2009ApJ...698..895K


Query : 2009ApJ...698..895K

2009ApJ...698..895K - Astrophys. J., 698, 895-910 (2009/June-2)

Are the variations in quasar optical flux driven by thermal fluctuations?

KELLY B.C., BECHTOLD J. and SIEMIGINOWSKA A.

Abstract (from CDS):

We analyze a sample of optical light curves for 100 quasars, 70 of which have black hole mass estimates. Our sample is the largest and broadest used yet for modeling quasar variability. The sources in our sample have z < 2.8, 1042 ≲ λLλ(5100 Å) ≲ 1046, and 106 ≲ MBH/M ☉≲ 1010. We model the light curves as a continuous time stochastic process, providing a natural means of estimating the characteristic timescale and amplitude of quasar variations. We employ a Bayesian approach to estimate the characteristic timescale and amplitude of flux variations; our approach is not affected by biases introduced from discrete sampling effects. We find that the characteristic timescales strongly correlate with black hole mass and luminosity, and are consistent with disk orbital or thermal timescales. In addition, the amplitude of short-timescale variations is significantly anticorrelated with black hole mass and luminosity. We interpret the optical flux fluctuations as resulting from thermal fluctuations that are driven by an underlying stochastic process, such as a turbulent magnetic field. In addition, the intranight variations in optical flux implied by our empirical model are ≲0.02 mag, consistent with current microvariability observations of radio-quiet quasars. Our stochastic model is therefore able to unify both long- and short-timescale optical variations in radio-quiet quasars as resulting from the same underlying process, while radio-loud quasars have an additional variability component that operates on timescales ≲1 day.

Abstract Copyright: ∼

Journal keyword(s): accretion, accretion disks - galaxies: active - methods: data analysis - quasars: general

VizieR on-line data: <Available at CDS (J/ApJ/698/895): table1.dat table2.dat>

Errata: erratum vol. 732, art. 128 (2011)

