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Stochastic approach to modeling the γ-ray variability of Fermi/LAT blazars

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AbstractWe studied the γ-ray variability of 13 blazars observed with the Fermi Large Area Telescope (LAT). These blazars were among the brightest ones monitored during the first 4 years of the Fermi sky survey. We modelled their γ-ray light curves with the Ornstein-Uhlenbeck (OU) process or mixed OU process. The power spectral density (PSD) of the OU process is a zero-centered Lorentzian function, proportional to 1/fα with α changing at a characteristic time scale, τ0, from 0 (τ ≫ τ0) to 2 (τ ≪ τ0). The PSD of the mixed OU process has in addition an intermediate part with 0 < α < 2 between the long and short characteristic time scales. We show that the OU model provides a good description of the Fermi/LAT light curves of three blazars in our sample. For the first time we provide constraints on the characteristic γ-ray time scale of variability in two BL Lac sources, 3C 66A and PKS 2155-304. We find that the mixed OU process describes the light curves of the remaining 10 blazars better than the OU process. We infer that their Fermi/LAT PSD resemble power-law functions and constrain their PSD slopes.
Title: Stochastic approach to modeling the γ-ray variability of Fermi/LAT blazars
Description:
AbstractWe studied the γ-ray variability of 13 blazars observed with the Fermi Large Area Telescope (LAT).
These blazars were among the brightest ones monitored during the first 4 years of the Fermi sky survey.
We modelled their γ-ray light curves with the Ornstein-Uhlenbeck (OU) process or mixed OU process.
The power spectral density (PSD) of the OU process is a zero-centered Lorentzian function, proportional to 1/fα with α changing at a characteristic time scale, τ0, from 0 (τ ≫ τ0) to 2 (τ ≪ τ0).
The PSD of the mixed OU process has in addition an intermediate part with 0 < α < 2 between the long and short characteristic time scales.
We show that the OU model provides a good description of the Fermi/LAT light curves of three blazars in our sample.
For the first time we provide constraints on the characteristic γ-ray time scale of variability in two BL Lac sources, 3C 66A and PKS 2155-304.
We find that the mixed OU process describes the light curves of the remaining 10 blazars better than the OU process.
We infer that their Fermi/LAT PSD resemble power-law functions and constrain their PSD slopes.

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