Compton-thick AGN in the NuSTAR Era. XI. Analyzing 11 CT-AGN Candidates Selected with Machine Learning
Abstract This work discusses the broadband X-ray spectral analysis of 11 candidate heavily obscured active galactic nuclei (AGN) selected based on their infrared and X-ray properties by a recently published machine learning algorithm. This paper is part of a larger work to identify and characterize all AGN in the local Universe ( z < 0.1) with the largest line-of-sight (los) column densities ( N H ), the so-called Compton-thick ( N H,los ≥ 10 24 cm −2 ) AGN. We modeled the X-ray spectra using two physically motivated models: UXClumpy and RXTorusD . Of the 11 AGN in our sample, we found 3 to be obscured with 22.7 < Log N H,los ≤ 23.0, 5 with 23.0 < Log N H,los ≤ 23.25, and 3 with 23.4 < Log N H,los ≤ 23.9, according to UXClumpy . Meanwhile, according to RXTorusD , we found 3 AGN to be obscured with 22.7 < Log N H,los ≤ 23.0, 4 with 23.0 < Log N H,los ≤ 23.4, and 4 with 23.85 < Log N H,los ≤ 23.96. Additionally, this work served as a comparison between UXClumpy and RXTorusD . We found broad agreement between the two, with 8 of 11 sources agreeing on the value of the photon index Γ, while only 5 of 11 sources agree on the N H,los value within the 90% confidence level.
Authors
- R. Silver (ORCID: https://orcid.org/0000-0001-6564-0517)
- Anuvab Banerjee (ORCID: https://orcid.org/0000-0001-7796-8907)
- Indrani Pal (ORCID: https://orcid.org/0000-0002-7825-1526)
- I. Cox
- S. Marchesi
- Kouser Imam
- D. Sengupta (ORCID: https://orcid.org/0009-0002-6991-1534)
- X. Zhao (ORCID: https://orcid.org/0000-0002-7791-3671)
- V. E. Gianolli (ORCID: https://orcid.org/0000-0002-9719-8740)
- Marco Ajello
- N. Torres-Albà
Institutions
- California Institute of Technology (US)
- University of Minnesota (US)
- Goddard Space Flight Center (US)
- Southeastern Universities Research Association (US)
- Istituto di Astrofisica Spaziale e Fisica Cosmica di Bologna (IT)
- Osservatorio di Astrofisica e Scienza dello Spazio
- University of Virginia (US)
- University of Maryland, Baltimore County (US)
- Clemson University (US)
- University of Bologna (IT)
Publication Details
- Journal
- The Astrophysical Journal
- Published
- 2026-04-07
- DOI
- https://doi.org/10.3847/1538-4357/ae4b39
- Primary Topic
- Astrophysical Phenomena and Observations
- Type
- article
- Field-Weighted Citation Impact
- 0.00