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Radio Galaxy Zoo EMU: Towards a Semantic Radio Galaxy Morphology Taxonomy

Authors :
Micah Bowles
Hongming Tang
Eleni Vardoulaki
Emma L Alexander
Yan Luo
Lawrence Rudnick
Mike Walmsley
Fiona Porter
Anna M M Scaife
Inigo Val Slijepcevic
Elizabeth A K Adams
Alexander Drabent
Thomas Dugdale
Gülay Gürkan
Andrew M Hopkins
Eric F Jimenez-Andrade
Denis A Leahy
Ray P Norris
Syed Faisal ur Rahman
Xichang Ouyang
Gary Segal
Stanislav S Shabala
O Ivy Wong
Publication Year :
2023
Publisher :
arXiv, 2023.

Abstract

We present a novel natural language processing (NLP) approach to deriving plain English descriptors for science cases otherwise restricted by obfuscating technical terminology. We address the limitations of common radio galaxy morphology classifications by applying this approach. We experimentally derive a set of semantic tags for the Radio Galaxy Zoo EMU (Evolutionary Map of the Universe) project and the wider astronomical community. We collect 8,486 plain English annotations of radio galaxy morphology, from which we derive a taxonomy of tags. The tags are plain English. The result is an extensible framework which is more flexible, more easily communicated, and more sensitive to rare feature combinations which are indescribable using the current framework of radio astronomy classifications.<br />Comment: 17 pages, 11 Figures, Accepted at MNRAS

Details

Database :
OpenAIRE
Accession number :
edsair.doi.dedup.....9db0bcb82aec6e345630e509e223cf8d
Full Text :
https://doi.org/10.48550/arxiv.2304.07171