153 research outputs found
A GPU based real-time software correlation system for the Murchison Widefield Array prototype
Modern graphics processing units (GPUs) are inexpensive commodity hardware
that offer Tflop/s theoretical computing capacity. GPUs are well suited to many
compute-intensive tasks including digital signal processing.
We describe the implementation and performance of a GPU-based digital
correlator for radio astronomy. The correlator is implemented using the NVIDIA
CUDA development environment. We evaluate three design options on two
generations of NVIDIA hardware. The different designs utilize the internal
registers, shared memory and multiprocessors in different ways. We find that
optimal performance is achieved with the design that minimizes global memory
reads on recent generations of hardware.
The GPU-based correlator outperforms a single-threaded CPU equivalent by a
factor of 60 for a 32 antenna array, and runs on commodity PC hardware. The
extra compute capability provided by the GPU maximises the correlation
capability of a PC while retaining the fast development time associated with
using standard hardware, networking and programming languages. In this way, a
GPU-based correlation system represents a middle ground in design space between
high performance, custom built hardware and pure CPU-based software
correlation.
The correlator was deployed at the Murchison Widefield Array 32 antenna
prototype system where it ran in real-time for extended periods. We briefly
describe the data capture, streaming and correlation system for the prototype
array.Comment: 11 pages, to appear in PAS
The Bias and Uncertainty of Redundant and Sky-based Calibration Under Realistic Sky and Telescope Conditions
The advent of a new generation of low frequency interferometers has opened a direct window into the Epoch of Reionisation (EoR). However, key to a detection of the faint 21-cm signal, and reaching the sensitivity limits of these arrays, is a detailed understanding of the instruments and their calibration. In this work we use simulations to investigate the bias and uncertainty of redundancy based calibration. Specifically, we study the influence of the flux distribution of the radio sky and the impact of antenna position offsets on the complex calibration solutions. We find that the position offsets introduce a bias into the phase component of the calibration solutions. This phase bias increases with the distance between bright radio sources and the pointing center, and with the flux density of these sources. This is potentially problematic for redundant calibration on MWA observations of EoR fields 1 and 2. EoR field 0, however, lacks such sources. We also compared the simulations with theoretical estimates for the bias and uncertainty in sky model based calibration on incomplete sky models for the redundant antenna tiles in the MWA. Our results indicate that redundant calibration outperforms sky based calibration due to the high positional precision of the MWA antenna tiles
Lensview: Software for modelling resolved gravitational lens images
We have developed a new software tool, Lensview, for modelling resolved
gravitational lens images. Based on the LensMEM algorithm, the software finds
the best fitting lens mass model and source brightness distribution using a
maximum entropy constraint. The method can be used with any point spread
function or lens model. We review the algorithm and introduce some significant
improvements. We also investigate and discuss issues associated with the
statistical uncertainties of models and model parameters and the issues of
source plane size and source pixel size.
We test the software on simulated optical and radio data to evaluate how well
lens models can be recovered and with what accuracy. For optical data, lens
model parameters can typically be recovered with better than 1% accuracy and
the degeneracy between mass ellipticity and power law is reduced. For radio
data, we find that systematic errors associated with using processed radio
maps, rather than the visibilities, are of similar magnitude to the random
errors. Hence analysing radio data in image space is still useful and
meaningful.
The software is applied to the optical arc HST J15433+5352 and the radio ring
MG1549+3047 using a simple elliptical isothermal lens model. For HST
J15433+5352, the Einstein radius is 0.525" +/- 0.015 which probably includes a
substantial convergence contribution from a neighbouring galaxy. For
MG1549+3047, the model has Einstein radius 1.105" +/- 0.005 and core radius
0.16" 0.03. The total mass enclosed in the critical radius is 7.06 x 10^{10}
Solar masses for our best model.Comment: 21 pages, 24 figures, appearing in MNRAS. Software available from
http://www.cfa.harvard.edu/~rwayth/lensview/Lensview_Home.htm
The lens and source of the optical Einstein ring gravitational lens ER 0047-2808
(Abridged) We perform a detailed analysis of the optical gravitational lens
ER 0047-2808 imaged with WFPC2 on the Hubble Space Telescope. Using software
specifically designed for the analysis of resolved gravitational lens systems,
we focus on how the image alone can constrain the mass distribution in the lens
galaxy. We find the data are of sufficient quality to strongly constrain the
lens model with no a priori assumptions about the source. Using a variety of
mass models, we find statistically acceptable results for elliptical
isothermal-like models with an Einstein radius of 1.17''. An elliptical
power-law model (Sigma \propto R^-beta) for the surface mass density favours a
slope slightly steeper than isothermal with beta = 1.08 +/- 0.03. Other models
including a constant M/L, pure NFW halo and (surprisingly) an isothermal sphere
with external shear are ruled out by the data. We find the galaxy light profile
can only be fit with a Sersic plus point source model. The resulting total
M/L_B contained within the images is 4.7 h_65 +/-0.3. In addition, we find the
luminous matter is aligned with the total mass distribution within a few
degrees. The source, reconstructed by the software, is revealed to have two
bright regions, with an unresolved component inside the caustic and a resolved
component straddling a fold caustic. The angular size of the entire source is
approx. 0.1'' and its (unlensed) Lyman-alpha flux is 3 x 10^-17 erg/s/cm^2.Comment: 13 pages, 5 figures. Revised version accepted for publication in
MNRA
Direction-Dependent Polarised Primary Beams in Wide-Field Synthesis Imaging
The process of wide-field synthesis imaging is explored, with the aim of
understanding the implications of variable, polarised primary beams for
forthcoming Epoch of Reionisation experiments. These experiments seek to detect
weak signatures from redshifted 21cm emission in deep residual datasets, after
suppression and subtraction of foreground emission. Many subtraction algorithms
benefit from low side-lobes and polarisation leakage at the outset, and both of
these are intimately linked to how the polarised primary beams are handled.
