Mitigating flicker noise in high-precision photometry. I -- Characterization of the noise structure, impact on the inferred transit parameters, and predictions for CHEOPS observations
arXiv:2003.07707 · doi:10.1051/0004-6361/201937412
Abstract
In photometry, the short-timescale stellar variability ("flicker"), such as that caused by granulation and oscillations, can reach amplitudes comparable to the transit depth of Earth-sized planets and is correlated over the typical transit timescales. It can introduce systematic errors on the inferred planetary parameters when a small number of transits are observed. The objective of this paper is to characterize the statistical properties of this noise and quantify its impact on the inferred transit parameters. We used the extensive solar observations obtained with SoHO/VIRGO to characterize flicker noise. We simulated realistic transits across the solar disk using SDO/HMI data and used these to obtain transit light curves, which we used to estimate the errors made on the transit parameters. We make these light curves publicly available. To extend the study to a wider parameter range, we derived the properties of flicker noise using Kepler observations and studied their dependence on stellar parameters. Finally, we predicted the limiting stellar apparent magnitude for which the properties of the flicker noise can be extracted using high-precision CHEOPS and PLATO observations. Stellar granulation is a stochastic colored noise, and is stationary with respect to the stellar magnetic cycle. Both the flicker correlation timescales and amplitudes increase with the stellar mass and radius. If these correlations are not taken into account when fitting for the parameters of transiting exoplanets, this can bias the inferred parameters. In particular, we find errors of up to 10 on for an Earth-sized planet orbiting a Sun-like star. For F and G stars, flicker will significantly affect the inferred parameters of transits observed with CHEOPS and PLATO. Dedicated modeling strategies need to be developed to accurately characterize both the star and the transiting exoplanets.
arXiv comment20 pages, 24 figures, accepted for publication in Astronomy & Astrophysics
References in corpus (40)
- The Transiting Exoplanet Survey Satellite
- Analytic Lightcurves for Planetary Transit Searches
- The PLATO 2.0 Mission
- Can we constrain interior structure of rocky exoplanets from mass and radius measurements?
- Binning is sinning: morphological light-curve distortions due to finite integration time
- A Gaussian process framework for modelling instrumental systematics: application to transmission spectroscopy
- The connection between stellar granulation and oscillation as seen by the Kepler mission
- CLES, Code Liegeois d'Evolution Stellaire
- Kepler Mission Stellar and Instrument Noise Properties
- The underlying physical meaning of the relation
- Granulation in Red Giants: observations by the Kepler mission and 3D convection simulations
- Evidence for the impact of stellar activity on the detectability of solar-like oscillations observed by Kepler
- On Correlated-noise Analyses Applied To Exoplanet Light Curves
- Photometric Variability in Kepler Target Stars. III. Comparison with the Sun on Different Timescales
- Characterising stellar micro-variability for planetary transit searches
- Limb-darkening and exoplanets II: Choosing the Best Law for Optimal Retrieval of Transit Parameters
- Radial Velocity Observations and Light Curve Noise Modeling Confirm That Kepler-91b is a Giant Planet Orbiting a Giant Star
- Kepler Mission Stellar and Instrument Noise Properties Revisited
- Metallicity effect on stellar granulation detected from oscillating red giants in open clusters
- Statistics of Stellar Variability from Kepler - I: Revisiting Quarter 1 with an Astrophysically Robust Systematics Correction
- A Granulation "Flicker"-based Measure of Stellar Surface Gravity
- Signs of strong Na and K absorption in the transmission spectrum of WASP-103b
- Measuring stellar granulation during planet transits
- Stellar Granulation as the Source of High-Frequency Flicker in Kepler Light Curves
- TOI-222: a single-transit TESS candidate revealed to be a 34-day eclipsing binary with CORALIE, EulerCam and NGTS
- Gaussian Process modelling of granulation and oscillations in red-giant stars
- Photospheric activity of the Sun with VIRGO and GOLF: Comparison with standard activity proxies
- Evolutionary models for ultracool dwarfs
- Temporal variations in the acoustic signal from faculae
- The Stellar Variability Noise Floor for Transiting Exoplanet Photometry with PLATO
- Surface gravities for 15,000 Kepler stars measured from stellar granulation and validated with Gaia DR2 parallaxes
- Modelling solar irradiance variability on time scales from minutes to months
- The PLATO Simulator: modelling of high-precision high-cadence space-based imaging
- Flicker as a tool for characterizing planets through Asterodensity Profiling
- Transiting planet candidate from K2 with the longest period
- The asteroseismic potential of CHEOPS
- Global p-mode oscillations throughout the complete solar cycle 23 and the beginning of cycle 24
- Towards solar activity maximum 24 as seen by GOLF and VIRGO/SPM instruments
- A new view on exoplanet transits: Transit of Venus described using three-dimensional solar atmosphere Stagger-grid simulations
- Noise Sources in Photometry and Radial Velocities
Cited by in corpus (18)
- The CHEOPS mission
- Transit detection of the long-period volatile-rich super-Earth Lupi d with
- Analysis of Early Science observations with the CHaracterising ExOPlanets Satellite (CHEOPS) using pycheops
- A Fast, 2D Gaussian Process Method Based on Celerite: Applications to Transiting Exoplanet Discovery and Characterization
- Connecting photometric and spectroscopic granulation signals with CHEOPS and ESPRESSO
- The power of wavelets in analysis of transit and phase curves in presence of stellar variability and instrumental noise I. Method and validation
- Spatially resolved spectroscopy across stellar surfaces. V. Observational prospects: Toward Earth-like exoplanet detection
- Spatially resolved spectroscopy across stellar surfaces. IV. F, G, & K-stars: Synthetic 3D spectra at hyper-high resolution
- Solar Photospheric Spectrum Microvariability I. Theoretical searches for proxies of radial-velocity jittering
- Testing the wavelength dependence of oscillations and granulation in red giants using Kepler and TESS
- SOAPv4: A new step toward modeling stellar signatures in exoplanet research
- A Refined Model of Convectively-Driven Flicker in Kepler Light Curves
- Brightness Fluctuation Spectra of Sun-Like Stars. I. The Mid-Frequency Continuum
- A statistical model of stellar variability. I. FENRIR: a physics-based model of stellar activity, and its fast Gaussian process approximation
- A low-mass sub-Neptune planet transiting the bright active star HD 73344
- Enhancing the detection of low-energy M dwarf flares: Wavelet-based denoising of CHEOPS data
- A Readily Implemented Atmosphere Sustainability Constraint for Terrestrial Exoplanets Orbiting Magnetically Active Stars
- Scaling relations of convective granulation noise across the HR diagram from 3D stellar atmosphere models