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The damped random walk (DRW) model is increasingly used to model the variability in quasar optical light curves, but it is still uncertain whether the DRW model provides an adequate description of quasar optical variability across all time…

Cosmology and Nongalactic Astrophysics · Physics 2013-02-25 Ying Zu , C. S. Kochanek , Szymon Kozłowski , Andrzej Udalski

We model the time variability of ~9,000 spectroscopically confirmed quasars in SDSS Stripe 82 as a damped random walk. Using 2.7 million photometric measurements collected over 10 years, we confirm the results of Kelly et al. (2009) and…

Cosmology and Nongalactic Astrophysics · Physics 2010-09-07 C. L. MacLeod , Ž. Ivezić , C. S. Kochanek , S. Kozłowski , B. C. Kelly , E. Bullock , A. Kimball , B. Sesar , D. Westman , K. Brooks , R. Gibson , A. C. Becker , W. H. de Vries

We provide a quantitative description and statistical interpretation of the optical continuum variability of quasars. The Sloan Digital Sky Survey (SDSS) has obtained repeated imaging in five UV-to-IR photometric bands for 33,881…

A damped random walk is a stochastic process, defined by an exponential covariance matrix that behaves as a random walk for short time scales and asymptotically achieves a finite variability amplitude at long time scales. Over the last few…

High Energy Astrophysical Phenomena · Physics 2015-06-18 Zeljko Ivezic , Chelsea L. MacLeod

We use the Panoramic Survey Telescope and Rapid Response System 1 Survey (Pan-STARRS1, PS1) data to extend the Sloan Digital Sky Survey (SDSS) Stripe 82 quasar light curves. Combining PS1 and SDSS light curves provides a 15 yr baseline for…

Astrophysics of Galaxies · Physics 2021-02-10 Krzysztof Suberlak , Željko Ivezić , Chelsea MacLeod

Context: Quasar variability has proven to be a powerful tool to constrain the properties of their inner engine and the accretion process onto supermassive black holes. Correlations between UV/optical variability and physical properties have…

Astrophysics of Galaxies · Physics 2024-06-26 Vincenzo Petrecca , Iossif Papadakis , Maurizio Paolillo , Demetra De Cicco , Franz Bauer

We investigate the UV-optical (longward of Ly$\alpha$ 1216\AA) spectral variability of nearly 9000 quasars ($0<z<4$) using multi-epoch photometric data within the SDSS Stripe 82 region. The regression slope in the flux-flux space of a…

Cosmology and Nongalactic Astrophysics · Physics 2014-02-14 Mitsuru Kokubo , Tomoki Morokuma , Takeo Minezaki , Mamoru Doi , Toshihiro Kawaguchi , Hiroaki Sameshima , Shintaro Koshida

A damped random walk (DRW) process is often used to describe the temporal UV/optical continuum variability of active galactic nuclei (AGN). However, recent investigations have shown that this model fails to capture the full spectrum of AGN…

Astrophysics of Galaxies · Physics 2025-10-21 Weixiang Yu , Gordon T. Richards , John J. Ruan , Michael S. Vogeley , Franz E. Bauer , Matthew J. Graham

Quasar microlensing analyses implicitly generate a model of the variability of the source quasar. The implied source variability may be unrealistic yet its likelihood is generally not evaluated. We used the damped random walk (DRW) model…

Instrumentation and Methods for Astrophysics · Physics 2017-11-01 S. S. Tie , C. S. Kochanek

We analyze the properties of quasar variability using repeated SDSS imaging data in five UV-to-far red photometric bands, accurate to 0.02 mag, for 13,000 spectroscopically confirmed quasars. The observed time lags span the range from 3…

Variability is a striking features of quasars, observed at all timescales wavelengths. Studying its properties and the correlations with the physical parameters (e.g. black hole mass and accretion rate) provides significant insights into…

We present an improved photometric error analysis for the 7,100 CRTS (Catalina Real-Time Transient Survey) optical light curves for quasars from the SDSS (Sloan Digital Sky Survey) Stripe 82 catalogue. The SDSS imaging survey has provided a…

Astrophysics of Galaxies · Physics 2017-12-07 Krzysztof Suberlak , Željko Ivezić , Chelsea L. MacLeod , Matthew Graham , Branimir Sesar

We investigate the UV continuum slope $\alpha$ of a large quasar sample from SDSS DR7. By using specific continuum windows, we build two samples at lower ($0.71<z<1.19$) and higher ($1.90<z<3.15$) redshifts, which correspond to the…

Astrophysics of Galaxies · Physics 2016-06-15 Xiaoyi Xie , Zhengyi Shao , Shiyin Shen , Hui Liu , Linlin Li

We investigated the optical/ultraviolet (UV) color variations for a sample of 2169 quasars based on multi-epoch spectroscopy in the Sloan Digital Sky Survey (SDSS) data release seven (DR7) and data release nine (DR9). To correct the…

Astrophysics of Galaxies · Physics 2016-05-25 Hengxiao Guo , Minfeng Gu

Sloan Digital Sky Survey (SDSS) repeat spectroscopic observations have resulted in multiple-epoch spectroscopy for roughly 2500 quasars observed more than 50 days apart. From this sample, we identify 315 quasars that have varied…

We measure long (2200-4000 ang) and short (1450-2200 ang) wavelength spectral slopes \alpha (F_\nu proportional to \nu^\alpha) for quasar spectra from the Sloan Digital Sky Survey. The long and short wavelength slopes are computed from 3646…

Astrophysics · Physics 2009-11-13 Shane W. Davis , Jong-Hak Woo , Omer M. Blaes

We report the first results of a systematic investigation to characterize blazar variability power spectral densities (PSDs) at optical frequencies using densely sampled (5--15 minutes integration time), high photometric accuracy…

High Energy Astrophysical Phenomena · Physics 2021-03-10 Arti Goyal

We characterize the optical variability of quasars in the intermediate Palomar Transient Factory (iPTF) and Palomar Transient Factory (PTF) surveys. We re-calibrate the $r$-band light curves for $\sim$28,000 luminous, broad-line AGNs from…

Astrophysics of Galaxies · Physics 2017-01-18 Neven Caplar , Simon J. Lilly , Benny Trakhtenbrot

Using a sample of over 25000 spectroscopically confirmed quasars from the Sloan Digital Sky Survey, we show how quasar variability in the rest frame optical/UV regime depends upon rest frame time lag, luminosity, rest wavelength, redshift,…

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