Building on previous contributions from a number of authors, in which
direction-dependent corrections are incorporated into visibility gridding
kernels, we consider the special characteristics of arrays of fixed dipole
antennas operating around 100-200 MHz, looking towards instruments such as the
Square Kilometre Array (SKA) and the Hydrogen Epoch of Reionization Arrays
(HERA). We show that integrating snapshots in the image domain can help to
produce compact gridding kernels, and also reduce the need to make complicated
polarised leakage corrections during gridding. We also investigate an
alternative form for the gridding kernel that can suppress variations in the
direction-dependent weighting of gridded visibilities by 10s of dB, while
maintaining compact support.Comment: 15 pages, 4 figures. Accepted for publication in JA
A GPU based Transient Dedisersion Search Engine for CRAFT
The Commensal Realtime ASKAP Fast Transient Survey (CRAFT[5]) will search the ASKAP data stream for fast (< 5sec) transient events, associated with the most extreme conditions in the Universe. The CRAFT search will run in parallel with all normal observing on ASKAP, giving a tremendous advance in the transient parameter space which can be searched. ASKAP offers high sensitivity, high resolution, and continous observations of a significant portion of the sky. However, to search across the wide field of view and at the data rates which are being provided by ASKAP is extremely challenging. Nevertheless, as reported here, we are on track to achieve the goals as laid out in the Survey Science Proposal. Using GPUs as a simple highly parallel compute-engine we can monitor the full field of view with a 5(sigma) sensitivity of ~Jy for a millisecond event covering the astronomically significant range of DMs. After that trigger detection we can download the beamformer data-buffer and image the sky at full sensitivity and spatial resolution with an arbitary frequency and time resolution
Controlling Rayleigh-Backscattering-Induced Distortion in Radio over Fiber Systems for Radioastronomic Applications
Radio over Fiber (RoF) Systems exploiting a direct modulation of the laser
source are presently utilized within important Radioastronomic scenarios. Due
to the particular operating conditions of some of these realizations, the
phenomena which typically generate nonlinearities in RoF links for
telecommunications applications can be here regarded as substantially harmless.
However, these same operating conditions can make the RoF systems vulnerable to
different kinds of nonlinear effects, related to the influence of the Rayleigh
Backscattered signal on the transmitted one. A rigorous description of the
phenomenon is performed, and an effective countermeasure to the problem is
proposed and demonstrated, both theoretically and experimentally.Comment: Accepted for publication in IEEE/OSA Journal of Lightwave Technolog
Comparison of the Parkes and FAST FRB DM distribution
We model the fast radio burst (FRB) dispersion measure (DM) distribution for the Five-hundred-meter Aperture Spherical Telescope (FAST) and compare this with the four FRBs published in the literature to date. We compare the DM distribution of Parkes and FAST, taking advantage of the similarity between their multibeam receivers. Notwithstanding the limited sample size, we observe a paucity of events at low DM for all evolutionary models considered, resulting in a sharp rise in the observed cumulative distribution function in the region of 1000 pc cm-3 ≲ DM ≲2000 pc cm-3. These traits could be due to statistical fluctuations (0.12 ≤ p ≤ 0.22), a complicated energy distribution or break in an energy distribution power law, spatial clustering, observational bias, or outliers in the sample (e.g. an excessive DMHost as recently found for FRB 20190520B). The energy distribution in this regime is unlikely to be adequately constrained until further events are detected. Modelling suggests that FAST may be well placed to discriminate between redshift evolutionary models and to probe the helium ionization signal of the intergalactic medium
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