Is Quasar Optical Variability a Damped Random Walk?
arXiv:1202.3783 · doi:10.1088/0004-637X/765/2/106
Abstract
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 scales. Using a sample of OGLE quasar light curves, we consider four modifications to the DRW model by introducing additional parameters into the covariance function to search for deviations from the DRW model on both short and long time scales. We find good agreement with the DRW model on time scales that are well sampled by the data (from a month to a few years), possibly with some intrinsic scatter in the additional parameters, but this conclusion depends on the statistical test employed and is sensitive to whether the estimates of the photometric errors are correct to within ~10%. On very short time scales (below a few months), we see some evidence of the existence of a cutoff below which the correlation is stronger than the DRW model, echoing the recent finding of Mushotzky et al. (2011) using quasar light curves from Kepler. On very long time scales (> a few years), the light curves do not constrain models well, but are consistent with the DRW model.
6 pages, 6 figures, ApJ Accepted. For a brief video explaining the key result of this paper, see http://www.youtube.com/watch?v=8_UzzHuLczw, or http://v.youku.com/v_show/id_XMzUzMDAwMTQ0.html in countries where YouTube is not accessible
References in corpus (21)
- Composite Quasar Spectra From the Sloan Digital Sky Survey
- The SDSS Quasar Survey: Quasar Luminosity Function from Data Release Three
- Are the Variations in Quasar Optical Flux Driven by Thermal Fluctuations?
- Modeling the Time Variability of SDSS Stripe 82 Quasars as a Damped Random Walk
- Stretched Exponential Relaxation Arising from a Continuous Sum of Exponential Decays
- Measuring the broadband power spectra of active galactic nuclei with RXTE
- The Quasar Accretion Disk Size -- Black Hole Mass Relation
- The Quasar Accretion Disk Size - Black Hole Mass Relation
- Quantifying Quasar Variability As Part of a General Approach To Classifying Continuously Varying Sources
- An Alternative Approach To Measuring Reverberation Lags in Active Galactic Nuclei
- A Description of Quasar Variability Measured Using Repeated SDSS and POSS Imaging
- Kepler Observations of Rapid Optical Variability in Active Galactic Nuclei
- Optical Variability in Active Galactic Nuclei: Starbursts or Disk Instabilities?
- Quasar Accretion Disks Are Strongly Inhomogeneous
- Optimal Time-Series Selection of Quasars
- A Stochastic Model for the Luminosity Fluctuations of Accreting Black Holes
- Geometric and Dynamical Models of Reverberation Mapping Data
- Quasar Selection Based on Photometric Variability
- A Reverberation Lag for the High-Ionization Component of the Broad Line Region in the Narrow-Line Seyfert 1 Mrk 335
- The Magellanic Quasars Survey. II. Confirmation of 144 New Active Galactic Nuclei Behind the Southern Edge of the Large Magellanic Cloud
- The Magellanic Quasars Survey. I. Doubling the Number of Known AGNs Behind the Small Magellanic Cloud
Cited by in corpus (234)
- The Man Behind the Curtain: X-rays Drive the UV through NIR Variability in the 2013 AGN Outburst in NGC 2617
- A systematic search for close supermassive black hole binaries in the Catalina Real-Time Transient Survey
- Space Telescope and Optical Reverberation Mapping Project. III. Optical Continuum Emission and Broad-Band Time Delays in NGC 5548
- Modeling reverberation mapping data II: dynamical modeling of the Lick AGN Monitoring Project 2008 dataset
- False periodicities in quasar time-domain surveys
- Flexible and Scalable Methods for Quantifying Stochastic Variability in the Era of Massive Time-Domain Astronomical Data Sets
- A Population of Short-Period Variable Quasars from PTF as Supermassive Black Hole Binary Candidates
- Reverberation Measurements of the Inner Radius of the Dust Torus in 17 Seyfert Galaxies
- The Sloan Digital Sky Survey Reverberation Mapping Project: H and H Reverberation Measurements From First-year Spectroscopy and Photometry
- Stellar Velocity Dispersion Measurements in High-Luminosity Quasar Hosts and Implications for the AGN Black Hole Mass Scale
- The Sloan Digital Sky Survey Reverberation Mapping Project: Technical Overview
- Swift monitoring of NGC 5548: X-ray reprocessing and short term UV/optical variability
- A characteristic optical variability timescale in astrophysical accretion disks
- The Structure of the Broad-Line Region In Active Galactic Nuclei. II. Dynamical Modeling of Data from the AGN10 Reverberation Mapping Campaign
- Are the Variability Properties of the Kepler AGN Light Curves Consistent with a Damped Random Walk?
