Detection of Time Lags Between Quasar Continuum Emission Bands based on Pan-STARRS Light-curves
arXiv:1612.08747 · doi:10.3847/1538-4357/aa5b91
Abstract
We study the time lags between the continuum emission of quasars at different wavelengths, based on more than four years of multi-band (, , , ) light-curves in the Pan-STARRS Medium Deep Fields. As photons from different bands emerge from different radial ranges in the accretion disk, the lags constrain the sizes of the accretion disks. We select 240 quasars with redshifts or that are relatively emission line free. The light curves are sampled from day to month timescales, which makes it possible to detect lags on the scale of the light crossing time of the accretion disks. With the code JAVELIN, we detect typical lags of several days in the rest frame between the band and the bands. The detected lags are times larger than the light crossing time estimated from the standard thin disk model, consistent with the recently measured lag in NGC5548 and micro-lensing measurements of quasars. The lags in our sample are found to increase with increasing luminosity. Furthermore, the increase in lags going from to and then to is slower than predicted in the thin disk model, particularly for high luminosity quasars. The radial temperature profile in the disk must be different from what is assumed. We also find evidence that the lags decrease with increasing line ratios between ultraviolet FeII lines and MgII, which may point to changes in the accretion disk structure at higher metallicity.
arXiv comment18 pages, 17 Figures, 3 Tables, submitted to ApJ
References in corpus (58)
- The Eleventh and Twelfth Data Releases of the Sloan Digital Sky Survey: Final Data from SDSS-III
- SDSS-III: Massive Spectroscopic Surveys of the Distant Universe, the Milky Way Galaxy, and Extra-Solar Planetary Systems
- The Baryon Oscillation Spectroscopic Survey of SDSS-III
- The Man Behind the Curtain: X-rays Drive the UV through NIR Variability in the 2013 AGN Outburst in NGC 2617
- Central Masses and Broad-Line Region Sizes of Active Galactic Nuclei. II. A Homogeneous Analysis of a Large Reverberation-Mapping Database
- A Catalog of Quasar Properties from SDSS DR7
- On characterising the variability properties of X-ray light curves from active galaxies
- The Pan-STARRS1 Photometric System
- 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
- On Uncertainties in Cross-Correlation Lags and the Reality of Wavelength-Dependent Continuum Lags in Active Galactic Nuclei
- The Rest-Frame Extreme Ultraviolet Spectral Properties of QSOs
- The Lick AGN Monitoring Project: Broad-Line Region Radii and Black Hole Masses from Reverberation Mapping of Hbeta
- Photometric Calibration of the First 1.5 Years of the Pan-STARRS1 Survey
- 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
- Space Telescope and Optical Reverberation Mapping Project. III. Optical Continuum Emission and Broad-Band Time Delays in NGC 5548
- Space Telescope and Optical Reverberation Mapping Project. II. Swift and HST Reverberation Mapping of the Accretion Disk of NGC 5548
- Testing thermal reprocessing in AGN accretion discs
- The Sloan Digital Sky Survey quasar catalog: tenth data release
- CAIXA: a catalogue of AGN in the XMM-Newton archive III. Excess Variance Analysis
- Black hole masses and enrichment of z ~ 6 SDSS quasars
- Evidence for non-evolving FeII/MgII ratios in rapidly accreting z~6 QSOs
- On the Reliability of Cross Correlation Function Lag Determinations in Active Galactic Nuclei
- Quasar Accretion Disks Are Strongly Inhomogeneous
- The Sloan Digital Sky Survey Reverberation Mapping Project: Technical Overview
- The Lick AGN Monitoring Project 2011: Spectroscopic Campaign and Emission-Line Light Curves
- X-ray Microlensing in RXJ1131-1231 and HE1104-1805
- Swift monitoring of NGC 5548: X-ray reprocessing and short term UV/optical variability
- On the size and location of the X-ray emitting coronae around black holes
- Revisiting Stochastic Variability of AGNs with Structure Functions
- Correlated long-term optical and X-ray variations in NGC 5548
- On the variability of quasars: a link between Eddington ratio and optical variability?
- The Structure of the X-ray and Optical Emitting Regions of the Lensed Quasar Q 2237+0305
- The Sloan Digital Sky Survey Reverberation Mapping Project: First Broad-line Hbeta and MgII Lags at z>~0.3 from six-Month Spectroscopy
- Radiation pressure instability driven variability in the accreting black holes
- Quasar Optical Variability in the Palomar-QUEST Survey
- Precise Throughput Determination of the PanSTARRS Telescope and the Gigapixel Imager using a Calibrated Silicon Photodiode and a Tunable Laser: Initial Results
- On the Thermal Stability of Radiation Dominated Accretion Disks
- Line driven winds and the UV turnover in AGN accretion discs
- Pan-STARRS1 variability of XMM-COSMOS AGN. II. Physical correlations and power spectrum analysis
- Long term optical and X-ray variability of the Seyfert galaxy Markarian 79
- Dependence of the optical/UV variability on the emission line properties and Eddington ratio in active galactic nuclei
- QSO Selection Algorithm Using Time Variability and Machine Learning: Selection of 1,620 QSO Candidates from MACHO LMC Database
- Twelve years of X-ray and optical variability in the Seyfert galaxy NGC 4051
- Application of Stochastic Modeling to Analysis of Photometric Reverberation Mapping Data
- Iron Opacity Bump Changes the Stability and Structure of Accretion Disks in Active Galactic Nuclei
- Accretion Disc Time Lag Distributions: Applying CREAM to Simulated AGN Light Curves
- Gravitational Lensing Size Scales for Quasars
- The UV peak in Active Galactic Nuclei : a false continuum from blurred reflection ?
