2 research outputs found
Detecting Galaxies in the Epoch of Reionization
Magister Scientiae - MSc (Physics)The aim of this project was to develop a technique that allows us to measure the redshift
of radio galaxies in the Epoch of Reionization. We achieved this by constructing
a parameterization of the 21-cm absorption feature which is expected to be seen
in the spectra of high redshift radio galaxies. A Bayesian framework for parameter
estimation and model selection was applied on the candidate models found. The
method's proficiency is demonstrated with two data sets: SIMFAST21-generated &
model-generated data. The SIMFAST21-generated data was constructed using a simulation
of the Epoch of Reionization. The model-generated data was synthesized from
our best analytical model for the 21-cm absorption feature. A spectrum template from
radio galaxies at low redshifts was then combined with the data sets. The resulting
spectra are fitted using a model that accounts for 21-cm absorption feature. The parameter
fitting was done using the expected SKA1-LOW noise. A strong detection
can be achieved for galaxies with redshifts zg >12 and luminosities L > 1026[W/Hz].
Objects at lower z, although with brighter flux, are harder to detect due to the weak absorption
feature (e.g. less intervening HI). A detection proxy grid space was assembled
to quantify model evidence found when fitting data with the best model and null hypothesis
(no absorption). To interpret the detection proxy, the Jeffreys scale was used.
The grid for both data sets was overlaid with the SKADS simulated sources. In a 25
deg2 sky area, a total of 62206 "SKADS" radio galaxies above redshift 7 are expected
to be detected in continuum by SKA-LOW. From these, about 1% should be confirmed
to be in the epoch of reionization by SKA-LOW (with the same survey) through the
detection of the 21 cm absorption feature using the proposed techniqu
Detection of Cosmic Structures using the Bispectrum Phase. II. First Results from Application to Cosmic Reionization Using the Hydrogen Epoch of Reionization Array
Characterizing the epoch of reionization (EoR) at via the
redshifted 21 cm line of neutral Hydrogen (HI) is critical to modern
astrophysics and cosmology, and thus a key science goal of many current and
planned low-frequency radio telescopes. The primary challenge to detecting this
signal is the overwhelmingly bright foreground emission at these frequencies,
placing stringent requirements on the knowledge of the instruments and
inaccuracies in analyses. Results from these experiments have largely been
limited not by thermal sensitivity but by systematics, particularly caused by
the inability to calibrate the instrument to high accuracy. The interferometric
bispectrum phase is immune to antenna-based calibration and errors therein, and
presents an independent alternative to detect the EoR HI fluctuations while
largely avoiding calibration systematics. Here, we provide a demonstration of
this technique on a subset of data from the Hydrogen Epoch of Reionization
Array (HERA) to place approximate constraints on the brightness temperature of
the intergalactic medium (IGM). From this limited data, at we infer
"" upper limits on the IGM brightness temperature to be
"pseudo" mK at "pseudo" Mpc (data-limited)
and "pseudo" mK at "pseudo" Mpc
(noise-limited). The "pseudo" units denote only an approximate and not an exact
correspondence to the actual distance scales and brightness temperatures. By
propagating models in parallel to the data analysis, we confirm that the
dynamic range required to separate the cosmic HI signal from the foregrounds is
similar to that in standard approaches, and the power spectrum of the
bispectrum phase is still data-limited (at dynamic range)
indicating scope for further improvement in sensitivity as the array build-out
continues.Comment: 22 pages, 12 figures (including sub-figures). Published in PhRvD.
Abstract may be slightly abridged compared to the actual manuscript due to
length limitations on arXi