- Revisiting Stochastic Variability of AGNs with Structure Functions
- X-ray/UV/optical variability of NGC 4593 with Swift: Reprocessing of X-rays by an extended reprocessor
- Modeling reverberation mapping data I: improved geometric and dynamical models and comparison with cross-correlation results
- Space Telescope and Optical Reverberation Mapping Project. V. Optical Spectroscopic Campaign and Emission-Line Analysis for NGC 5548
- The Size of the Narrow-Line Emitting Region in the Seyfert 1 Galaxy NGC 5548 from Emission-Line Variability
- ASASSN-14ko is a Periodic Nuclear Transient in ESO 253-G003
- The Kepler Light Curves of AGN: A Detailed Analysis
- Understanding extreme quasar optical variability with CRTS: II. Changing-state quasars
- Reverberation Mapping of Optical Emission Lines in Five Active Galaxies
- Millimeter light curves of Sagittarius A* observed during the 2017 Event Horizon Telescope campaign
- Pan-STARRS1 variability of XMM-COSMOS AGN. II. Physical correlations and power spectrum analysis
- The Sloan Digital Sky Survey Reverberation Mapping Project: Initial CIV Lag Results from Four Years of Data
- Limitations on the recovery of the true AGN variability parameters using Damped Random Walk modeling
- Reverberation Mapping of Luminous Quasars at High-z
- A Bayesian Approach to Estimate the Size and Structure of the Broad-line Region in Active Galactic Nuclei Using Reverberation Mapping Data
- Reverberation Mapping of the Seyfert 1 Galaxy NGC 7469
- Stellar transits across a magnetized accretion torus as a mechanism for plasmoid ejection
- The Lick AGN Monitoring Project 2011: Dynamical Modeling of the Broad-Line Region
- Quantifying the Diffuse Continuum Contribution of BLR Clouds to AGN Continuum Inter-band Delays
- Improving Damped Random Walk parameters for SDSS Stripe 82 Quasars with Pan-STARRS1
- Supermassive black holes with high accretion rates in active galactic nuclei. XI. Accretion disk reverberation mapping of Mrk 142
- Quasar Accretion Disk Sizes From Continuum Reverberation Mapping From the Dark Energy Survey
- Supermassive Black Holes with High Accretion Rates in Active Galactic Nuclei. VIII. Structure of the Broad-Line Region and Mass of the Central Black Hole in Mrk 142
- Modeling the UV/optical continuum time-lags in AGN
- Stochastic Modeling of the Fermi/LAT Gamma-ray Blazar Variability
- Application of Stochastic Modeling to Analysis of Photometric Reverberation Mapping Data
- Evidence for Large Temperature Fluctuations in Quasar Accretion Disks From Spectral Variability
- A novel variability-based method for quasar selection: evidence for a rest frame ~54 day characteristic timescale
- Space Telescope and Optical Reverberation Mapping Project. IV. Anomalous behavior of the broad ultraviolet emission lines in NGC 5548
- Accretion Disc Time Lag Distributions: Applying CREAM to Simulated AGN Light Curves
- Continuum Reverberation Mapping of the Accretion Disks in Two Seyfert 1 Galaxies
- Optical Variability of Quasars with 20-Year Photometric Light Curves
- Corona-Heated Accretion-disk Reprocessing (CHAR): A Physical Model to Decipher the Melody of AGN UV/optical Twinkling
- Quasar Black Hole Mass Estimates in the Era of Time Domain Astronomy
- Mid-IR Variability and Dust Reverberation Mapping of Low- Quasars. I. Data, Methods and Basic Results
- AGN Variability Analysis Handbook
- Optical Variability of Narrow and Broad line Seyfert 1 galaxies
- The Discovery of Timescale-Dependent Color Variability of Quasars
- On the multi-wavelength variability of Mrk 110: Two components acting at different timescales
- Examining AGN UV/optical Variability Beyond the Simple Damped Random Walk
- Quasar Accretion Disk Sizes from Continuum Reverberation Mapping in the DES Standard Star Fields
- The Sloan Digital Sky Survey Reverberation Mapping Project: Ensemble Spectroscopic Variability of Quasar Broad Emission Lines
- A Bayesian Method for the Intercalibration of Spectra in Reverberation Mapping
- Reverberation Measurements of the Inner Radii of the Dust Tori in Quasars
- The Magellanic Quasars Survey. III. Spectroscopic Confirmation of 758 AGNs Behind the Magellanic Clouds
- Simulations of the OzDES AGN Reverberation Mapping Project
- Revisiting The Spectral and Timing Properties of NGC 4151
- A parallax distance to 3C 273 through spectroastrometry and reverberation mapping
