2023MNRAS.525.4093G


Query : 2023MNRAS.525.4093G

2023MNRAS.525.4093G - Mon. Not. R. Astron. Soc., 525, 4093-4120 (2023/November-1)

Measuring the photoionization rate, neutral fraction, and mean free path of H I ionizing photons at 4.9 ≤ z ≤ 6.0 from a large sample of XShooter and ESI spectra.

GAIKWAD P., HAEHNELT M.G., DAVIES F.B., BOSMAN S.E.I., MOLARO M., KULKARNI G., D'ODORICO V., BECKER G.D., DAVIES R.L., NASIR F., BOLTON J.S., KEATING L.C., IRSIC V., PUCHWEIN E., ZHU Y., ASTHANA S., YANG J., LAI S. and EILERS A.-C.

Abstract (from CDS):

We measure the mean free path ($\lambda _{\rm mfp,H\, \small {I}}$), photoionization rate ($\langle \Gamma _{\rm H\, \small {I}} \rangle$), and neutral fraction ($\langle f_{\rm H\, \small {I}} \rangle$) of hydrogen in 12 redshift bins at 4.85 < z < 6.05 from a large sample of moderate resolution XShooter and ESI QSO absorption spectra. The fluctuations in ionizing radiation field are modelled by post-processing simulations from the Sherwood suite using our new code 'EXtended reionization based on the Code for Ionization and Temperature Evolution' (EX-CITE). EX-CITE uses efficient Octree summation for computing intergalactic medium attenuation and can generate large number of high resolution $\Gamma _{\rm H\, \small {I}}$ fluctuation models. Our simulation with EX-CITE shows remarkable agreement with simulations performed with the radiative transfer code Aton and can recover the simulated parameters within 1σ uncertainty. We measure the three parameters by forward-modelling the Lyα forest and comparing the effective optical depth ($\tau _{\rm eff, H\, \small {I}}$) distribution in simulations and observations. The final uncertainties in our measured parameters account for the uncertainties due to thermal parameters, modelling parameters, observational systematics, and cosmic variance. Our best-fitting parameters show significant evolution with redshift such that $\lambda _{\rm mfp,H\, \small {I}}$ and $\langle f_{\rm H\, \small {I}} \rangle$ decreases and increases by a factor ∼6 and ∼104, respectively from z ∼ 5 to z ∼ 6. By comparing our $\lambda _{\rm mfp,H\, \small {I}}$, $\langle \Gamma _{\rm H\, \small {I}} \rangle$ and $\langle f_{\rm H\, \small {I}} \rangle$ evolution with that in state-of-the-art Aton radiative transfer simulations and the Thesan and CoDa-III simulations, we find that our best-fitting parameter evolution is consistent with a model in which reionization completes by z ∼ 5.2. Our best-fitting model that matches the $\tau _{\rm eff, H\, \small {I}}$ distribution also reproduces the dark gap length distribution and transmission spike height distribution suggesting robustness and accuracy of our measured parameters.

Abstract Copyright: © 2023 The Author(s). Published by Oxford University Press on behalf of Royal Astronomical Society.

Journal keyword(s): methods: numerical - galaxies: intergalactic medium - quasars: absorption lines - cosmology: large-scale structure of Universe

CDS comments: In figure 12 : ULAS J1408+0600 is a misprint for ULAS J0148+0600.

