Testing the recovery of stellar rotation signals from Kepler light curves using a blind hare-and-hounds exercise
arXiv:1504.04029 · doi:10.1093/mnras/stv853
Abstract
We present the results of a blind exercise to test the recoverability of stellar rotation and differential rotation in Kepler light curves. The simulated light curves lasted 1000 days and included activity cycles, Sun-like butterfly patterns, differential rotation and spot evolution. The range of rotation periods, activity levels and spot lifetime were chosen to be representative of the Kepler data of solar like stars. Of the 1000 simulated light curves, 770 were injected into actual quiescent Kepler light curves to simulate Kepler noise. The test also included five 1000-day segments of the Sun's total irradiance variations at different points in the Sun's activity cycle. Five teams took part in the blind exercise, plus two teams who participated after the content of the light curves had been released. The methods used included Lomb-Scargle periodograms and variants thereof, auto-correlation function, and wavelet-based analyses, plus spot modelling to search for differential rotation. The results show that the `overall' period is well recovered for stars exhibiting low and moderate activity levels. Most teams reported values within 10% of the true value in 70% of the cases. There was, however, little correlation between the reported and simulated values of the differential rotation shear, suggesting that differential rotation studies based on full-disk light curves alone need to be treated with caution, at least for solar-type stars. The simulated light curves and associated parameters are available online for the community to test their own methods.
Accepted for publication in MNRAS. Accepted, 13 April 2015. Received, 26 March 2015; in original form, 9 November 2014
References in corpus (5)
- The generalised Lomb-Scargle periodogram. A new formalism for the floating-mean and Keplerian periodograms
- Measuring the rotation period distribution of field M-dwarfs with Kepler
- Magnetic activity on AB Doradus: Temporal evolution of starspots and differential rotation from 1988 to 1994
- On Sunspot and Starspot Lifetimes
- Secular orbital evolution of planetary systems and the dearth of close-in planets around fast rotators
Cited by in corpus (74)
- Inferring probabilistic stellar rotation periods using Gaussian processes
- Asteroseismology of solar-type stars
- A Kepler Study of Starspot Lifetimes with Respect to Light Curve Amplitude and Spectral Type
- On differential rotation and overshooting in solar-like stars
- Surface rotation and photometric activity for Kepler targets. II. G and F main-sequence stars, and cool subgiant stars
- Searching for Exoplanets Using Artificial Intelligence
- The Sun is less active than other solar-like stars
- Surface rotation of Kepler red giant stars
- pyaneti II: A multidimensional Gaussian process approach to analysing spectroscopic time-series
- Spin alignment of stars in old open clusters
- Rapid Rotation of Low-Mass Red Giants Using APOKASC: A Measure of Interaction Rates on the Post-main-sequence
- A backward-spinning star with two coplanar planets
- Photospheric and chromospheric magnetic activity of seismic solar analogs. Observational inputs on the solar/stellar connection from Kepler and Hermes
- Chemical Evolution in the Milky Way: Rotation-based ages for APOGEE-Kepler cool dwarf stars
- Revisiting the impact of stellar magnetic activity on the detectability of solar-like oscillations by Kepler
- NGTS clusters survey. I. Rotation in the young benchmark open cluster Blanco 1
- Recovery of TESS Stellar Rotation Periods Using Deep Learning
- Quasi-periodic Gaussian Processes for stellar activity: from physical to kernel parameters
- Rotating Stars from Kepler Observed with Gaia DR1
- Spectroscopic and seismic analysis of red giants in eclipsing binaries discovered by Kepler
- Temporal evolution and correlations of optical activity indicators measured in Sun-as-a-star observations
- Starspot signature on the light curve: Learning about the latitudinal distribution of spots
- Further Evidence of Modified Spin-down in Sun-like Stars: Pileups in the Temperature-Period Distribution
- Rotation Distributions around the Kraft Break with TESS and Kepler: The Influences of Age, Metallicity, and Binarity
- Inflection point in the power spectrum of stellar brightness variations. I. The model
- A New Method for Estimating Starspot Lifetimes Based on Autocorrelation Functions
- Company for the ultra-high density, ultra-short period sub-Earth GJ 367 b: discovery of two additional low-mass planets at 11.5 and 34 days
- ROOSTER: a machine-learning analysis tool for Kepler stellar rotation periods
- Recurrent starspot activity and differential rotation in KIC 11560447
- Latitudinal differential rotation in the solar analogues 16 Cyg A and B
- Stellar Cycles in Fully Convective Stars and a New Interpretation of Dynamo Evolution
- Power spectra of solar brightness variations at different inclinations
- Amplification of brightness variability by active-region nesting in solar-like stars
- Asteroseismology of the Hyades with K2: first detection of main-sequence solar-like oscillations in an open cluster
- Evidence for Primordial Alignment: Insights from Stellar Obliquity Measurements for Compact Sub-Saturn Systems
- Solar-type Stars Observed by LAMOST and Kepler
- The Spin-Orbit Misalignment of TOI-1842b: The First Measurement of the Rossiter-McLaughlin Effect for a Warm Sub-Saturn around a Massive Star
- Spinning up the Surface: Evidence for Planetary Engulfment or Unexpected Angular Momentum Transport?