Simbad objects: 113

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Number of rows : 113
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 LEDA 1790 Sy1 00 29 13.7012449608 +13 16 03.947778264   15.70 15.41     ~ 474 0
2 [VV2006] J004715.8-724112 QSO 00 47 15.961 -72 41 11.37     19.52     ~ 9 0
3 [VV2006] J004934.4-721308 QSO 00 49 34.5305 -72 13 07.869     19.28     ~ 9 0
4 [VV2006] J005116.9-721651 QSO 00 51 16.9407898844 -72 16 51.533634355     18.03   17.546 ~ 12 0
5 LEDA 3237 Sy1 00 54 52.1183662680 +25 25 38.983241532     15.42     ~ 421 0
6 [VV2006] J005534.7-722834 QSO 00 55 34.64 -72 28 34.4     18.70   18.28 ~ 16 0
7 [VV2006] J005559.6-725244 QSO 00 55 59.6712948576 -72 52 45.698110248   21.6 19.17 20.9   ~ 9 0
8 [VV2006] J010127.8-724614 QSO 01 01 28.0169634552 -72 46 14.127302784     19.87   19.31 ~ 10 0
9 [VV2006] J010214.4-731626 QSO 01 02 14.4 -73 16 26   19.6 20.3 18.2   ~ 9 0
10 [VV2006] J010234.7-725422 QSO 01 02 34.7415419784 -72 54 24.365368080   18.688 18.346   17.641 ~ 13 0
11 [VV2006] J010721.7-724846 QSO 01 07 21.6334028544 -72 48 45.612148392   19.216 18.970   18.28 ~ 12 0
12 ESO 113-45 Sy1 01 23 45.7631533440 -58 48 20.808928944   14.08 13.83 13.34   ~ 965 0
13 NAME Magellanic Clouds GrG 03 00 -71.0           ~ 7988 0
14 [VV2006] J044611.2-720509 QSO 04 46 10.9481119032 -72 05 10.029043320     17.60     ~ 17 1
15 [KWV2015] J045356.54-694035.8 Sy1 04 53 56.5673598024 -69 40 35.744961612 18.804 19.328 19.04   18.09 ~ 12 0
16 OGLE LMC132.1 2375 Sy1 04 56 14.320 -67 39 09.30 18.545 19.318 19.33   18.42 ~ 12 0
17 [VV2006] J050017.6-693215 QSO 05 00 17.3986247741 -69 32 15.914457195   19.429 18.63   18.01 ~ 11 0
18 [VV2006] J050054.0-664401 QSO 05 00 53.9643311184 -66 43 59.917398492     19.01   18.36 ~ 11 0
19 [VV2006] J050146.7-673241 Sy1 05 01 46.7365947984 -67 32 40.153037028 17.603 18.413 18.10 18.030 17.50 ~ 13 0
20 [VV2006] J050253.7-672546 QSO 05 02 53.730 -67 25 45.30 18.461 18.932 18.67   17.68 ~ 14 0
21 6dFGS gJ050304.0-663346 Sy1 05 03 03.968 -66 33 45.60   13.9   14.5   ~ 43 0
22 [VV2006] J050436.0-662417 QSO 05 04 36.0092765784 -66 24 15.870839076 17.636 18.340 18.056 17.790 17.331 ~ 11 0
23 [VV2003c] J050736.5-684751 Sy1 05 07 36.440 -68 47 51.60     19.50   18.99 ~ 17 0
24 [VV2006] J050830.6-670230 QSO 05 08 30.6310127352 -67 02 28.797621072     18.90   18.32 ~ 10 0
25 [VV2006] J050833.3-685427 Sy1 05 08 33.2121665683 -68 54 27.378532695   19.240 19.004   18.499 ~ 15 0
26 [VV2006] J050846.0-700501 QSO 05 08 46.0321612656 -70 04 59.930796000     19.88   19.24 ~ 11 0
27 [VV2006] J050854.1-673735 QSO 05 08 54.1583915952 -67 37 34.291294752     20.06     ~ 8 0
28 LEDA 3095714 Sy1 05 09 15.3760431624 -69 54 17.308029168 16.723 18.454 17.345   16.505 ~ 17 0
29 MACHO 9.4882.332 Sy1 05 10 23.080 -70 07 35.50 18.289 19.522 19.07   18.40 ~ 12 0
30 [VV2006] J051032.3-692716 QSO 05 10 32.420 -69 27 15.80     19.04   18.25 ~ 14 0
31 [VV2006] J051140.7-710032 QSO 05 11 40.7068567992 -71 00 32.742264204     20.06   19.24 ~ 9 0
32 [VV2006] J051259.6-703024 QSO 05 12 59.550 -70 30 23.50     19.63   19.00 ~ 10 0
33 [VV2006] J051412.0-702025 QSO 05 14 12.140 -70 20 26.00 18.450 18.785 18.57   17.94 ~ 14 0
34 MACHO 37.5584.159 QSO 05 15 03.7 -71 44 24           ~ 6 0
35 [VV2006] J051523.0-705806 QSO 05 15 22.840 -70 58 06.20 18.251 19.021 18.688   18.253 ~ 10 0
36 [VV2006] J051536.1-705401 QSO 05 15 36.0668752272 -70 54 01.277137440     18.86   18.01 ~ 12 0
