Africanus III. pfb-imaging–A flexible radio interferometric imaging suite

H. L. Bester, J. S. Kenyon, A. Repetti, S. J. Perkins, O. M. Smirnov, T. Blecher, Y. Mhiri, J. Roth, I. Heywood, Y. Wiaux, B. V. Hugo

Research output: Contribution to journalArticlepeer-review

Abstract

The popularity of the CLEAN algorithm in radio interferometric imaging stems from its maturity, speed, and robustness. While many alternatives have been proposed in the literature, none have achieved mainstream adoption by astronomers working with data from interferometric arrays operating in the big data regime. This lack of adoption is largely due to increased computational complexity, absence of mature implementations, and the need for astronomers to tune obscure algorithmic parameters. This work introduces pfb-imaging: a flexible library that implements the scaffolding required to develop and accelerate general radio interferometric imaging algorithms. We demonstrate how the framework can be used to implement a sparsity-based image reconstruction technique known as (unconstrained) SARA in a way that scales with image size rather than data volume and features interpretable algorithmic parameters. The implementation is validated on terabyte-sized data from the MeerKAT telescope, using both a single compute node and Amazon Web Services computing instances.
Original languageEnglish
Article number100996
JournalAstronomy and Computing
Volume54
Early online date11 Sept 2025
DOIs
Publication statusE-pub ahead of print - 11 Sept 2025

Keywords

  • Cloud computing – software and its engineering
  • Data flow architectures – software and its engineering
  • Image processing – computer systems organization
  • Interferometric – standards – techniques
  • Interoperability
  • Pipeline computing – software and its engineering
  • Standards – techniques

ASJC Scopus subject areas

  • Astronomy and Astrophysics
  • Computer Science Applications
  • Space and Planetary Science

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