- Starspot rotation rates vs. activity cycle phase: Butterfly diagrams of Kepler stars are unlike the Sun's
- The Spin-Orbit Alignment of 8 Warm Gas Giant Systems
- Where have all the solar-like stars gone? Rotation period detectability at various inclinations and metallicities
- Asteroseismic constraints on active latitudes of solar-type stars: HD173701 has active bands at higher latitudes than the Sun
- Rotation periods from the inflection point in the power spectrum of stellar brightness variations: II. The Sun
- Rotation of solar analogs cross-matching Kepler and Gaia DR2
- Irradiance Variations of the Sun and Sun-Like Stars -- Overview of Topical Collection
- Rotation of Kepler field dwarfs and sub giants: Spectroscopic from APOGEE
- New Suns in the Cosmos II: Differential rotation in Kepler Sun-like stars
- Starspot evolution, Differential Rotation and Correlation between Chromospheric and Photospheric Activities on Kepler-411
- Closeby Habitable Exoplanet Survey (CHES). I. Astrometric Noise and Planetary Detection Efficiency due to Stellar Spots and Faculae
- Hyades Member K2-136c: The Smallest Planet in an Open Cluster with a Precisely Measured Mass
- The Rotation-Disk Connection in Young Brown Dwarfs: Strong Evidence for Early Rotational Braking
- KOI-1003: A new spotted, eclipsing RS CVn binary in the Kepler field
- Sounding stellar cycles with Kepler - III. Comparative analysis of chromospheric, photometric and asteroseismic variability
- The Solar Benchmark: Rotational Modulation of the Sun Reconstructed from Archival Sunspot Records
- A sub-Neptune planet around TOI-1695 discovered and characterized with SPIRou and TESS
- Superflares on solar-like stars: A new method for identifying the true flare sources in photometric surveys
- A survey for variable young stars with small telescopes: IV -- Rotation Periods of YSOs in IC5070
- Meta-analysis of photometric and asteroseismic measurements of stellar rotation periods: the Lomb-Scargle periodogram, autocorrelation function, wavelet and rotational splitting analysis for 92 Kepler asteroseismic targets
- TESS asteroseismology of Hydri: a subgiant with a born-again dynamo
- Inflection point in the power spectrum of stellar brightness variations III: Faculae vs. Spot dominance on stars with known rotation periods
- The Properties and Evolutions of Starspots on Three Detached Eclipsing Binaries in the LAMOST-Kepler survey
- A Monte Carlo Method for Evaluating Empirical Gyrochronology Models and its Application to Wide Binary Benchmarks
- High-precision photometric and high-resolution spectroscopic characterisation of HD 180347
- Discovering planets with PLATO: Comparison of algorithms for stellar activity filtering
- A transiting multi-planet system in the 61 million year old association Theia 116
- True spin-orbit obliquities distribution: data-driven confirmation of no clustering of misaligned planets
- Quantifying the Effect of Short-timescale Stellar Activity Upon Transit Detection in M Dwarfs
- 200,000+ Deep Learning-inferred Periods of Stellar Variability from the All-Sky Automated Survey for Supernovae
- Comparing the Sun to Sun-like stars. On the importance of addressing faculae/spot domination
- An investigation of the magnetic activity of HD 134319 based on TESS photometry and ground-based spectroscopy
- SpinSpotter: An Automated Algorithm for Identifying Stellar Rotation Periods With Autocorrelation Analysis
- Rotation of young solar-type stars as seen by Gaia and K2
- TOI-1438: A rare system with two short-period sub-Neptunes and a tentative long-period Jupiter-like planet orbiting a K0V star
- Transit Hunt for Young and Maturing Exoplanets (THYME) VIII: a Pleiades-age association harboring two transiting planetary systems from Kepler