HI intensity mapping with MeerKAT: Calibration pipeline for multi-dish autocorrelation observations
arXiv:2011.13789 · doi:10.1093/mnras/stab1365
Abstract
While most purpose-built 21cm intensity mapping experiments are close-packed interferometer arrays, general-purpose dish arrays should also be capable of measuring the cosmological 21cm signal. This can be achieved most efficiently if the array is used as a collection of scanning autocorrelation dishes rather than as an interferometer. As a first step towards demonstrating the feasibility of this observing strategy, we show that we are able to successfully calibrate dual-polarisation autocorrelation data from 64 MeerKAT dishes in the L-band (856-1712 MHz, 4096 channels), with 10.5 hours of data retained from six nights of observing. We describe our calibration pipeline, which is based on multi-level RFI flagging, periodic noise diode injection to stabilise gain drifts and an absolute calibration based on a multi-component sky model. We show that it is sufficiently accurate to recover maps of diffuse celestial emission and point sources over a 10 deg x 30 deg patch of the sky overlapping with the WiggleZ 11hr field. The reconstructed maps have a good level of consistency between per-dish maps and external datasets, with the estimated thermal noise limited to 1.4 x the theoretical noise level (~ 2 mK). The residual maps have rms amplitudes below 0.1 K, corresponding to <1% of the model temperature. The reconstructed Galactic HI intensity map shows excellent agreement with the Effelsberg-Bonn HI Survey, and the flux of the radio galaxy 4C+03.18 is recovered to within 3.6%, which demonstrates that the autocorrelation can be successfully calibrated to give the zero-spacing flux and potentially help in the imaging of MeerKAT interferometric data. Our results provide a positive indication towards the feasibility of using MeerKAT and the future SKA to measure the HI intensity mapping signal and probe cosmology on degree scales and above.
arXiv comment24 pages, 34 figures, accepted for publication in MNRAS
References in corpus (44)
- Astropy: A Community Python Package for Astronomy
- HEALPix -- a Framework for High Resolution Discretization, and Fast Analysis of Data Distributed on the Sphere
- HI4PI: A full-sky HI survey based on EBHIS and GASS
- The Temperature of the Cosmic Microwave Background
- Blazars in the Fermi Era: The OVRO 40-m Telescope Monitoring Program
- The WiggleZ Dark Energy Survey: Survey Design and First Data Release
- A model of diffuse Galactic Radio Emission from 10 MHz to 100 GHz
- Baryon Acoustic Oscillation Intensity Mapping as a Test of Dark Energy
- Measurement of 21 cm brightness fluctuations at z ~ 0.8 in cross-correlation
- Late-time cosmology with 21cm intensity mapping experiments
- Post-correlation radio frequency interference classification methods
- How accurately can 21 cm tomography constrain cosmology?
- Determination of z~0.8 neutral hydrogen fluctuations using the 21 cm intensity mapping auto-correlation
- The Python Sky Model: software for simulating the Galactic microwave sky
- HI intensity mapping : a single dish approach
- Evolution of the 21 cm signal throughout cosmic history
- An Improved Model of Diffuse Galactic Radio Emission from 10 MHz to 5 THz
- Intensity Mapping with Carbon Monoxide Emission Lines and the Redshifted 21 cm Line
- Possibility of Precise Measurement of the Cosmological Power Spectrum With a Dedicated 21cm Survey After Reionization
- Lack of clustering in low-redshift 21-cm intensity maps cross-correlated with 2dF galaxy densities
- Line-Intensity Mapping: 2017 Status Report
- Baryonic Acoustic Oscillations in 21cm Emission: A Probe of Dark Energy out to High Redshifts
- The 1.28 GHz MeerKAT DEEP2 Image
- A ground-based 21cm Baryon acoustic oscillation survey
- HI as a Probe of the Large Scale Structure in the Post-Reionization Universe
- Fluctuations in 21cm Emission After Reionization
- A Map-Making Algorithm for the Planck Surveyor
- The Bright Quasar 3C 273
- MAPCUMBA : a fast iterative multi-grid map-making algorithm for CMB experiments
- Interpreting the unresolved intensity of cosmologically redshifted line radiation
- A Large Sample of BL Lacs from SDSS and FIRST
- Erasing the Milky Way: new cleaning technique applied to GBT intensity mapping data
- MeerKLASS: MeerKAT Large Area Synoptic Survey
- Primary beam effects of radio astronomy antennas -- II. Modelling the MeerKAT L-band beam
- Hi intensity mapping with MeerKAT: Primary beam effects on foreground cleaning
- 21 cm observation of LSS at z~1 Instrument sensitivity and foreground subtraction
- Impact of Simulated 1/f Noise for HI Intensity Mapping Experiments
- Research and characterisation of blazar candidates among the Fermi/LAT 3FGL catalogue using multivariate classifications
- HI intensity mapping with MeerKAT: 1/f noise analysis
- Potential Impact of Global Navigation Satellite Services on Total Power HI Intensity Mapping Surveys
- HIDE & SEEK: End-to-End Packages to Simulate and Process Radio Survey Data
- 21 cm Intensity Mapping
