Abstract:We present an in-depth and systematic analysis of a sample of 20 powerful blazars, including 12 BL Lacs and 8 flat spectrum radio quasars, utilizing Fermi/LAT observations from the period 2008-2018 using various analysis tools such as flux distribution, symmetry analysis, and time series analysis. Results show that blazars with steeper γ-ray spectral indexes are found to be more variable; and the γ-ray flux distribution closely resemble both normal and lognormal probability distribution functions. The statisti… Show more
“…Blazars are usually variable in practically all accessible bands, on diverse timescales and amplitudes. The general nature of the variability appears to be aperiodic, with the exception of a few sources such as Mrk 501, Mrk 421, S5 0716+714, PKS 1424 which are reported to show quasiperiodic oscillations [3,5]. The source in general are far away in the sense that the the telescopes with current capability hardly can resolve the central engine.…”
Section: Pos(icrc2021)606mentioning
confidence: 99%
“…In this proceeding, I present some of highlight of the works on -ray variability study of a sample of 20 blazar using the decade-long observation from Fermi/LAT telescope (see [3,4]. Section 2, the analysis methods are discussed and in Section 3 result and discussion are presented.…”
Section: Pos(icrc2021)606mentioning
confidence: 99%
“…To generate the light curves the data were binned in weekly bins and the task gtlike was run to carry out maximum-likelihood analysis, and to extract the source flux the events above test statistics 10 (equivalently 3 ) [33] were considered . For details on the data processing refer to [3] https://fermi.gsfc.nasa.gov/ssc/data/analysis/software/ https://fermi.gsfc.nasa.gov/ssc/data/analysis/scitools/likelihood_tutorial.html…”
Section: Observations and Data Processingmentioning
I present results of variability study of a sample of 20 powerful blazars using Fermi/LAT (0.1-300 GeV) observations. We studied decade-long observations applying various analysis tools such as flux distribution, symmetry analysis, and RMS-flux relation. It was found that theray flux distribution closely resembles a log-normal probability distribution function and can be characterized by linear RMS-flux relation. The power spectral density analysis shows the statistical variability properties of the sources as studied are consistent with flicker noise, an indication of long-memory processes at work. Statistical analysis of the distribution of flux rise and decay rates in the light curves of the sources, aimed at distinguishing between particle acceleration and energy-dissipation timescales, counter-intuitively suggests that both kinds of rates follow a similar distribution and the derived mean variability timescales are on the order of a few weeks. The corresponding emission region size is used to constrain the location of -ray production sites in the sources to be a few parsecs. Additionally, using Lomb-Scargle periodogram and weighted wavelet z-transform methods and extensive Monte Carlo simulations, we detected year-timescale quasi-periodic oscillations in the sources S5 0716+714, Mrk 421, ON +325, PKS 1424-418, and PKS 2155-304. We also performed recurrence quantification analysis of the sources and directly measure the deterministic quantities, which suggest that the dynamical processes in blazars could be a combination of deterministic and stochastic processes, while some of the source light curves revealed significant deterministic content.
“…Blazars are usually variable in practically all accessible bands, on diverse timescales and amplitudes. The general nature of the variability appears to be aperiodic, with the exception of a few sources such as Mrk 501, Mrk 421, S5 0716+714, PKS 1424 which are reported to show quasiperiodic oscillations [3,5]. The source in general are far away in the sense that the the telescopes with current capability hardly can resolve the central engine.…”
Section: Pos(icrc2021)606mentioning
confidence: 99%
“…In this proceeding, I present some of highlight of the works on -ray variability study of a sample of 20 blazar using the decade-long observation from Fermi/LAT telescope (see [3,4]. Section 2, the analysis methods are discussed and in Section 3 result and discussion are presented.…”
Section: Pos(icrc2021)606mentioning
confidence: 99%
“…To generate the light curves the data were binned in weekly bins and the task gtlike was run to carry out maximum-likelihood analysis, and to extract the source flux the events above test statistics 10 (equivalently 3 ) [33] were considered . For details on the data processing refer to [3] https://fermi.gsfc.nasa.gov/ssc/data/analysis/software/ https://fermi.gsfc.nasa.gov/ssc/data/analysis/scitools/likelihood_tutorial.html…”
Section: Observations and Data Processingmentioning
I present results of variability study of a sample of 20 powerful blazars using Fermi/LAT (0.1-300 GeV) observations. We studied decade-long observations applying various analysis tools such as flux distribution, symmetry analysis, and RMS-flux relation. It was found that theray flux distribution closely resembles a log-normal probability distribution function and can be characterized by linear RMS-flux relation. The power spectral density analysis shows the statistical variability properties of the sources as studied are consistent with flicker noise, an indication of long-memory processes at work. Statistical analysis of the distribution of flux rise and decay rates in the light curves of the sources, aimed at distinguishing between particle acceleration and energy-dissipation timescales, counter-intuitively suggests that both kinds of rates follow a similar distribution and the derived mean variability timescales are on the order of a few weeks. The corresponding emission region size is used to constrain the location of -ray production sites in the sources to be a few parsecs. Additionally, using Lomb-Scargle periodogram and weighted wavelet z-transform methods and extensive Monte Carlo simulations, we detected year-timescale quasi-periodic oscillations in the sources S5 0716+714, Mrk 421, ON +325, PKS 1424-418, and PKS 2155-304. We also performed recurrence quantification analysis of the sources and directly measure the deterministic quantities, which suggest that the dynamical processes in blazars could be a combination of deterministic and stochastic processes, while some of the source light curves revealed significant deterministic content.
“…The typical approach to search for periodicity at -ray energies in blazars is to analyze a limited sample of a few blazars and apply two or three time-series algorithms [e.g., 3,21]. In [10], we developed a pipeline to perform a search for periodicities in hundreds of blazars.…”
Blazars can show variability on a wide range of timescales. However, the search for periodicity in the -ray emission of blazars remains an on-going challenge. This contribution will show the results obtained when a systematic pipeline is used to implement ten well-established methods to search for periodicity. We analyze the most promising candidates selected from our previous work, extending the Fermi-LAT light curves over three more years, for a total telescope time of twelve years. These improvements have allowed us to build the first sample of blazars that display a periodicity detected at a significance > 5 . Finally, we will discuss the potential origins for the periodic behavior observed in blazars.
“…Using the spectral analysis RobPer, Benitez et al [8] also found a periodicity of 310 d in optical, gamma, and X-ray data, also supporting the BBH hypothesis. [9] found a 280 d period in FERMI data, and Nilsson et al [11] found a period of 477 d in optical data. Contrary to these findings, Sandrinelli et al [7] analyzed gamma ray and optical light curves and found no significant periodicity in either.…”
Results from different methods searching for Quasi periodic oscillations (QPOs) in blazars will be shown, indicating no significant evidence for periodic signals beyond the noise level. Blazars are a subclass of active galactic nuclei (AGN), and are highly variable objects. QPOs, which might originate from a binary black hole located at the AGN core, have been found in some blazar light curves. For the blazars Mrk 421 and Mrk 501, we test the possible QPO behaviour using a variety of methods (generalized Lomb-Scargle Periodogram, CARMA, Wavepal and A-T plane), studying in detail systematic effects. We use gamma-ray light curves from FACT, a ground-based imaging air Cherenkov telescope and Fermi-LAT, a gamma-ray satellite. Furthermore, we explore the possibility to search for periodicities with the information field theory.
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