37 [VV2006] J051626.3-694818 QSO 05 16 26.320 -69 48 19.20 18.171 18.655 18.47   17.88 ~ 15 0
38 2MASS J05162885-6837022 Sy1 05 16 28.8102 -68 37 02.540     17.29   16.74 ~ 16 0
39 [VV2006] J051636.8-663436 QSO 05 16 36.8087531376 -66 34 35.967676116     18.20     ~ 10 0
40 2E 1250 Sy1 05 17 16.950 -70 44 02.00 19.033 19.631 18.96   18.25 ~ 22 0
41 [VV2006] J051852.0-660956 QSO 05 18 51.9609929904 -66 09 56.367643752     19.85     ~ 8 0
42 [VV2006] J051928.0-654950 QSO 05 19 28.0386189912 -65 49 50.303204760     19.33     ~ 8 0
43 MACHO 63.6643.393 AGN 05 20 56.5 -65 39 05     19.65     ~ 9 0
44 [VV2006] J052056.9-702452 QSO 05 20 56.9752810165 -70 24 52.724008711 17.626 18.152 18.21   17.62 ~ 14 0
45 [VV2006] J052247.2-710130 QSO 05 22 47.1925789752 -71 01 30.816609420     19.44   18.57 ~ 13 0
46 [VV2006] J052247.7-704734 QSO 05 22 47.6815442856 -70 47 34.870097220     18.98   18.20 ~ 10 0
47 LEDA 88408 Sy1 05 24 02.262 -70 11 08.63 17.553 18.316 18.27 17.550 17.23 ~ 30 0
48 [VV2006] J052514.3-655445 QSO 05 25 14.4372126336 -65 54 45.829935756     18.72     ~ 12 0
49 [VV2006] J052716.2-693933 QSO 05 27 16.150 -69 39 33.90     19.48   19.16 ~ 10 0
50 [VV2006] J053007.9-671027 QSO 05 30 07.9 -67 10 27     19.33     ~ 8 0
51 [VV2006] J053008.7-655124 QSO 05 30 08.9742673992 -65 51 24.394499712     20.10     ~ 9 0
52 [VV2006] J053009.1-660701 QSO 05 30 09.1133499120 -66 07 00.984244872     18.96     ~ 8 0
53 [VV2006] J053026.8-664855 QSO 05 30 26.7351988512 -66 48 53.217890280     18.94     ~ 9 0
54 2E 1337 Q? 05 31 31.610 -71 29 47.00 19.055 19.912 19.571   18.122 ~ 21 0
55 LEDA 3095722 Sy1 05 31 59.6922545184 -69 19 51.461379588   18.9 18.96   18.18 ~ 19 0
56 2XMM J053600.4-704127 Sy1 05 36 00.480 -70 41 27.70     19.41   18.43 ~ 17 0
57 2E 1571 BLL 05 47 45.1498948485 -67 45 05.091266853   20.2 20.2     ~ 25 1
58 1RXS J054750.5-672803 Bla 05 47 50.1968324112 -67 28 01.529877612 15.915 16.737 16.283   15.899 ~ 26 1
59 MACHO 30.11301.499 Sy1 05 49 41.600 -69 44 15.10     19.95   19.16 ~ 10 0
60 MACHO 28.11400.609 SyG 05 50 31.030 -71 09 57.10   19.9 19.65   19.24 ~ 16 0
61 RX J0550.6-6637 Sy1 05 50 33.5027826816 -66 36 52.665001344   17.0 17.0   19.229 ~ 23 0
62 QSO B0557-672 QSO 05 57 21.6241801392 -67 13 37.064984340     17.5     ~ 21 0
63 PMN J0602-6830 QSO 06 02 34.3252383975 -68 30 41.378721296     18.67   18.39 ~ 20 1
64 2MASS J08105865+7602424 Sy1 08 10 58.6641543864 +76 02 42.450451260   15.03 14.71     ~ 508 0
65 MCG+13-07-002 Sy1 08 44 45.2999013720 +76 53 09.465739008     15.7     ~ 201 0
66 Ton 951 Sy1 08 47 42.4485615096 +34 45 04.482515304   14.83 14.50     ~ 487 0
67 Ton 1057 Sy1 09 25 54.7145627448 +19 54 05.064888348   16.02 15.89     ~ 187 0
68 PG 0953+414 Sy1 09 56 52.3931554992 +41 15 22.211247636 14.710 15.611 15.546 15.294 14.720 ~ 472 0
69 LEDA 29208 Sy1 10 04 20.1379926888 +05 13 00.400882728   16.73 16.55     ~ 260 1
70 2MASS J10145491+0033374 Sy1 10 14 54.9035635608 +00 33 37.366161048   20.23 18.94 16.104   ~ 169 0
71 QSO B1048+342 Sy1 10 51 43.8916339296 +33 59 26.683392840   17.11 16.79     ~ 210 0
72 [OKM2018] SWIFT J1104.8+7689 Sy1 11 04 13.8611496720 +76 58 58.194549084   15.70 15.72 15.40   ~ 564 1
73 LEDA 34449 Sy1 11 17 06.3989076960 +44 13 33.324039480   16.32 16.12     ~ 265 1
74 LEDA 34570 Sy1 11 18 30.2894794680 +40 25 54.068810952   16.34 16.21     ~ 246 0
