2023ApJ...942L..42R


Query : 2023ApJ...942L..42R

2023ApJ...942L..42R - Astrophys. J., 942, L42 (2023/January-2)

Morpheus Reveals Distant Disk Galaxy Morphologies with JWST: The First AI/ML Analysis of JWST Images.

ROBERTSON B.E., TACCHELLA S., JOHNSON B.D., HAUSEN R., ALABI A.B., BOYETT K., BUNKER A.J., CARNIANI S., EGAMI E., EISENSTEIN D.J., HAINLINE K.N., HELTON J.M., JI Z., KUMARI N., LYU J., MAIOLINO R., NELSON E.J., RIEKE M.J., SHIVAEI I., SUN F., UBLER H., WILLIAMS C.C., WILLMER C.N.A. and WITSTOK J.

Abstract (from CDS):

The dramatic first images with JWST demonstrated its power to provide unprecedented spatial detail for galaxies in the high-redshift universe. Here, we leverage the resolution and depth of the JWST Cosmic Evolution Early Release Science Survey data in the Extended Groth Strip to perform pixel-level morphological classifications of galaxies in JWST F150W imaging using the Morpheus deep-learning framework for astronomical image analysis. By cross-referencing with existing photometric redshift catalogs from the Hubble Space Telescope (HST) CANDELS survey, we show that JWST images indicate the emergence of disk morphologies before z ∼ 2 and with candidates appearing as early as z ∼ 5. By modeling the light profile of each object and accounting for the JWST point-spread function, we find the high-redshift disk candidates have exponential surface brightness profiles with an average Sérsic index 〈n〉 = 1.04 and >90% displaying “disky” profiles (n < 2). Comparing with prior Morpheus classifications in CANDELS we find that a plurality of JWST disk galaxy candidates were previously classified as compact based on the shallower HST imagery, indicating that the improved optical quality and depth of the JWST helps to reveal disk morphologies that were hiding in the noise. We discuss the implications of these early disk candidates on theories for cosmological disk galaxy formation.

Abstract Copyright: © 2023. The Author(s). Published by the American Astronomical Society.

Journal keyword(s): Galaxy classification systems - Neural networks - Disk galaxies - Galaxies - James Webb Space Telescope

Simbad objects: 1

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Number of rows : 1
N Identifier Otype ICRS (J2000)
RA
ICRS (J2000)
DEC
Mag U Mag B Mag V Mag R Mag I Sp type #ref
1850 - 2026
#notes
1 NAME Extended Groth Strip reg 14 19 +52.8           ~ 1023 0

Query : 2023ApJ...942L..42R

Basic data :
NAME Extended Groth Strip -- Region defined in the Sky
Other object types:
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reg ()
ICRS coord. (ep=J2000) :
14 19 00.0 +52 48 00 [ ] E ~
FK4 coord. (ep=B1950 eq=1950) :
14 17 16.3 +53 01 45 [ ]
Gal coord. (ep=J2000) :
096.4814 +59.5977 [ ]
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Identifiers (2) :
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NAME EGS NAME Extended Groth Strip

References (1023 between 1850 and 2026) (Total 1023)
Simbad bibliographic survey began in 1850 for stars (at least bright stars) and in 1983 for all other objects (outside the solar system).
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