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GPU accelerated image quality assessment-based software for transient detection

Abstract:
Fast imaging localises celestial transients using source finders in the image domain. The need for high computational throughput in this process is driven by nextgeneration telescopes such as Square Kilometre Array (SKA), which, upon completion, will be the world’s largest aperture synthesis radio telescope. It will collect data at unprecedented velocity and volume. Due to the vast amounts of data the SKA will produce, current source finders based on source extraction may be inefficient in a wide-field search. In this paper, we focus on the software development of GPUaccelerated transient finders based on Image Quality Assessment (IQA) methods — Low-Information Similarity Index (LISI) and augmented LISI (augLISI). We accelerate the algorithms using GPUs, achieving kernel time of approximately 0.1 milliseconds for transient finding in 2048 × 2048 images.
Publication status:
Accepted
Peer review status:
Peer reviewed

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Institution:
University of Oxford
Division:
MPLS
Department:
Engineering Science
Oxford college:
St Edmund Hall
Role:
Author
More by this author
Institution:
University of Oxford
Division:
MPLS
Department:
Engineering Science
Role:
Author
ORCID:
0000-0003-2797-0595
More by this author
Institution:
University of Oxford
Division:
MPLS
Department:
Engineering Science
Role:
Author
ORCID:
0000-0003-1756-3064


Publisher:
Astronomical Society of the Pacific
Series:
ADASS Conference Series
Acceptance date:
2024-09-06
Event title:
34th Annual Conference on Astronomical Data Analysis Software and Systems (ADASS 2024)
Event location:
Valetta, Malta
Event website:
https://www.um.edu.mt/events/adass2024/
Event start date:
2024-11-10
Event end date:
2024-11-14


Language:
English
Pubs id:
2080396
Local pid:
pubs:2080396
Deposit date:
2025-01-25

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