Image Details

Choose export citation format:

Ultracool dwarf Science with MachIne LEarning (USMILE). I. Scalable Tree-based Models for Photometric Spectral Classification and New Discoveries from LSST Data Preview 1 and Euclid Quick Data Release 1

  • Authors: Zhoujian Zhang, 周健 张, Yanxia Li, 燕侠 李

Zhoujian Zhang et al 2025 The Astronomical Journal 170 .

  • Provider: AAS Journals

Caption: Figure 13.

Euclid NISP spectra for example candidates from the UCD-never category, which are classified as non-ultracool dwarfs by all 400 customized classifiers. Full NISP spectra are shown in black, with flux points from more than two dither positions (NDITH > 2) highlighted in blue. The spectra of best-fit templates (red) are overlaid for candidates whose ultracool nature is confirmed by our visual inspection. The top four spectra are confirmed as contaminants based on our template fits and visual inspection, consistent with the classifiers’ predictions. The second-to-last candidate is best matched to an M6 template, while the last is matched to an L2 template. The vertical white band marks the wavelength range (1.25–1.85 μm) used for template fitting analysis.

Other Images in This Article

Show More

Copyright and Terms & Conditions

Additional terms of reuse