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matvis: a matrix-based visibility simulator for fast forward modelling of many-element 21 cm arrays

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Peer-reviewed

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Abstract

ABSTRACT Detection of the faint 21 cm line emission from the Cosmic Dawn and Epoch of Reionization will require not only exquisite control over instrumental calibration and systematics to achieve the necessary dynamic range of observations but also validation of analysis techniques to demonstrate their statistical properties and signal loss characteristics. A key ingredient in achieving this is the ability to perform high-fidelity simulations of the kinds of data that are produced by the large, many-element, radio interferometric arrays that have been purpose-built for these studies. The large scale of these arrays presents a computational challenge, as one must simulate a detailed sky and instrumental model across many hundreds of frequency channels, thousands of time samples, and tens of thousands of baselines for arrays with hundreds of antennas. In this paper, we present a fast matrix-based method for simulating radio interferometric measurements (visibilities) at the necessary scale. We achieve this through judicious use of primary beam interpolation, fast approximations for coordinate transforms, and a vectorized outer product to expand per-antenna quantities to per-baseline visibilities, coupled with standard parallelization techniques. We validate the results of this method, implemented in the publicly available matvis code, against a high-precision reference simulator, and explore its computational scaling on a variety of problems.

Description

Funder: European Research Council; doi: https://doi.org/10.13039/100010663


Funder: University of the Western Cape; doi: https://doi.org/10.13039/501100003504


Funder: Stellenbosch University; doi: https://doi.org/10.13039/501100004477


Funder: Cape Peninsula University of Technology; doi: https://doi.org/10.13039/501100004512


Funder: University of Pretoria; doi: https://doi.org/10.13039/501100001343

Journal Title

RAS Techniques and Instruments

Conference Name

Journal ISSN

2752-8200
2752-8200

Volume Title

4

Publisher

Oxford University Press (OUP)

Rights and licensing

Except where otherwised noted, this item's license is described as https://creativecommons.org/licenses/by/4.0/
Sponsorship
National Science Foundation (1636646, 1836019, 2138259, #2138286, #2138307, #2137603, #2138296)
Gordon and Betty Moore Foundation (GBMF5212)
Horizon 2020 (948764, 101067043)
Science and Technology Facilities Council (ST/T000341/1, ST/X002624/1)