75 2MASS J11243917+4201450 Sy1 11 24 39.1797883104 +42 01 45.014547252   16.45 16.28     ~ 175 0
76 NGC 3783 Sy1 11 39 01.7096819040 -37 44 19.009642992   12.46 13.43 11.33 12.1 ~ 1765 1
77 2MASS J11534927+1128306 Sy1 11 53 49.2707664888 +11 28 30.403025688   16.87 16.71     ~ 133 1
78 NGC 4051 Sy1 12 03 09.6101337312 +44 31 52.682601288   11.08 12.92 9.94   ~ 2270 1
79 QSO J1204+2754 Bla 12 04 42.1097215992 +27 54 11.869350264   15.64 15.60     ~ 429 0
80 NGC 4151 Sy1 12 10 32.5759813872 +39 24 21.063527532   12.18 11.48     ~ 3938 2
81 PB 3894 Sy1 12 14 17.6738687784 +14 03 13.182723144   14.46 14.19     ~ 873 0
82 3C 273 BLL 12 29 06.6998257176 +02 03 08.597629980   13.05 14.830 14.11   ~ 6022 1
83 Z 99-79 Sy1 12 32 03.6223710000 +20 09 29.495834136   15.57 15.30     ~ 526 0
84 LEDA 45656 Sy1 13 09 47.0031619008 +08 19 48.212362524   16.04 15.89     ~ 412 0
85 Ton 1565 Bla 13 12 17.7526981968 +35 15 21.086467128   15.45 15.64 14.2   ~ 292 1
86 2MASS J13234951+6541480 Sy1 13 23 49.5182430360 +65 41 48.164463600   16.01 15.84     ~ 185 1
87 Z 336-28 Sy1 13 53 03.4348964112 +69 18 29.410910460   15.15 14.46     ~ 812 1
88 2XMM J135315.8+634546 Sy1 13 53 15.8311116864 +63 45 45.683126676   14.54 14.28     ~ 404 1
89 2MASS J13563279+2103523 Sy1 13 56 32.7981405816 +21 03 52.378155576   15.85 17.07     ~ 104 0
90 Ton 182 Sy1 14 05 16.2178674936 +25 55 34.117540788   15.42 15.34     ~ 268 0
91 PG 1404+226 Sy1 14 06 21.8900886888 +22 23 46.515550056   16.62 16.42     ~ 254 0
92 LEDA 50824 Sy1 14 13 48.3306274368 +44 00 14.003371296   14.99 14.99     ~ 402 0
93 LEDA 51016 Sy1 14 17 00.8224797456 +44 56 06.336360024   16.93 16.63     ~ 275 0
94 NGC 5548 Sy1 14 17 59.5400291832 +25 08 12.603122268   14.35 13.73     ~ 2895 0
95 Mrk 1383 Sy1 14 29 06.5720038632 +01 17 06.155007252   15.21 14.87     ~ 494 0
96 2MASS J14294306+4747262 Sy1 14 29 43.0739786592 +47 47 26.217623904   17.29 16.97     ~ 195 0
97 2MASS J14464593+4035057 Sy1 14 46 45.9392259288 +40 35 05.797233636   16.28 16.11     ~ 302 0
98 ICRF J151443.0+365050 Sy1 15 14 43.0683049560 +36 50 50.355436776   17.11 17.01 15.83   ~ 422 1
99 LEDA 54782 Sy1 15 21 14.2570766112 +22 27 43.827693336   16.09 16.09     ~ 142 0
100 ICRF J154743.5+205216 Sy1 15 47 43.5376371336 +20 52 16.612810320   16.80 16.69 15.70   ~ 521 1
101 Mrk 876 Sy1 16 13 57.1795021224 +65 43 09.952685328   16.03 15.49     ~ 620 0
102 Mrk 877 Sy1 16 20 11.2799789400 +17 24 27.515242152   15.79 15.39     ~ 286 0
103 QSO B1626+5529 Sy1 16 27 56.1123628752 +55 22 31.559061504   15.79 15.68     ~ 232 1
104 IRAS 17002+5153 Sy1 17 01 24.8265469104 +51 49 20.447878836   15.49 15.12     ~ 401 0
105 8C 1704+608 Bla 17 04 41.3742408840 +60 44 30.520617000   15.65 15.40 15.30   ~ 782 1
106 3C 390.3 Bla 18 42 08.9904975672 +79 46 17.127835104   16.06 15.38     ~ 1381 1
107 Granat 1915+105 HXB 19 15 11.55576 +10 56 44.9052           ~ 2810 0
108 Mrk 509 Sy1 20 44 09.7504483224 -10 43 24.727155528   13.35 13.12 10.7   ~ 1370 0
109 Mrk 1513 Sy1 21 32 27.8162556672 +10 08 19.252365396   14.92 14.64     ~ 651 0
110 2MASS J22360767+1343554 Sy1 22 36 07.6824548136 +13 43 55.360914636   16.48 16.34     ~ 170 0
111 Z 495-18 Sy1 22 42 39.3363009144 +29 43 31.302092640   14.86 14.16     ~ 748 1
112 4C 11.72 BLL 22 54 10.4214226080 +11 36 38.748083760   16.02 15.82     ~ 351 1
113 NGC 7469 Sy1 23 03 15.6 +08 52 26 12.60 13.00 12.34     ~ 2253 3

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