论文标题
Morpheus通过JWST揭示了遥远的磁盘星系形态:JWST图像的第一个AI/ML分析
Morpheus Reveals Distant Disk Galaxy Morphologies with JWST: The First AI/ML Analysis of JWST Images
论文作者
论文摘要
詹姆斯·韦伯(James Webb)太空望远镜(JWST)的戏剧性第一张图像展示了其在高红移宇宙中为星系提供前所未有的空间细节的力量。在这里,我们利用延长的球状条(EGS)中JWST宇宙进化的早期发行科学调查(CEOR)数据的分辨率和深度来使用天文学图像分析的Morpheus深度学习框架进行JWST F150W成像中星系的像素级形态学分类。通过与哈勃太空望远镜(HST)烛台调查的现有光度红移目录进行交叉引用,我们表明JWST图像表明Z〜2之前的磁盘形态的出现,候选人早在Z〜5中出现。通过对每个对象的光谱进行建模并考虑JWST点传播函数,我们发现高还原磁盘候选者具有指数级的表面亮度曲线,平均Sersic(1968)索引n = 1.04和> 90%,> 90%显示“ diske”轮廓(n <2)。与先前的烛台分类相比,我们发现以前基于较浅的HST图像将多个JWST磁盘星系候选物分类为紧凑,这表明JWST的光学质量和深度有助于揭示磁盘形态的提高,从而揭示了隐藏在噪音中的磁盘形态。我们讨论了这些早期磁盘候选者对宇宙磁盘形成的理论的含义。
The dramatic first images with James Webb Space Telescope (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 (CEERS) data in the Extended Groth Strip (EGS) 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 Sersic (1968) 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.