- A joint deconvolution algorithm to combine single dish and interferometer data for wideband multi-term and mosaic imaging
- An HI intensity mapping survey with a Phased Array Feed
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- 21cm foregrounds and polarization leakage: a user's guide on cleaning and mitigation strategies
- Hi intensity mapping with MeerKAT: Primary beam effects on foreground cleaning
- Gaussian Process Regression for foreground removal in HI intensity mapping experiments
- Cosmology Intertwined: A Review of the Particle Physics, Astrophysics, and Cosmology Associated with the Cosmological Tensions and Anomalies
- The foreground transfer function for HI intensity mapping signal reconstruction: MeerKLASS and precision cosmology applications
- Gravitational waves HI intensity mapping: cosmological and astrophysical applications
- Eliminating Primary Beam Effect in Foreground Subtraction of Neutral Hydrogen Intensity Mapping Survey with Deep Learning
- The Second Radio Synchrotron Background Workshop: Conference Summary and Report
- A direct detection of neutral hydrogen intensity mapping on Mpc scales at and
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- Prospects for measuring dark energy with 21 cm intensity mapping experiments: A joint survey strategy
- Cosmological constraints from the power spectrum and bispectrum of 21cm intensity maps
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- Constraining primordial non-Gaussianity by combining next-generation galaxy and 21 cm intensity mapping surveys
- Cleaning foregrounds from single-dish 21cm intensity maps with Kernel Principal Component Analysis
- The Tianlai dish array low-z surveys forecasts
- Cosmological Probes of Structure Growth and Tests of Gravity
- A Semi-blind PCA-based Foreground Subtraction Method for 21 cm Intensity Mapping
- Testing gravity with gravitational waves electromagnetic probes cross-correlations
- Eliminating polarization leakage effect for neutral hydrogen intensity mapping with deep learning
- Forecasting the Cross-Correlation of the CSST galaxy survey with the FAST HI Intensity Map
- Measuring ultra-large scale effects in the presence of 21cm intensity mapping foregrounds
- Multipole expansion for 21cm Intensity Mapping power spectrum: forecasted cosmological parameters estimation for the SKA Observatory
- Constraining low redshift [CII] Emission by Cross-Correlating FIRAS and BOSS Data
- HI intensity mapping with MeerKAT: forecast for delay power spectrum measurement using interferometer mode
- 21-cm foreground removal using AI and frequency-difference technique
- Emission-line Stacking of 21cm Intensity Maps with MeerKLASS: Inference Pipeline and Application to the L-band Deep-field Data
- Effects of feedback-free starburst galaxies on the 21-cm signal and reionization history
- Effects of model incompleteness on the drift-scan calibration of radio telescopes
- Cross-Correlation Forecast of CSST Spectroscopic Galaxy and MeerKAT Neutral Hydrogen Intensity Mapping Surveys
- Unveiling the Universe with Emerging Cosmological Probes
- Baryon acoustic oscillations from HI intensity mapping: the importance of cross-correlations in the monopole and quadrupole
- Cosmological constraints from the EFT power spectrum and tree-level bispectrum of 21cm intensity maps
- Bayesian evidence for flux scale errors in Galactic synchrotron maps
- Expanded Generalized Needlet Internal Linear Combination (eGNILC) Framework for the 21-cm Foreground Removal
- HI Intensity Mapping with the MIGHTEE Survey: First Results of the HI Power Spectrum
- Prospects for cosmological research with the FAST array: 21-cm intensity mapping survey observation strategies
- FAST Drift Scan Survey for HI Intensity Mapping. II. Stacking-based Beam Construction of the 19-feed Array at GHz
- Foreground removal and angular power spectrum estimation of 21 cm signal using harmonic space ILC method
- Extracting the Epoch of Reionization Signal with 3D U-Net Neural Networks Using Data-driven Systematic Effect Model
- Spin-based removal of instrumental systematics in 21cm intensity mapping surveys
- Large, fast and accurate HI intensity maps with latent overlap diffusion
- A simulation experiment of a pipeline based on machine learning for neutral hydrogen intensity mapping surveys
- Exploring HI Galaxy Redshift Survey Strategies for the FAST Core Array Interferometry
- Deep learning with hybrid frequency differencing and principal component analysis for 21-cm foreground and beam mitigation
- Probing the large-scale structure with 21cm-galaxy cross-bispectrum: Estimates from simulations and forecasts for upcoming cosmological surveys
- Measurements of the diffuse Galactic synchrotron spectral index and curvature from MeerKLASS pilot data
- Constraining beyond CDM models with 21cm intensity mapping forecast observations combined with latest CMB data
- Exploring delaying and heating effects on the 21-cm signature of fuzzy dark matter
- Simulating a full-sky high resolution Galactic synchrotron spectral index map using neural networks