- Optical and Near-IR long-term monitoring of NGC3783 and MR2251-178: evidence for variable near-IR emission from thin accretion discs
- The Origin of UV-optical Variability in AGN and Test of Disc Models: XMM-Newton and ground based observations of NGC4395
- Correlated X-ray/Ultraviolet/Optical Variability in NGC 6814
- Correlated X-ray and Optical Variability in Mkn 509
- Variability-based AGN selection using image subtraction in the SDSS and LSST era
- Quasar Cartography: from Black Hole to Broad Line Region Scales
Cited by in corpus (52)
- LSST: from Science Drivers to Reference Design and Anticipated Data Products
- The Sloan Digital Sky Survey Reverberation Mapping Project: H and H Reverberation Measurements From First-year Spectroscopy and Photometry
- Reverberation mapping of Active Galactic Nuclei: from X-ray corona to dusty torus
- Accretion disk reverberation with Hubble Space Telescope observations of NGC 4593: evidence for diffuse continuum lags
- Quasar Accretion Disk Sizes From Continuum Reverberation Mapping From the Dark Energy Survey
- The Sloan Digital Sky Survey Reverberation Mapping Project: Accretion-Disk Sizes from Continuum Lags
- Continuum Reverberation Mapping of the Accretion Disks in Two Seyfert 1 Galaxies
- Corona-Heated Accretion-disk Reprocessing (CHAR): A Physical Model to Decipher the Melody of AGN UV/optical Twinkling
- Mid-IR Variability and Dust Reverberation Mapping of Low- Quasars. I. Data, Methods and Basic Results
- Quasar Accretion Disk Sizes from Continuum Reverberation Mapping in the DES Standard Star Fields
- Accretion Disk Sizes from Continuum Reverberation Mapping of AGN Selected from the ZTF Survey
- AGN Continuum Reverberation Mapping Based on Zwicky Transient Facility Light Curves
- Non-Blackbody Disks Can Help Explain Inferred AGN Accretion Disk Sizes
- On Reverberation Mapping Lag Uncertainties
- Dust Reverberation Mapping in Distant Quasars from Optical and Mid-Infrared Imaging Surveys
- Winds Can "Blow Up" AGN Accretion Disk Sizes
- Accretion Disk Size Measurements of Active Galactic Nuclei Monitored by the Zwicky Transient Facility
- Deep modeling of quasar variability
- Cosmology Intertwined: A Review of the Particle Physics, Astrophysics, and Cosmology Associated with the Cosmological Tensions and Anomalies
- Quasar Microlensing Variability Studies Favor Shallow Accretion Disk Temperature Profiles
- Testing the disk-corona interplay in radiatively-efficient broad-line AGN
- Difficulties of Quantitative Tests of the Kerr-Hypothesis with X-Ray Observations of Mass Accreting Black Holes
- HST imaging of four gravitationally lensed quasars
- The LSST era of supermassive black holes accretion-disk reverberation mapping
- Measuring accretion disk sizes of lensed quasars with microlensing time delay in multi-band light curves
- Faint AGNs Favor Unexpectedly Long Inter-band Time Lags
- X-ray, UV and optical time delays in the bright Seyfert galaxy Ark 120 with co-ordinated Swift and ground-based observations
- Estimating AGN Black Hole Masses via Continuum Reverberation Mapping in the Era of LSST
- Universality in the Random Walk Structure Function of Luminous Quasi-Stellar Objects
- The Initial Mass Function of Lens Galaxies from Quasar Microlensing
- Twisted quasar light curves: implications for continuum reverberation mapping of accretion disks
- On the UV/optical variation in NGC 5548: new evidence against the reprocessing diagram
- An intrinsic link between long-term UV/optical variations and X-ray loudness in quasars
- Constraints on accretion disk size in the massive type 1 quasar PG 2308+098 from optical continuum reverberation lags
- Continuum optical-UV and X-ray variability of AGN: current results and future challenges
- Continuum reverberation mapping of the quasar PG 2130+099
- Latent Stochastic Differential Equations for Modeling Quasar Variability and Inferring Black Hole Properties
- AGN Light Echoes and the Accretion Disc Self-Gravity Limit
- Robotic reverberation mapping of the broad-line radio galaxy 3C 120
- Abundance of LIGO/Virgo Black Holes from Microlensing Observations of Quasars with Reverberation Mapping Size Estimates
- The Effect of Microlensing On the Observed X-ray Energy Spectra of Gravitationally Lensed Quasars
- Impact of Microlensing on Observational Strategies for Gravitational Time Delay Measurements
- Chromatic Microlensing Time Delays
- Limiting the Abundance of LIGO/Virgo Black Holes with Microlensing Observations of Quasars of Finite Size
- Temperature Profiles of Accretion Disks in Luminous Active Galactic Nuclei derived from Ultraviolet Spectroscopic Variability
- X-ray reverberation modelling of the continuum, optical/UV time-lags in quasars
- HALO I: Photometric continuum reverberation mapping of Fairall 9
- Scalable and Robust Multiband Modeling of AGN Light Curves in Rubin-LSST
- Cosmological nanolensing by dense gas clouds
- Accretion disc reverberation mapping of the quasar 3C 273
- The UV/optical Continuum Reverberation Mapping of Eight Active Galactic Nuclei with Swift: Further Evidence for the Outer Component
- The Sloan Digital Sky Survey Reverberation Mapping Project: UV-Optical Accretion Disk Measurements with Hubble Space Telescope