- Strong Lens Time Delay Challenge: I. Experimental Design
- Assessment of stochastic and deterministic models of 6304 quasar lightcurves from SDSS Stripe 82
- Accretion Disk Sizes from Continuum Reverberation Mapping of AGN Selected from the ZTF Survey
- Measuring Quasar Variability with Pan-STARRS1 and SDSS
- Testing the relativistic Doppler boost hypothesis for supermassive black hole binary candidates
- EUCLIA - Exploring the UV/optical continuum lag in active galactic nuclei. I. a model without light echoing
- Time delay measurement of Mg II line in CTS C30.10 with SALT
- Multiwavelength behaviour of the blazar 3C279: decade-long study from -ray to radio
- Long-term monitoring of the archetype Seyfert galaxy MCG-6-30-15: X-ray, optical and near-IR variability of the corona, disc and torus
- COSMOGRAIL XVIII: time delays of the quadruply lensed quasar WFI2033-4723
- A Degeneracy in DRW Modelling of AGN Light Curves
- Quasar Variability in the Mid-Infrared
- How far is quasar UV/optical variability from damped random walk at low frequency?
- On Reverberation Mapping Lag Uncertainties
- Dust Reverberation Mapping in Distant Quasars from Optical and Mid-Infrared Imaging Surveys
- Time Delay of MgII Emission Response for the Luminous Quasar HE 0435-4312: Towards Application of High-Accretor Radius-Luminosity Relation in Cosmology
- Time-delay measurement of MgII broad line response for the highly-accreting quasar HE 0413-4031: Implications for the MgII-based radius-luminosity relation
- Gaussian Process Modeling -LAT -ray Blazar Variability: A Sample of Blazars with -ray Quasi-periodicities
- Simulating the timescale dependent color variation in quasars with a revised inhomogeneous disk model
- Accretion Disk Size Measurements of Active Galactic Nuclei Monitored by the Zwicky Transient Facility
- Constraints on the broad line region from regularized linear inversion: Velocity-delay maps for five nearby active galactic nuclei
- X-ray and Optical Correlation of Type I Seyfert NGC 3516 Studied with Suzaku and Japanese Ground-Based Telescopes
- Current and future applications of Reverberation-mapped quasars in Cosmology
- Deep modeling of quasar variability
- CIV and CIII] reverberation mapping of the luminous quasar PG 1247+267
- OzDES Reverberation Mapping Program: The first Mg II lags from five years of monitoring
- X-ray flux variability of active galactic nuclei observed using NuSTAR
- Supermassive black holes with high accretion rates in active galactic nuclei: X. Optical variability characteristics
- Investigating photometric and spectroscopic variability in the multiply-imaged Little Red Dot A2744-QSO1
- A Non-parametric Approach to Constrain the Transfer Function in Reverberation Mapping
- Robust Strong Lensing Time Delay Estimation
- The nuclear transient AT 2017gge: a tidal disruption event in a dusty and gas-rich environment and the awakening of a dormant SMBH
- Beyond subhalos: Probing the collective effect of the Universe's small-scale structure with gravitational lensing
- Toward the unambiguous identification of supermassive binary black holes through Bayesian inference
- The Rapid X-ray and UV Evolution of ASASSN-14ko
- The curtain remains open: NGC 2617 continues in a high state
- A structure function analysis of VST-COSMOS AGN
- Using AGN lightcurves to map accretion disc temperature fluctuations
- Multi-Wavelength Monitoring and Reverberation Mapping of a Changing Look Event in the Seyfert Galaxy NGC 3516
- Investigating Active Galactic Nuclei Variability Using Combined Multi-Quarter Kepler Data
- Correlated X-ray/UV/optical variability and the nature of accretion disc in the bare Seyfert 1 galaxy Fairall~9
- A High-Quality velocity-delay map of the broad-line region in NGC 5548
- Constraints on the temperature inhomogeneity in quasar accretion discs from the ultraviolet-optical spectral variability
- WISE view of changing-look AGNs: evidence for a transitional stage of AGNs
- Monitoring AGNs with Hβ Asymmetry. II. Reverberation Mapping of Three Seyfert Galaxies Historically Displaying Hβ Profiles with Changing Asymmetry: Mrk 79, NGC 3227, and Mrk 841
- A Luminous Transient Event in a Sample of WISE-Selected Variable AGN
- Chandra, HST/STIS, NICER, Swift, and TESS Detail the Flare Evolution of the Repeating Nuclear Transient ASASSN-14ko
