WALLABY Pilot Survey: hydra cluster galaxies UV and H i morphometrics. Issue 1 (28th February 2023)
- Record Type:
- Journal Article
- Title:
- WALLABY Pilot Survey: hydra cluster galaxies UV and H i morphometrics. Issue 1 (28th February 2023)
- Main Title:
- WALLABY Pilot Survey: hydra cluster galaxies UV and H i morphometrics
- Authors:
- Holwerda, Benne W
Bigiel, Frank
Bosma, Albert
Courtois, Helene M
Deg, Nathan
Dénes, Helga
Elagali, Ahmed
For, Bi-Qing
Koribalski, Baerbel
Leahy, Denis A
Lee-Waddell, Karen
López-Sánchez, Ángel R
Oh, Se-Heon
Reynolds, Tristan N
Rhee, Jonghwan
Spekkens, Kristine
Wang, Jing
Westmeier, Tobias
Wong, O Ivy - Abstract:
- ABSTRACT: Galaxy morphology in atomic hydrogen (H i ) and in the ultraviolet (UV) are closely linked. This has motivated their combined use to quantify morphology over the full H i disc for both H i and UV imaging. We apply galaxy morphometrics: concentration, asymmetry, gini, M 20 and multimode-intensity-deviation statistics to the first moment-0 maps of the WALLABY Survey of galaxies in the hydra cluster centre. Taking advantage of this new H i survey, we apply the same morphometrics over the full H i extent on archival GALEX FUV and NUV data to explore how well H i truncated, extended ultraviolet disc (XUV) and other morphological phenomena can be captured using pipeline WALLABY data products. Extended H i and UV discs can be identified relatively straightforward from their respective concentration. Combined with WALLABY H i, even the shallowest GALEX data are sufficient to identify XUV discs. Our second goal is to isolate galaxies undergoing ram-pressure stripping in the H i morphometric space. We employ four different machine learning techniques, a decision tree, a k-nearest neighbour, a support-vector machine, and a random forest. Up to 80 per cent precision and recall are possible with the random forest giving the most robust results.
- Is Part Of:
- Monthly notices of the Royal Astronomical Society. Volume 521:Issue 1(2023)
- Journal:
- Monthly notices of the Royal Astronomical Society
- Issue:
- Volume 521:Issue 1(2023)
- Issue Display:
- Volume 521, Issue 1 (2023)
- Year:
- 2023
- Volume:
- 521
- Issue:
- 1
- Issue Sort Value:
- 2023-0521-0001-0000
- Page Start:
- 1502
- Page End:
- 1517
- Publication Date:
- 2023-02-28
- Subjects:
- galaxies: disc -- galaxies: ISM -- galaxies: kinematics and dynamics -- galaxies: spiral -- galaxies: statistics -- galaxies: structure
Astronomy -- Periodicals
Periodicals
520.5 - Journal URLs:
- http://mnras.oxfordjournals.org/ ↗
http://onlinelibrary.wiley.com/journal/10.1111/(ISSN)1365-2966 ↗
http://www.blackwell-synergy.com/issuelist.asp?journal=mnr ↗
http://www.blackwell-synergy.com/loi/mnr ↗
http://ukcatalogue.oup.com/ ↗ - DOI:
- 10.1093/mnras/stad602 ↗
- Languages:
- English
- ISSNs:
- 0035-8711
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 5943.000000
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