Simbad objects: 66

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Number of rows : 66
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 SDSS J000239.39+255034.8 QSO 00 02 39.403 +25 50 34.83           ~ 69 0
2 SDSS J000552.33-000655.6 QSO 00 05 52.333 -00 06 55.65   26.37 25.36     ~ 86 0
3 PSO J004.3936+17.0862 QSO 00 17 34.46723 +17 05 10.6961           ~ 15 0
4 SDSS J002806.57+045725.3 QSO 00 28 06.568 +04 57 25.39           ~ 53 0
5 QSO J0045+0901 QSO 00 45 33.56800 +09 01 56.9600           ~ 21 0
6 VIKING J004623.6-283747 QSO 00 46 23.65008 -28 37 47.3412           ~ 11 0
7 CFHQS J005006+344522 QSO 00 50 06.694 +34 45 21.79           ~ 47 0
8 SDSS J010013.02+280225.8 QSO 01 00 13.0246669824 +28 02 25.791716364           ~ 206 0
9 SDSS J010806.59+071120.6 QSO 01 08 06.5847621912 +07 11 21.263914860           ~ 14 0
10 PSO J025.2376-11.6831 QSO 01 40 57.03 -11 40 59.5           ~ 20 0
11 QSO J0142-3327 QSO 01 42 43.720 -33 27 45.61           ~ 49 0
12 SDSS J014837.63+060020.0 QSO 01 48 37.639 +06 00 20.01           ~ 86 0
13 PSO J029.5172-29.0886 QSO 01 58 04.14 -29 05 19.2           ~ 20 0
14 VST-ATLAS J015957.96-363356.8 QSO 01 59 57.97150 -36 33 56.6028           ~ 29 0
15 VDES J0224-4711 QSO 02 24 26.54 -47 11 29.4           ~ 50 0
16 QSO J0226+0302 QSO 02 26 01.873 +03 02 59.24           ~ 89 0
17 VDES J0330-4025 QSO 03 30 27.92 -40 25 16.4           ~ 14 0
18 PSO J056.7169-16.4769 QSO 03 46 52.0440 -16 28 36.876           ~ 22 0
19 SDSS J035349.76+010405.4 QSO 03 53 49.73125 +01 04 04.6611           ~ 49 0
20 PSO J060.5528+24.8567 QSO 04 02 12.69468 +24 51 24.4284           ~ 30 0
21 VDES J0408-5632 QSO 04 08 19.23 -56 32 28.8           ~ 21 0
22 PSO J065.4085-26.9543 QSO 04 21 38.050 -26 57 15.72           ~ 39 0
23 PSO J065.9589+01.7235 QSO 04 23 50.14129920 +01 43 24.7318320           ~ 15 0
24 PSO J108.4429+08.9257 QSO 07 13 46.305984 +08 55 32.65291           ~ 18 0
25 SDSS J081827.40+172251.8 QSO 08 18 27.399 +17 22 51.83   25.14 24.42     ~ 81 0
26 SDSS J083643.85+005453.3 QSO 08 36 43.8598536120 +00 54 53.233681320   26.19 24.17     ~ 170 0
27 SDSS J084035.08+562419.7 QSO 08 40 35.08848 +56 24 19.7712   24.95 23.93     ~ 65 0
28 SDSS J084229.43+121850.4 QSO 08 42 29.438 +12 18 50.47           ~ 88 0
29 SDSS J092721.82+200123.7 QSO 09 27 21.821 +20 01 23.63   24.97 23.89     ~ 79 0
30 SDSS J103027.09+052455.0 QSO 10 30 27.092 +05 24 55.02   26.15 25.44     ~ 303 0
31 PSO J158.6937-14.4210 QSO 10 34 46.49940000 -14 25 15.8924280           ~ 41 0
32 QSO J1036-0232 QSO 10 36 54.16656 -02 32 38.1552           ~ 43 0
33 SDSS J104433.04-012502.0 QSO 10 44 33.040 -01 25 02.08     21.81     ~ 182 1
34 SDSS J113717.72+354956.9 QSO 11 37 17.725 +35 49 56.92   25.31 24.29     ~ 66 0
35 SDSS J114816.64+525150.3 QSO 11 48 16.647 +52 51 50.31   25.73 25.04     ~ 487 0
36 SDSS J120737.43+063010.1 QSO 12 07 37.434 +06 30 10.11           ~ 37 0
37 QSO J1212+0505 QSO 12 12 26.97241440 +05 05 33.5606640           ~ 53 0
38 PSO J183.2992-12.7676 QSO 12 13 11.80560 -12 46 03.4464           ~ 24 0
39 SDSS J125051.93+313021.9 QSO 12 50 51.92976 +31 30 21.9168   25.52 24.59     ~ 61 0
40 SDSS J130608.25+035626.3 QSO 13 06 08.259 +03 56 26.19   25.59 24.81     ~ 176 0
41 SDSS J131911.29+095051.3 QSO 13 19 11.291 +09 50 51.49           ~ 110 0
42 QSO J1335+3533 QSO 13 35 50.809 +35 33 15.80   23.29 22.22     ~ 58 0
43 SDSS J133556.23-032838.2 QSO 13 35 56.2418119032 -03 28 38.292908304           ~ 13 0
44 SDSS J141111.27+121737.3 QSO 14 11 11.277 +12 17 37.31   24.79 23.82     ~ 83 0
45 QSO J1420-1602 QSO 14 20 36.34320 -16 02 30.2460           ~ 20 0
46 PSO J217.0891-16.0453 QSO 14 28 21.39187 -16 02 43.2990           ~ 33 0
47 PSO J217.9184-07.4120 QSO 14 31 40.447992 -07 24 43.46801           ~ 19 0
48 CFHQS J150941-174926 QSO 15 09 41.77920 -17 49 26.7996           ~ 82 0
49 QSO J1526-2050 QSO 15 26 37.844 -20 50 00.88           ~ 78 0
50 DELS J153532.87+194320.1 QSO 15 35 32.86992 +19 43 20.1000           ~ 23 0
51 PSO J239.7124-07.4027 QSO 15 58 50.990616 -07 24 09.59087           ~ 30 0
52 SDSS J160253.98+422824.8 QSO 16 02 53.982 +42 28 24.86   24.32 24.32     ~ 75 0
53 PSO J242.4396-12.9817 QSO 16 09 45.53040 -12 58 54.1095           ~ 20 0
54 SDSS J162331.81+311200.5 QSO 16 23 31.806 +31 12 00.55   24.77 25.16     ~ 85 0
55 SDSS J163033.89+401209.6 QSO 16 30 33.898 +40 12 09.68   26.45 25.01     ~ 89 0
56 PSO J308.0416-21.2339 QSO 20 32 09.996 -21 14 02.38           ~ 59 0
57 PSO J308.4829-27.6485 QSO 20 33 55.91280 -27 38 54.6000           ~ 21 0
58 SDSS J205406.49-000514.5 QSO 20 54 06.494 -00 05 14.57           ~ 96 0
59 CFHQS J210054-171522 QSO 21 00 54.698 -17 15 22.00           ~ 62 0
60 QSO J2132+1217 QSO 21 32 33.178 +12 17 55.07           ~ 48 0
61 SDSS J220710.12-041656.2 QSO 22 07 10.1251942368 -04 16 56.235829296           ~ 12 0
62 PSO J340.2040-18.6621 QSO 22 40 49.00080 -18 39 43.8120           ~ 23 0
63 SDSS J231038.88+185519.7 QSO 23 10 38.888 +18 55 19.72           ~ 107 0
64 SDSS J231546.58-002357.8 QSO 23 15 46.585 -00 23 57.87           ~ 43 0
65 QSO J2318-3029 QSO 23 18 33.099 -30 29 33.58           ~ 27 0
66 SDSS J235632.44-062259.2 QSO 23 56 32.452 -06 22 59.31           ~ 52 0

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