- A multi-epoch spectroscopic study of the BAL quasar APM 08279+5255 II. Emission- and absorption-line variability time lags
- The Dusty Heart of NGC 4151 Revealed by 1-40 m Reverberation Mapping and Variability: A Challenge to Current Clumpy Torus Models
- Size and disk-like shape of the broad-line region of ESO399-IG20
- Pan-STARRS1 variability of XMM-COSMOS AGN. I. Impact on photometric redshifts
- The LSST era of supermassive black holes accretion-disk reverberation mapping
- A forward modelling approach to AGN variability -- Method description and early applications
- Long-term and multi-wavelength evolution of a changing-look AGN Mrk 1018
- Scatter Analysis Along the Multidimensional Radius-Luminosity Relations for Reverberation-Mapped Mg II Sources
- Evolution of quasar stochastic variability along its main sequence
- A formal method for identifying distinct states of variability in time-varying sources: SgrA* as an example
- Broad line region and black hole mass of PKS 1510-089 from spectroscopic reverberation mapping
- The luminosity-dependent contribution from the broad line region to the wavelength-dependent lags in Mrk 110
- Modeling Stochastic Variability in Multi-Band Time Series Data
- Supermassive black holes with high accretion rates in active galactic nuclei. VII. Reconstruction of velocity-delay maps by maximum entropy method
- Gaussian Process Modeling Blazar Multiwavelength Variability: Indirectly Resolving Jet Structure
- Bayesian Estimates of Astronomical Time Delays between Gravitationally Lensed Stochastic Light Curves
- A Method to Measure the Unbiased Decorrelation Timescale of the AGN Variable Signal from Structure Functions
- Expectations for time-delay measurements in active galactic nuclei with the Vera Rubin Observatory
- Correlated X-ray/UV/optical emission and short term variability in a Seyfert 1 galaxy NGC 4593
- The Timescale-Dependent Color Variability of Quasars Viewed with GALEX
- Kinematic signatures of reverberation mapping of close binaries of supermassive black holes in active galactic nuclei. II. Atlas of two-dimensional transfer functions
- Narrow Fe-K Reverberation Mapping Unveils the Deactivated Broad-Line Region in a Changing-Look Active Galactic Nucleus
- The Time-Domain Spectroscopic Survey: Understanding the Optically Variable Sky with SEQUELS in SDSS-III
- Spectral Energy Distributions of Candidate Periodically-Variable Quasars: Testing the Binary Black Hole Hypothesis
- Twisted quasar light curves: implications for continuum reverberation mapping of accretion disks
- Constraining quasar structure using high-frequency microlensing variations and continuum reverberation
- A Gravitationally Lensed Quasar Discovered in OGLE
- A Negative Long Lag from the Optical to the UV Continuum in Fairall 9
- A 6.4yr optical quasi-periodic oscillations in SDSS J075217.84+193542.2: a new candidate for central binary black hole system
- On the UV/optical variation in NGC 5548: new evidence against the reprocessing diagram
- Imprints of the quasar structure in time-delay light curves: Microlensing-aided reverberation mapping
- Properties of long-term optical variability of active galactic nuclei with double-peaked broad low-ionization emission lines
- Modelling time delays from two reprocessors in active galactic nuclei
- Constraints on accretion disk size in the massive type 1 quasar PG 2308+098 from optical continuum reverberation lags
- An intrinsic link between long-term UV/optical variations and X-ray loudness in quasars
- OzDES Reverberation Mapping Program: Lag recovery reliability for 6-year CIV analysis
- Discovering the Mass-Scaled Damping Timescale from Microquasars to Blazars
- Flares in the changing look AGN Mrk 590. I: The UV response to X-ray outbursts suggests a more complex reprocessing geometry than a standard disk
- Reliable Identification of Binary Supermassive Black Holes from Rubin Observatory Time-Domain Monitoring
- Evidence for a milliparsec-separation Supermassive Binary Black Hole with quasar microlensing
- Ensemble power spectral density of SDSS quasars in UV/optical bands
- Modeling the Variability of Active Galactic Nuclei by Infinite Mixture of Ornstein-Uhlenbeck(OU) Processes
- Constraining AGN Torus Sizes with Optical and Mid-Infrared Ensemble Structure Functions
- How can the optical variation properties of active galactic nuclei be unbiasedly measured?
