MASS J03292815+3116285 Or* 03 29 28.1544689472 +31 16 28.577960652           M7.5 25 0
10 NAME Perseus Cloud SFR 03 35.0 +31 13           ~ 1553 0
11 HD 285957 TT* 04 38 39.0722950320 +15 46 13.573577352   11.75 10.863   9.616 K2 65 0
12 NAME Taurus Complex SFR 04 41.0 +25 52           ~ 4971 0
13 HD 30171 TT* 04 45 51.2948260920 +15 55 49.632455460   10.12 9.36   8.439 G5 63 0
14 V* V1354 Tau TT* 04 57 30.6551084688 +20 14 29.585897268   11.94 11.09 10.85 9.938 K1 44 0
15 V* V776 Ori Or* 05 34 50.9682855000 -05 42 21.477787128 14.483 13.561 12.813   11.456 K0 41 0
16 M 42 HII 05 35 16.8 -05 23 15           ~ 4411 0
17 2MASS J05383858-0241558 Or* 05 38 38.5944218448 -02 41 55.925390112 20.86 21.50 19.80 18.31 16.42 M5.5e 39 0
18 2MASS J05385492-0228583 Or* 05 38 54.9292657368 -02 28 58.375755156 21.05 20.21 18.61 17.22 15.48 M4.5 43 0
19 2MASS J05392023-0238258 Y*O 05 39 20.2371430800 -02 38 25.948061736 21.41 20.82 18.97 17.45 15.55 M5.5 35 0
20 CVSO 1897 TT* 05 40 15.1379921064 -00 57 26.687953188   17.39 16.12 15.43   M2e 20 0
21 Cl Mamajek 1 OpC 08 42 32.9 -78 57 47           ~ 392 0
22 V* BX Ant TT* 10 18 28.6987521312 -31 50 02.830052544   13.39 11.454 11.382 9.325 M0Ve 130 0
23 V* CE Ant TT* 10 42 30.1018928760 -33 40 16.229805204   12.21 10.91   9.10 M2Ve 252 1
24 NAME TW Hya Association As* 11 01.9 -34 42           ~ 1018 0
25 NAME Cha 1 MoC 11 06 48 -77 18.0           ~ 1266 1
26 CD-29 8887 TT* 11 09 13.7928873024 -30 01 39.968872752   12.95 11.119 10.642 8.875 M2Ve 141 0
27 CHXX 16 LM* 11 10 22.2523149192 -76 25 13.841167332         16.58 M8.0 42 0
28 V* V1215 Cen TT* 11 13 26.2208680752 -45 23 42.720964188     12.478   10.483 K8IVe 89 0
29 CD-34 7390B TT* 11 21 17.4430606440 -34 46 49.775810700   13.43 11.96 11.31 9.88 M1Ve 84 0
30 TWA 26 LM* 11 39 51.1378374696 -31 59 21.443660124         15.83 M8e 125 0
31 CD-36 7429A TT* 11 48 24.2227406904 -37 28 49.114270524   12.54 11.17 10.92 9.552 K5V 145 0
32 V* V1249 Cen TT* 12 15 30.7203201048 -39 48 42.606684144   13.09 11.160 10.919 9.50 M0.5 139 0
33 V* LQ Lup TT* 15 08 37.7353724976 -44 23 17.049423444 11.46 11.54 10.645 10.22 9.804 G8IVe 97 0
34 V* LT Lup TT* 15 15 45.3719328096 -33 31 59.725104132 12.00 11.61 10.670 10.17 9.574 K0e 45 0
35 V* MS Lup TT* 15 25 59.6471855904 -45 01 15.821666004 11.97 11.67 10.969 10.42 10.041 G7IV 43 0
36 RX J1538.6-3916 TT* 15 38 38.2726392807 -39 16 55.360567832   12.64 11.61 11.21   K4 30 0
37 V* MU Lup TT* 15 40 41.1704779152 -37 56 18.539934828     12.35     K6 31 0
38 CD-39 10162 TT* 15 47 41.7650471808 -40 18 26.748166644 12.58 12.33 11.158 10.75 10.047 K1e 43 0
39 NAME Lupus Complex SFR 16 03 -38.1           ~ 851 0
40 SONYC Lup3-5 LM* 16 08 16.0404001440 -39 03 04.320708732   17.74 19.92 18.15 15.28 M7.5 36 0
41 THA 15-24 Or* 16 08 21.8037909864 -39 04 21.491863824   16.18 14.61 14.67 12.92 M3 70 0
42 THA 15-40 TT* 16 10 12.1994252424 -39 21 17.990363016   15.70 14.06 13.88 11.84 M3e 42 0
43 NAME Upper Sco Association As* 16 12 -23.4           ~ 1586 1
44 NAME Ophiuchus Molecular Cloud SFR 16 28 06 -24 32.5           ~ 3969 1
45 NAME Serpens Cloud SFR 18 29 49 +01 14.8           ~ 1195 1
46 2MASS J18295618+0110574 Y*O 18 29 56.1832123056 +01 10 57.457509132           K5.0 13 0
47 2MASS J18300610+0106170 Or* 18 30 06.1030207776 +01 06 16.939699380   19.0   16.5   M1.0 22 0
48 2MASS J20580138+4345201 Or* 20 58 01.3825026384 +43 45 20.192896260   20.001 18.319 16.3 15.759 K6.4 12 0
49 EM* LkHA 188 Or* 20 58 23.8103792952 +43 53 11.390094636     14.65 13.69 13.37 K0e 54 0
50 NGC 7000 Cl* 20 58 47 +44 19.8           ~ 427 0
51 Cl* IC 5146 W V2 Or* 21 52 33.2456590464 +47 10 50.546262828 20.836 21.36 19.86     ~ 11 0
52 IC 5146 OpC 21 53 29.3 +47 14 46           ~ 507 2
53 IC 5146 49 Or* 21 53 33.1051951320 +47 16 09.221729196 20.216 17.59 15.94     K3 14 0

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