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

The Astrophysical Journal Letters American Astronomical Society 942:2 (2023) L42-L42

Authors:

Brant E Robertson, Sandro Tacchella, Benjamin D Johnson, Ryan Hausen, Adebusola B Alabi, Kristan Boyett, Andrew J Bunker, Stefano Carniani, Eiichi Egami, Daniel J Eisenstein, Kevin N Hainline, Jakob M Helton, Zhiyuan Ji, Nimisha Kumari, Jianwei Lyu, Roberto Maiolino, Erica J Nelson, Marcia J Rieke, Irene Shivaei, Fengwu Sun, Hannah Übler, Christina C Williams, Christopher NA Willmer, Joris Witstok

Abstract:

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

Star formation histories of UV-luminous galaxies at z ≃ 6.8: implications for stellar mass assembly at early cosmic times

Monthly Notices of the Royal Astronomical Society Oxford University Press (OUP) 519:4 (2023) 5859-5881

Authors:

Lily Whitler, Daniel P Stark, Ryan Endsley, Joel Leja, Stéphane Charlot, Jacopo Chevallard

Cosmological simulations of the same spiral galaxy: connecting the dark matter distribution of the host halo with the subgrid baryonic physics

(2023)

Authors:

A Núñez-Castiñeyra, E Nezri, P Mollitor, J Devriendt, R Teyssier

UK Astronomy Science and Technology Roadmap: STFC Astronomy Advisory Panel Roadmap 2022

(2023)

Authors:

Stephen Serjeant, James Bolton, Poshak Gandhi, Ben Stappers, Paolo Mazzali, Aprajita Verma, Noelia ED Noël

The obscured nucleus and shocked environment of VV 114E revealed by JWST/MIRI spectroscopy

Monthly Notices of the Royal Astronomical Society Oxford University Press (OUP) 519:3 (2023) 3691-3705

Authors:

FR Donnan, I García-Bernete, D Rigopoulou, M Pereira-Santaella, A Alonso-Herrero, PF Roche, A Hernán-Caballero, HWW Spoon