دورية أكاديمية

Assigning Degrees of Stochasticity to Blazar Light Curves in the Radio Band Using Complex Networks

التفاصيل البيبلوغرافية
العنوان: Assigning Degrees of Stochasticity to Blazar Light Curves in the Radio Band Using Complex Networks
المؤلفون: Belén Acosta-Tripailao, Walter Max-Moerbeck, Denisse Pastén, Pablo S. Moya
المصدر: Entropy, Vol 24, Iss 8, p 1063 (2022)
بيانات النشر: MDPI AG, 2022.
سنة النشر: 2022
المجموعة: LCC:Science
LCC:Astrophysics
LCC:Physics
مصطلحات موضوعية: light curves, blazar, horizontal visibility graph, stochasticity, variability, time series analysis, Science, Astrophysics, QB460-466, Physics, QC1-999
الوصف: We focus on characterizing the high-energy emission mechanisms of blazars by analyzing the variability in the radio band of the light curves of more than a thousand sources. We are interested in assigning complexity parameters to these sources, modeling the time series of the light curves with the method of the Horizontal Visibility Graph (HVG), which allows us to obtain properties from degree distributions, such as a characteristic exponent to describe its stochasticity and the Kullback–Leibler Divergence (KLD), presenting a new perspective to the methods commonly used to study Active Galactic Nuclei (AGN). We contrast these parameters with the excess variance, which is an astronomical measurement of variability in light curves; at the same time, we use the spectral classification of the sources. While it is not possible to find significant correlations with the excess variance, the degree distributions extracted from the network are detecting differences related to the spectral classification of blazars. These differences suggest a chaotic behavior in the time series for the BL Lac sources and a correlated stochastic behavior in the time series for the FSRQ sources. Our results show that complex networks may be a valuable alternative tool to study AGNs according to the variability of their energy output.
نوع الوثيقة: article
وصف الملف: electronic resource
اللغة: English
تدمد: 1099-4300
Relation: https://www.mdpi.com/1099-4300/24/8/1063; https://doaj.org/toc/1099-4300
DOI: 10.3390/e24081063
URL الوصول: https://doaj.org/article/c917660de5e046d1aa25b1e2110d9cef
رقم الأكسشن: edsdoj.917660de5e046d1aa25b1e2110d9cef
قاعدة البيانات: Directory of Open Access Journals
الوصف
تدمد:10994300
DOI:10.3390/e24081063