Photometry as a proxy for stellar activity in radial velocity analyses
arXiv:2004.13767 · doi:10.3847/1538-3881/ab8d3a
Abstract
Stellar activity remains a limiting factor in measuring precise planet parameters from radial velocity spectroscopy, not least in the search for Earth mass planets orbiting in the habitable zones of Sun-like stars. One approach to mitigate stellar activity is to use combined analyses of both radial velocity and time-series photometry. We present an analysis of simultaneous disk-integrated photometry and radial velocity data of the Sun in order to determine the useful limits of a combined analysis. We find that simple periodogram or autocorrelation analysis of solar photometry give the correct rotation period <50% of the time. We therefore use a Gaussian process to investigate the time variability of solar photometry and to directly compare simultaneous photometry with radial velocity data. We find that the hyperparameter posteriors are relatively stable over 70 years of solar photometry and the amplitude tracks the solar cycle. We observe good agreement between the hyperparameter posteriors for the simultaneous photometry and radial velocity data. Our primary conclusion is a recommendation to include an additional prior in Gaussian process fits to constrain the evolutionary timescale to be greater than the recurrence timescale (ie., the rotation period) to recover more physically plausible and useful results. Our results indicate that such simultaneous monitoring may be a useful tool in enhancing the precision of radial velocity surveys.
arXiv comment10 pages, accepted in AJ
References in corpus (27)
- RadVel: The Radial Velocity Modeling Toolkit
- Planets and Stellar Activity: Hide and Seek in the CoRoT-7 system
- A Gaussian process framework for modelling stellar activity signals in radial velocity data
- Radial Velocity Jitter in Stars from the California and Carnegie Planet Search at Keck Observatory
- A simple method to estimate radial velocity variations due to stellar activity using photometry
- Stellar Activity Masquerading as Planets in the Habitable Zone of the M dwarf Gliese 581
- Planetary detection limits taking into account stellar noise. I. Observational strategies to reduce stellar oscillation and granulation effects
- Inferring probabilistic stellar rotation periods using Gaussian processes
- Determining the Mass of Kepler-78b With Nonparametric Gaussian Process Estimation
- Three years of Sun-as-a-star radial-velocity observations on the approach to solar minimum
- Making Sense of Sunspot Decay I: Parabolic Decay Law and Gnevyshev-Waldmeier Relation
- The Precision of Mass Measurements Required for Robust Atmospheric Characterization of Transiting Exoplanets
- Kepler-21b: A rocky planet around a V = 8.25 magnitude star
- Uncovering the planets and stellar activity of CoRoT-7 using only radial velocities
- Stacked Bayesian general Lomb-Scargle periodogram: Identifying stellar activity signals
- Filtering solar-like oscillations for exoplanet detection in radial velocity observations
- A comprehensive radial velocity error budget for next generation Doppler spectrometers
- Performance Verification of the EXtreme PREcision Spectrograph
- The Habitable Exoplanet Observatory (HabEx) Mission Concept Study Interim Report
- EMPIRE: A robust empirical reconstruction of solar irradiance variability
- An Extreme Precision Radial Velocity Pipeline: First Radial Velocities from EXPRES
- Increasing Lifetime of Recurrent Sunspot Groups within the Greenwich Photoheliographic Results
- Exoplanet Imitators: A test of stellar activity behavior in radial velocity signals
- Proxima Centauri reloaded: Unravelling the stellar noise in radial velocities
- An accurate mass determination for Kepler-1655b, a moderately-irradiated world with a significant volatile envelope
- Predicting Granulation "Flicker" and Radial Velocity "Jitter" from Spectroscopic Observables
- K2-291 b: A rocky super-Earth in a 2.2 day orbit
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- YARARA: Significant improvement of RV precision through post-processing of spectral time-series
- The EXPRES Stellar Signals Project II. State of the Field in Disentangling Photospheric Velocities
- The TESS-Keck Survey XX: 15 New TESS Planets and a Uniform RV Analysis of all Survey Targets
- Quasi-periodic Gaussian Processes for stellar activity: from physical to kernel parameters
- Revisiting WASP-47 with ESPRESSO and TESS
- Physical Parameters of the Multi-Planet Systems HD 106315 and GJ 9827
- EXPRES. III. Revealing the Stellar Activity Radial Velocity Signature of Eridani with Photometry and Interferometry
- Spatially resolved spectroscopy across stellar surfaces. V. Observational prospects: Toward Earth-like exoplanet detection
- Modelling stellar activity with Gaussian process regression networks
- Where have all the solar-like stars gone? Rotation period detectability at various inclinations and metallicities
- Joint Modeling of Radial Velocities and Photometry with a Gaussian Process Framework
- K2-138 g: Spitzer Spots a Sixth Planet for the Citizen Science System
- Another super-dense sub-Neptune in K2-182 b and refined mass measurements for K2-199 b and c
- EXPRES. II. Searching for Planets Around Active Stars: A Case Study of HD 101501
- Into the Depths: a new activity metric for high-precision radial velocity measurements based on line depth variations
- The California-Kepler Survey. XI. A Survey of Chromospheric Activity Through the Lens of Precise Stellar Properties
- Revisiting the HD 21749 Planetary System with Stellar Activity Modeling
- Solar Photospheric Spectrum Microvariability I. Theoretical searches for proxies of radial-velocity jittering
- Identifying Exoplanets with Deep Learning. IV. Removing Stellar Activity Signals from Radial Velocity Measurements Using Neural Networks