TY - JOUR
T1 - Prior-informed Active Galactic Nucleus Host Spectral Decomposition Using PyQSOFit
AU - Ren, Wenke
AU - Guo, Hengxiao
AU - Shen, Yue
AU - Silverman, John D.
AU - Burke, Colin J.
AU - Wang, Shu
AU - Wang, Junxian
N1 - This work is supported by the National Key R&D Program of China No. 2023YFA1607903 and 2022YFF0503402. W.K.R. is supported by the China Scholarship Council No. 202306340001. H.X.G. is supported by the Future Network Partner Program, CAS, No. 018GJHZ2022029FN, Overseas Center Platform Projects, CAS, No. 178GJHZ2023184MI. The authors acknowledge the use of the iDark High Performance Computing Facility at the University of Tokyo, and associated support services, in the completion of this work. S.W. acknowledges the support by the National Research Foundation of Korea (NRF) grant funded by the Korean government (MEST) (No. 2019R1A6A1A10073437). J.X.W. acknowledges the support by the National Natural Science Foundation of China (grant No. 12033006, 12192221).
PY - 2024/10/1
Y1 - 2024/10/1
N2 - We introduce an improved method for decomposing the emission of active galactic nuclei (AGN) and their host galaxies using templates from principal component analysis (PCA). This approach integrates prior information from PCA with a penalized pixel fitting mechanism that improves the precision and effectiveness of the decomposition process. Specifically, we have reduced the degeneracy and overfitting in AGN host decomposition, particularly for those with low signal-to-noise ratios (SNRs), where traditional methods tend to fail. By applying our method to 76,565 Sloan Digital Sky Survey Data Release 16 quasars with z < 0.8, we achieve a success rate of ≈94%, thus establishing the largest host-decomposed spectral catalog of quasars to date. Our fitting results consider the impact of the host galaxy on the overestimation of the AGN luminosity and black hole mass (M BH). Furthermore, we obtained stellar velocity dispersion (σ ⋆) measurements for 4137 quasars. The slope of the M BH−σ ⋆ relation in this subsample is generally consistent with previous quasar studies beyond the local Universe. Our method provides a robust and efficient approach to disentangle the AGN and host galaxy components across a wide range of SNRs and redshifts.
AB - We introduce an improved method for decomposing the emission of active galactic nuclei (AGN) and their host galaxies using templates from principal component analysis (PCA). This approach integrates prior information from PCA with a penalized pixel fitting mechanism that improves the precision and effectiveness of the decomposition process. Specifically, we have reduced the degeneracy and overfitting in AGN host decomposition, particularly for those with low signal-to-noise ratios (SNRs), where traditional methods tend to fail. By applying our method to 76,565 Sloan Digital Sky Survey Data Release 16 quasars with z < 0.8, we achieve a success rate of ≈94%, thus establishing the largest host-decomposed spectral catalog of quasars to date. Our fitting results consider the impact of the host galaxy on the overestimation of the AGN luminosity and black hole mass (M BH). Furthermore, we obtained stellar velocity dispersion (σ ⋆) measurements for 4137 quasars. The slope of the M BH−σ ⋆ relation in this subsample is generally consistent with previous quasar studies beyond the local Universe. Our method provides a robust and efficient approach to disentangle the AGN and host galaxy components across a wide range of SNRs and redshifts.
UR - http://www.scopus.com/inward/record.url?scp=85207270934&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85207270934&partnerID=8YFLogxK
U2 - 10.3847/1538-4357/ad6e76
DO - 10.3847/1538-4357/ad6e76
M3 - Article
AN - SCOPUS:85207270934
SN - 0004-637X
VL - 974
JO - Astrophysical Journal
JF - Astrophysical Journal
IS - 2
M1 - 153
ER -