Characterising X-ray variability in light curves with complex sampling patterns: application to the eROSITA south ecliptic pole survey
arXiv:2401.17278 · doi:10.1051/0004-6361/202346368
Abstract
Aims: During its all-sky survey phase, the eROSITA X-ray telescope onboard SRG scans through the ecliptic poles every 4 hours. This extensive data set of long-duration, frequent, and consistent observations of thousands of X-ray sources is ideal for a detailed long-term X-ray variability analysis. However, individual observations are short, are separated by long but consistent gaps, and have varying exposure times. Therefore, the identification of variable sources, and the characterisation and quantification of their variability requires a unique methodology. We aim to develop and evaluate such methods for eROSITA observations, focusing on sources close to the survey poles. Methods: We simulate eROSITA-like light curves to evaluate and quantify the effect of survey mode observations on the measured periodogram and normalised excess variance. We introduce a new method for estimating the normalised intrinsic variance of a source based on the Bayesian excess variance (bexvar) method. Results: We determine thresholds for identifying likely variable sources while minimising the false-positive rate, as a function of the number of bins, and the average count rate in the light curve. The bexvar normalised intrinsic variance estimate is significantly more accurate than the normalised excess variance method in the Poisson regime. At high count rates, the two methods are comparable. We quantify the scatter in the intrinsic variance of a stationary pink noise process, and investigate how to reduce it. Finally, we determine a description of the excess noise in a periodogram caused by varying exposure times throughout a light curve. Although most of these methods were developed specifically for analysing variable AGN in the eROSITA all-sky survey, they can also be used for the variability analysis of other datasets from other telescopes, with slight modifications.
arXiv comment24 pages, 19 figures
References in corpus (42)
- SciPy 1.0--Fundamental Algorithms for Scientific Computing in Python
- Array Programming with NumPy
- Astropy: A Community Python Package for Astronomy
- Binary companions of evolved stars in APOGEE DR14: Search method and catalog of ~5,000 companions
- On characterising the variability properties of X-ray light curves from active galaxies
- The eROSITA X-ray telescope on SRG
- Second ROSAT all-sky survey (2RXS) source catalogue
- Measuring the broadband power spectra of active galactic nuclei with RXTE
- The SRG X-ray orbital observatory, its telescopes and first scientific results
- Combined Long and Short Timescale X-ray Variability of NGC4051 with RXTE and XMM-Newton
- A review of quasi-periodic oscillations from black hole X-ray binaries: observation and theory
- The eROSITA Final Equatorial Depth Survey (eFEDS): The X-ray catalog
- The broad-band power spectra of X-ray binaries
- X-ray Fluctuation Power Spectral Densities of Seyfert 1 Galaxies
- CAIXA: a catalogue of AGN in the XMM-Newton archive III. Excess Variance Analysis
- A statistical test for Nested Sampling algorithms
- X-ray variability of 104 active galactic nuclei. XMM-Newton power-spectrum density profiles
- Collaborative Nested Sampling: Big Data vs. complex physical models
- A Cutoff in the X-ray Fluctuation Power Density Spectrum of the Seyfert 1 Galaxy NGC 3516
- On X-ray Variability in Seyfert Galaxies
- The scaling of the X-ray variability with black hole mass in AGN
- The relationship between X-ray variability amplitude and black hole mass in active galactic nuclei
- Prevalence of X-ray variability in the Chandra Deep Field South
- A 34.5 day quasi-periodic oscillation in gamma-ray emission from the blazar PKS 2247-131
- Long-Term X-ray Variability of Typical Active Galactic Nuclei in the Distant Universe
- Tracing the accretion history of supermassive Black Holes through X-ray variability: results from the Chandra Deep Field-South
- The relationship between the X-ray variability and the central black hole mass
- Ensemble X-ray variability of Active Galactic Nuclei. II. Excess Variance and updated Structure Function
- Ensemble X-ray variability of Active Galactic Nuclei from serendipitous source catalogues
- Measuring X-ray variability in faint/sparsely-sampled AGN
- Detection of a high frequency break in the X-ray power spectrum of Ark 564
- Radio and X-ray variability of Young Stellar Objects in the Coronet Cluster
- Evidence for an Optical Low-frequency Quasi-Periodic Oscillation in the Kepler Light Curve of an Active Galaxy
- Deepest view of AGN X-ray variability with the 7 Ms Chandra Deep Field-South survey
- Establishing the X-ray Source Detection Strategy for eROSITA with Simulations
- Extreme radio flares and associated X-ray variability from young stellar objects in the Orion Nebula Cluster
- Signal discovery, limits, and uncertainties with sparse On/Off measurements: an objective Bayesian analysis
- The universal shape of the X-ray variability power spectrum of AGN up to
- The eROSITA Final Equatorial-Depth Survey (eFEDS): The variability catalogue and multi-epoch comparison
- Systematic evaluation of variability detection methods for eROSITA
- Searching for energy-resolved quasi-periodic oscillations in AGN
- Using Leaked Power to Measure Intrinsic AGN Power Spectra of Red-Noise Time Series
Cited by in corpus (4)
- SRG/eROSITA No. 5: Discovery of quasi-periodic eruptions every ~3.7 days from a galaxy at z>0.1
- Continuum optical-UV and X-ray variability of AGN: current results and future challenges
- eRO-ExTra: eROSITA extragalactic non-AGN X-ray transients and variables in eRASS1 and eRASS2
- Characterisation of the X-ray point source variability in the eROSITA south ecliptic pole field