The Characterised Noise HI Source Finder: Detecting HI Galaxies Using a Novel Implementation of Matched Filtering
Abstract
The spectral line datacubes obtained from the Square Kilometre Array (SKA) and its precursors, such as the Australian SKA Pathfinder (ASKAP), will be sufficiently large to necessitate automated detection and parametrisation of sources. Matched filtering is widely acknowledged as the best possible method for the automated detection of sources. This paper presents the Characterised Noise HI (CNHI) source finder, which employs a novel implementation of matched filtering. This implementation is optimised for the 3-D nature of the HI spectral line observations of the planned Wide-field ASKAP Legacy L-band All-sky Blind surveY (WALLABY). The CNHI source finder also employs a novel sparse representation of 3-D objects, with a high compression rate, to implement the Lutz one-pass algorithm on datacubes that are too large to process in a single pass. WALLABY will use ASKAP's phenomenal 30 square degree field of view to image ~70% of the sky. It is expected that WALLABY will find 500000 HI galaxies out to z~0.2.
- Publication:
-
Publications of the Astronomical Society of Australia
- Pub Date:
- January 2012
- DOI:
- 10.1071/AS11044
- arXiv:
- arXiv:1112.1561
- Bibcode:
- 2012PASA...29..251J
- Keywords:
-
- methods: data analysis;
- methods: statistical;
- radio lines: galaxies;
- techniques: image processing;
- Astrophysics - Instrumentation and Methods for Astrophysics
- E-Print:
- Part of the 2012 PASA Source Finding Special Issue, 10 figures