2024MNRAS.534.3893V


Query : 2024MNRAS.534.3893V

2024MNRAS.534.3893V - Mon. Not. R. Astron. Soc., 534, 3893-3905 (2024/November-2)

A regularization technique to precisely infer limb darkening using transit measurements: can we estimate stellar surface magnetic fields?

VERMA K., MAXTED P.F.L., SINGH A., LUDWIG H.-G. and SABLE Y.

Abstract (from CDS):

The high-precision measurements of exoplanet transit light curves that are now available contain information about the planet properties, their orbital parameters, and stellar limb darkening (LD). Recent 3D magnetohydrodynamical (MHD) simulations of stellar atmospheres have shown that LD depends on the photospheric magnetic field, and hence its precise determination can be used to estimate the field strength. Among existing LD laws, the uses of the simplest ones may lead to biased inferences, whereas the uses of complex laws typically lead to a large degeneracy among the LD parameters. We have developed a novel approach in which we use a complex LD model but with second derivative regularization during the fitting process. Regularization controls the complexity of the model appropriately and reduces the degeneracy among LD parameters, thus resulting in precise inferences. The tests on simulated data suggest that our inferences are not only precise but also accurate. This technique is used to re-analyse 43 transit light curves measured by the NASA Kepler and Transiting Exoplanet Survey Satellite missions. Comparisons of our LD inferences with the corresponding literature values show good agreement, while the precisions of our measurements are better by up to a factor of 2. We find that 1D non-magnetic model atmospheres fail to reproduce the observations while 3D MHD simulations are qualitatively consistent. The LD measurements, together with MHD simulations, confirm that Kepler-17, WASP-18, and KELT-24 have relatively high magnetic fields ($\gt 200$ G). This study paves the way for estimating the stellar surface magnetic field using the LD measurements.

Abstract Copyright: © 2024 The Author(s). Published by Oxford University Press on behalf of Royal Astronomical Society.

Journal keyword(s): methods: data analysis - techniques: photometric - planets and satellites: fundamental parameters - stars: atmospheres - stars: solar-type

Simbad objects: 43

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Number of rows : 43
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 HD 10069 SB* 01 37 25.0332798696 -45 40 40.374717456   9.74 9.30     F6IV/V 260 1
2 WASP-126 PM* 04 13 29.7451475424 -69 13 36.561615996   11.904 11.203     G2 50 0
3 CPD-64 356 * 04 35 50.3301268152 -64 01 37.333851168   11.07 10.80     F2 46 0
4 HD 271181 * 05 19 04.3563005856 -71 53 44.149197984   11.85 11.47 11.11 10.78 F5 23 0
5 CPD-64 484 * 05 48 33.5933253192 -63 59 18.388382028   10.73 10.21 9.93 9.742 ~ 89 1
6 HD 93148 PM* 10 47 38.3506325184 +71 39 21.152505888   8.82 8.33     F5 53 0
7 TOI-1268 PM* 13 13 33.4088467200 +62 18 19.605632688   11.71 10.92     ~ 24 0
8 BD+66 911 * 15 28 35.1921215592 +66 21 31.543424640   10.90 10.31 10.24   K 25 0
9 TOI-1296 * 17 07 05.0180436192 +70 14 18.636659304   12.32 11.37     ~ 13 0
10 Kepler-8 Ro* 18 45 09.1489991376 +42 27 03.891327156           F6V 121 1
11 Kepler-422 Er* 18 50 31.1172439656 +46 19 23.993631336           G2V 83 0
12 Kepler-43 EB* 19 00 57.8034040200 +46 40 05.665887660   13.8   14.16   G0 105 1
13 Kepler-4 Er* 19 02 27.6979514832 +50 08 08.703945600   13.114 12.293 12.195   G0 119 1
14 Kepler-412 Em* 19 04 26.4756106584 +43 40 51.351610944   14.41 13.73 14.67 12.79 F9 73 1
15 Kepler-12 Er* 19 04 58.4220633696 +50 02 25.271762064   13.96   13.68   G0 97 1
16 Kepler-1b Pl 19 07 14.0375836512 +49 18 59.091482160           ~ 349 2
17 Kepler-491 EB* 19 08 31.3446274272 +42 21 00.609790608           K1 71 0
18 Kepler-14 ** 19 10 50.110176 +47 19 58.87632   12.360 12.093 12.078 11.65 F8IV 101 1
19 Kepler-427 Ro* 19 13 01.0959580968 +43 42 17.522095752   15.13 14.42 14.31 14.013 G3 44 0
20 Kepler-7 Er* 19 14 19.5623105760 +41 05 23.367379128           G0 125 1
21 Kepler-426 Ro* 19 17 44.3197671864 +49 28 24.305841048   15.736 15.073 14.863 14.735 ~ 58 0
22 Kepler-77 Ro* 19 18 25.9101027984 +44 20 43.571253840   15.03 14.10 13.91   G5V 84 1
23 Kepler-425 Ro* 19 21 25.9208083800 +40 34 03.855315612   16.047 14.97 14.73 14.605 K2 59 0
24 Kepler-489 Ro* 19 23 19.9545787272 +38 11 03.586755120           K2 65 0
25 BD+47 2846 Er* 19 28 59.3538826128 +47 58 10.217007804   10.97 10.48     F6V 343 1
26 Kepler-435 Er* 19 29 08.9490159624 +43 11 50.159878764   14.228 13.772 13.665 12.92 F5V 77 1
27 Kepler-423 Ro* 19 31 25.3755434664 +46 23 28.220459784           F9 81 0
28 Kepler-45 Ro* 19 31 29.4966491088 +41 03 51.356401092     16.88 16.63   M1V 120 1
29 Kepler-74 Ro* 19 32 22.2086887440 +41 21 19.907283744   14.5 14.23 14.60 13.49 G4 66 1
30 Kepler-41 Ro* 19 38 03.1746869808 +45 58 53.877058284           ~ 80 1
31 Kepler-485 Ro* 19 39 59.1150655776 +50 28 12.194378292           F9 61 0
32 Kepler-490 Er* 19 40 06.1617213600 +46 57 21.564080028       14.797   ~ 52 0
33 Kepler-492 Er* 19 41 59.1967605000 +42 32 16.400455944   15.597 14.813 14.537   ~ 54 1
34 Kepler-15 Ro* 19 44 48.1365025872 +49 08 24.297539028       14.03   G8IV-V 88 1
35 Kepler-6 Ro* 19 47 20.9379557640 +48 14 23.759029608           ~ 109 1
36 Kepler-470 EB* 19 48 02.2677311112 +50 22 20.371436724   13.3   13.51   F3V 40 1
37 Kepler-670 Ro* 19 48 03.7152956904 +49 13 31.134289188           ~ 49 0
38 BD+63 1565 * 19 48 51.8094898800 +64 21 15.661809288   11.14 10.58     ~ 17 0
39 Kepler-433 EB* 19 50 22.4722397592 +40 58 38.154033120   15.373 14.574 14.81 14.10 ~ 57 1
40 Kepler-17 Ro* 19 53 34.8643397568 +47 48 54.049530564   14.6   13.6   G5V 175 1
41 Kepler-471 EB* 19 56 23.4090904944 +43 29 51.340532928   14.538 13.887 13.724   ~ 45 0
42 Kepler-5 Ro* 19 57 37.6884643560 +44 02 06.189718884           F5V 112 1
43 Kepler-44 Er* 20 00 24.5656977240 +45 45 43.762595112   14.7   14.781   ~ 60 1

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