DECODING SPECTRAL ENERGY DISTRIBUTIONS OF DUST-OBSCURED STARBURST-ACTIVE GALACTIC NUCLEUS | |
Han YK(韩云坤)1,2,3; Han ZW(韩占文)1,3 | |
刊名 | ASTROPHYSICAL JOURNAL |
2012-04 | |
卷号 | 749期号:2 |
关键词 | galaxies: active galaxies: evolution galaxies: ISM galaxies: starburst methods: data analysis methods: statistical |
ISSN号 | 0004-637X |
通讯作者 | Han, YK (reprint author), Chinese Acad Sci, Natl Astron Observ, Yunnan Observ, Beijing 100012, Peoples R China. |
产权排序 | 第一完成单位 |
英文摘要 | We present BayeSED, a general purpose tool for Bayesian analysis of spectral energy distributions (SEDs) using pre-existing model SED libraries or their linear combinations. The artificial neural networks, principal component analysis, and multimodal-nested sampling (MultiNest) techniques are employed to allow the highly efficient sampling of posterior distribution and the calculation of Bayesian evidence. As a demonstration, we apply this tool to a sample of hyperluminous infrared galaxies (HLIRGs). The Bayesian evidence obtained for a pure starburst, a pure active galactic nucleus (AGN), and a linear combination of starburst+AGNmodels show that the starburst+AGN model has the highest evidence for all galaxies in this sample. The Bayesian evidence for the three models and the estimated contributions of starbursts and AGNs to infrared luminosity show that HLIRGs can be classified into two groups: one dominated by starbursts and the other dominated by AGNs. Other parameters and corresponding uncertainties about starbursts and AGNs are also estimated using the model with the highest Bayesian evidence. We find that the starburst region of the HLIRGs dominated by starbursts tends to be more compact and has a higher fraction of OB stars than that of HLIRGs dominated by AGNs. Meanwhile, the AGN torus of the HLIRGs dominated by AGNs tends to be more dusty than that of HLIRGs dominated by starbursts. These results are consistent with previous researches, but need to be tested further with larger samples. Overall, we believe that BayeSED could be a reliable and efficient tool for exploring the nature of complex systems such as dust-obscured starburst-AGN composite systems by decoding their SEDs. |
学科主题 | Astronomy & Astrophysics |
WOS标题词 | Science & Technology ; Physical Sciences |
类目[WOS] | Astronomy & Astrophysics |
研究领域[WOS] | Astronomy & Astrophysics |
关键词[WOS] | EVOLUTIONARY POPULATION SYNTHESIS ; ESTIMATING PHOTOMETRIC REDSHIFTS ; HYPERLUMINOUS INFRARED GALAXIES ; ARTIFICIAL NEURAL-NETWORKS ; SUPERMASSIVE BLACK-HOLES ; STAR-FORMATION RATES ; DIGITAL SKY SURVEY ; STELLAR POPULATION ; BAYESIAN-INFERENCE ; RADIATIVE-TRANSFER |
收录类别 | SCI |
原文出处 | http://iopscience.iop.org/article/10.1088/0004-637X/749/2/123/meta |
语种 | 英语 |
WOS记录号 | WOS:000302785700027 |
内容类型 | 期刊论文 |
源URL | [http://ir.ynao.ac.cn/handle/114a53/4538] |
专题 | 云南天文台_大样本恒星演化研究组 云南天文台_中国科学院天体结构与演化重点实验室 |
作者单位 | 1.National Astronomical Observatories/Yunnan Observatory, Chinese Academy of Sciences, Beijing 100012, China 2.Graduate University of Chinese Academy of Sciences, Beijing 100049, China 3.Key Laboratory for the Structure and Evolution of Celestial Objects, Chinese Academy of Sciences, Kunming 650011, China |
推荐引用方式 GB/T 7714 | Han YK,Han ZW. DECODING SPECTRAL ENERGY DISTRIBUTIONS OF DUST-OBSCURED STARBURST-ACTIVE GALACTIC NUCLEUS[J]. ASTROPHYSICAL JOURNAL,2012,749(2). |
APA | Han YK,&Han ZW.(2012).DECODING SPECTRAL ENERGY DISTRIBUTIONS OF DUST-OBSCURED STARBURST-ACTIVE GALACTIC NUCLEUS.ASTROPHYSICAL JOURNAL,749(2). |
MLA | Han YK,et al."DECODING SPECTRAL ENERGY DISTRIBUTIONS OF DUST-OBSCURED STARBURST-ACTIVE GALACTIC NUCLEUS".ASTROPHYSICAL JOURNAL 749.2(2012). |
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