- Variable classification in the LSST era: Exploring a model for quasi-periodic light curves
- The effects of Time-Variable Absorption due to Gamma-Ray Bursts In Active Galactic Nuclei Accretion Disks
- Spectral and Time Series Analyses of the Seyfert 1 AGN: Zw 229.015
- Testing the linear relationship between black hole mass and variability timescale in low-luminosity AGN at submillimeter wavelengths
- Continuum optical-UV and X-ray variability of AGN: current results and future challenges
- Discovering Strongly-lensed QSOs From Unresolved Light Curves
- Hierarchical Reverberation Mapping
- Continuum reverberation mapping of the quasar PG 2130+099
- Wavelength-resolved reverberation mapping of intermediate redshift quasars HE 0413-4031 and HE 0435-4312: Dissecting Mg II, optical Fe II, and UV Fe II emission regions
- A new timescale-mass scaling for the optical variation of active galactic nuclei across the intermediate-mass to supermassive scales
- A 3.8yr optical quasi-periodic oscillations in blue quasar SDSS J132144+033055 through combined light curves from CSS and ZTF
- Reverberation Mapping of PG 0934+013 with the Southern African Large Telescope
- Latent Stochastic Differential Equations for Modeling Quasar Variability and Inferring Black Hole Properties
- Using Leaked Power to Measure Intrinsic AGN Power Spectra of Red-Noise Time Series
- Wavelength-resolved Reverberation Mapping of quasar CTSC30.10: Dissecting MgII and FeII emission regions
- Reverberation-mapping of distant quasars: time-lag determination using different methods
- Investigating the Theory of Propagating Fluctuations with Numerical Models of Stochastic Accretion Discs
- Estimating Black Hole Masses in Hundreds of Quasars
- The H broadband photometric reverberation mapping of four Seyfert 1 galaxies
- SDSS J1058+5443: A blue quasar does not have optical/NUV broad emission lines
- Space Photometry with BRITE-Constellation
- More variable quasars have stronger emission lines
- Dust Reverberation Mapping of Z229-15
- Solving the puzzle of discrepant quasar variability on monthly time-scales implied by SDSS and CRTS data sets
- Continuum reverberation mapping of MCG 08-11-011
- Probing the disc-jet coupling in S4 0954+65, PKS 0903-57, & 4C +01.02 with -rays
- Measuring time delays: I. Using a flux time series that is a linear combination of time-shifted light curves
- TESS Shines Light on the Origin of the Ambiguous Nuclear Transient ASASSN-18el
- Spectroscopic reverberation mapping of Quasar PKS 0736+017: Broad-Line Region and Black-hole Mass
- Dust Reverberation Mapping of Type 2 AGN NGC 2110 Realized with X-ray and 3-5 m IR monitoring
- TD-CARMA: Painless, accurate, and scalable estimates of gravitational-lens time delays with flexible CARMA processes
- Systematic research of low redshift optically selected SDSS Type-2 AGN but with apparent long-term optical variabilities from Catalina Sky Survey, I: data sample and basic results
- Multi-wavelength Variation Phenomena of PKS 0735+178 on Diverse Timescale
- UV Fe II emission model of HE 0413-4031 and its relation to broad-line time delays
- Complex optical/UV and X-ray variability in Seyfert 1 galaxy Mrk 509
- A new 2D stochastic methodology for simulating variable accretion discs: propagating fluctuations and epicyclic motion
- Geometric Distances of Quasars Measured by Spectroastrometry and Reverberation Mapping:Monte Carlo Simulations
- Testing the Cosmological Principle: On the Time Dilation of Distant Sources
- Broadband Photometric Reverberation Mapping Analysis on SDSS-RM and Stripe 82 Quasars
- A candidate of binary black hole system in AGN with broad Balmer emission lines having quite different line widths
