Measuring time delays: I. Using a flux time series that is a linear combination of time-shifted light curves
arXiv:2101.11017 · doi:10.1093/mnras/stab1600
Abstract
(Abridged) Several phenomena in astrophysics generate light curves with time delays. Among these are reverberation mapping, and lensed quasars. In some systems, the measurement of the time-delay is complicated by the fact that the delayed components are unresolved and that the light curves are generated from a red-noise process. We derive the likelihood function of the observations given a model of either a combination of time-delayed light curves or a single light curve. This likelihood function is different from the auto-correlation function. We demonstrate that given a single-band light curve that is a combination of two (or more) time-shifted copies of an original light curve, generated from a red-noise probability distribution, we can test if the total-flux light curve is a composition of time-delayed copies or, alternatively, is consistent with being the original light curve. Furthermorew, in some realistic cases, it is possible to measure the time delays and flux ratios between these unresolved components even when the flux ratio is about 1/10. This method is useful for identifying lensed quasars and simultaneously measuring their time delays, and for estimating the reverberation time scales of active galactic nuclei. In a companion paper, we derive a method that uses the center-of-light position (e.g., of a lensed quasar) along with the combined flux. This allow us to identify lensed quasars and supernovae and measure their time delays, with higher fidelity compared to the flux-only method. The astrometry + flux method, however, is not suitable for quasar reverberation mapping. We also comment on the commonly used method of fitting a power-law model to a power spectrum, and present the proper likelihood function for such a fit. We test the new method on simulations and provide Python and MATLAB implementations.
arXiv commentSubmitted to MNRAS, 16 pp, 17 figures
References in corpus (52)
- The Sloan Digital Sky Survey: Technical Summary
- The Transiting Exoplanet Survey Satellite
- LSST: from Science Drivers to Reference Design and Anticipated Data Products
- The Zwicky Transient Facility: System Overview, Performance, and First Results
- Reverberation Measurements for 17 Quasars and the Size-Mass-Luminosity Relations in Active Galactic Nuclei
- Composite Quasar Spectra From the Sloan Digital Sky Survey
- The Zwicky Transient Facility: Data Processing, Products, and Archive
- H0LiCOW XIII. A 2.4% measurement of from lensed quasars: tension between early and late-Universe probes
- The Palomar Transient Factory: System Overview, Performance and First Results
- The Relationship Between Luminosity and Broad-Line Region Size in Active Galactic Nuclei
- The Pan-STARRS1 Surveys
- 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
- Is Quasar Optical Variability a Damped Random Walk?
- Quantitative Interpretation of Quasar Microlensing Light Curves
- X-ray Fluctuation Power Spectral Densities of Seyfert 1 Galaxies
- The Sloan-Lens ACS Survey II: stellar populations and internal structure of early-type lens galaxies
- iPTF16geu: A multiply imaged, gravitationally lensed type Ia supernova
- A global look at X-ray time lags in Seyfert Galaxies
- Kepler Observations of Rapid Optical Variability in Active Galactic Nuclei
- A Cutoff in the X-ray Fluctuation Power Density Spectrum of the Seyfert 1 Galaxy NGC 3516
- Gravitational Lens Time Delays: A Statistical Assessment of Lens Model Dependences and Implications for the Global Hubble Constant
- An Early Warning System for Asteroid Impact
- Science with a wide-field UV transient explorer
- Are the Variability Properties of the Kepler AGN Light Curves Consistent with a Damped Random Walk?
- Microlensing variability in the gravitationally lensed quasar QSO 2237+0305 = the Einstein Cross. II. Energy profile of the accretion disk
- The redshift distribution of gravitational lenses revisited: Constraints on galaxy mass evolution
- The Kepler Light Curves of AGN: A Detailed Analysis
- Analytic Time Delays and H_0 Estimates for Gravitational Lenses
- Precise Time Delays from Strongly Gravitationally Lensed Type Ia Supernovae with Chromatically Microlensed Images
- Over-constrained Gravitational Lens Models and the Hubble Constant
- The Hubble time inferred from 10 time-delay lenses
- TDCOSMO V: strategies for precise and accurate measurements of the Hubble constant with strong lensing
- Photon Ring Autocorrelations
- Discovery of a ~5 day characteristic timescale in the Kepler power spectrum of Zw 229-15
- The Palomar Transient Factory photometric catalog 1.0
- Could quasar lensing time delays hint to a core component in halos, instead of H0 tension?
- Source Plane Reconstruction of The Bright Lensed Galaxy RCSGA 032727-132609
- Time delay measurement of the lensed quasar HE1104-1805
- Unveiling the Origin of GRB 090709A: Lack of Periodicity in a Reddened Cosmological Long-Duration Gamma-Ray Burst
- Microlensing of Quasars
- Magnification, dust and time-delay constraints from the first resolved strongly lensed Type Ia supernova
- Discovering Gravitational Lenses Through Measurements Of Their Time Delays
- Measuring accretion disk sizes of lensed quasars with microlensing time delay in multi-band light curves
- The lightcurve reconstruction method for measuring the time delay of gravitational lens systems
- Discovery of a soft X-ray lag in the Ultraluminous X-ray Source NGC 1313 X-1
- Be It Unresolved: Measuring Time Delays from Lensed Supernovae
- Discovering Strongly-lensed QSOs From Unresolved Light Curves
- An Improved Photometric Calibration of the Sloan Digital Sky Survey Imaging Data
- The Dark Matter Telescope
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- The Large Array Survey Telescope -- Science Goals
- Identifying lensed quasars and measuring their time-delays from unresolved light curves
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- Deep Learning Unresolved Lensed Lightcurves
- Astrometric detection of binary asteroids
- Harnessing Unresolved Lensed Quasars: The Mathematical Foundation of the Fluctuation Curve