- Extreme Variability Quasars in Their Various States. II: Spectral Variation Revealed with Multi-epoch Spectra
- Long-term variability of the composite galaxy SDSS J103911-000057: A candidate of true Type-2 AGN
- Modelling variability power spectra of active galaxies from irregular time series
- Chromatic Microlensing Time Delays
- Optical variability of quasars: a damped random walk
- The variability of the broad-line Balmer decrement for quasars from the Sloan Digital Sky Survey Reverberation Mapping
- On the Origin of the Dramatic Spectral Variability of WPVS 007
- Optical spectral index - luminosity relation for the 17 mapped Palomar-Green quasars
- Optical variability of ICRF3 quasars in the Pan-STARRS 3Pi survey with functional principal components analysis
- The Performance of Photometric Reverberation Mapping at High Redshift and the Reliability of Damped Random Walk Models
- Periodic variability of the z=2.0 quasar QSO B1312+7837
- A Search for X-ray/UV Correlation in the Reflection-Dominated Seyfert 1 Galaxy Mrk 1044
- Standardizing reverberation-measured Mg II time-lag quasars, by using the radius-luminosity relation, and constraining cosmological model parameters
- Polarization Studies in Different Blazar Types. Part I: Correlation between Optical Brightness and Polarization Degree
- A novel approach to study the variability of NGC 5548
- High frequency breaks in optical active galactic nuclei power spectral density
- Joint Modeling of Quasar Variability and Accretion Disk Reprocessing using Latent Stochastic Differential Equations
- Timescale-dependent X-ray to UV time lags of NGC 4593 using high-intensity XMM-Newton observations with Swift and AstroSat
- Rarefied Broad-Line Regions in Active Galactic Nuclei: Anomalous Responses in Reverberation Mapping and Implications for Weak Emission-Line Quasars
- Light-curve instabilities of Beta Lyrae observed by the BRITE satellites
- Discovery of two quasars at from the OGLE Survey
- Seeking Neutrino Emission from AGN through Temporal and Spatial Cross Correlation
- Multi-epoch X-ray spectral analysis of Centaurus A: revealing new constraints on iron emission line origins
- Scalable and Robust Multiband Modeling of AGN Light Curves in Rubin-LSST
- Revisiting the Continuum Reverberation Lags in the AGN PKS 0558-504
- Continuum polarization reverberation mapping of AGNs
- Harnessing Unresolved Lensed Quasars: The Mathematical Foundation of the Fluctuation Curve
- About 300 days optical quasi-periodic oscillations in the long-term light curves of the blazar PKS 2155-304
- The Feasibility and Flexibility of Selecting Quasars by Variability Using Ensemble Machine Learning Algorithms
- The UV/optical Continuum Reverberation Mapping of Eight Active Galactic Nuclei with Swift: Further Evidence for the Outer Component
- Six Maxims of Statistical Acumen for Astronomical Data Analysis
- Optical selection of quasars: SDSS and LSST
- SDSSJ14584479+3720215: A Benchmark JHK Blazar Light Curve from the 2MASS Calibration Scans
- Quasar Microlensing Models with Constraints on the Quasar Light Curves
- Searching for unresolved massive black hole pairs through AGN photometric variability
- Reprocessing Models for the Optical Light Curves of Hypervariable Quasars from the Sloan Digital Sky Survey Reverberation Mapping Project
- AGN variability in the age of VRO
- Identifications of RR Lyrae stars and Quasars from the simulated data of Mephisto-W Survey
- AGILE: an end-to-end Rubin-LSST simulation of AGNs, galaxies, and stars I. Software description and first data release
- SDSS J153231.80+420342.7: a triple black hole candidate with a close binary black hole