Measuring masses of transiting Earth-like planets: first insights from the PLATO RV data challenge
arXiv:2610.36201 · doi:10.1093/mnras/stag1543
Abstract
The PLATO Stellar Variability Mitigation Working Group designed a radial-velocity (RV) data challenge to assess the precision and accuracy achievable on RV semi-amplitudes in the context of the future PLATO follow-up. Using Sun-as-a-star observations obtained with HARPS-N, we generated three multi-planet systems with realistic sampling, an effective signal-to-noise ratio of S/N ~ 450, an exposure time of 15 minutes, and a total of approximately 1000 observations. The resulting data set is publicly available and can serve as a benchmark for the community to test and compare RV analysis methods. Eight independent teams participated in the challenge, aiming to recover the semi-amplitudes of both transiting and non-transiting planets. A meta-analysis of the submitted results shows that, with current data analysis methods, HARPS-N-like stability and the observing strategy studied in this paper, achieving a precision on semi-amplitudes better than 10% for habitable-zone signals around a solar-type star is challenging, and is typically limited to planets with masses of approximately 8-10 Earth masses. This performance is expected to improve for K dwarfs, where planets down to approximately 2-5 Earth masses may be characterized at a similar level of precision. Finally, based on the results of this challenge and the occurrence of false positives, we derive an empirical detection threshold for RV surveys, which can be used to distinguish robust planetary detections from candidates.
References in corpus (90)
- emcee: The MCMC Hammer
- The Transiting Exoplanet Survey Satellite
- dynesty: A Dynamic Nested Sampling Package for Estimating Bayesian Posteriors and Evidences
- The generalised Lomb-Scargle periodogram. A new formalism for the floating-mean and Keplerian periodograms
- X-ray spectral modelling of the AGN obscuring region in the CDFS: Bayesian model selection and catalogue
- Habitable Zones Around Main-Sequence Stars: New Estimates
- The PLATO 2.0 Mission
- Bayes in the sky: Bayesian inference and model selection in cosmology
- Kepler Mission Design, Realized Photometric Performance, and Early Science
- Importance Nested Sampling and the MultiNest Algorithm
- Prevalence of Earth-size planets orbiting Sun-like stars
- Habitable Zones Around Main-Sequence Stars: Dependence on Planetary Mass
- A Closely-Packed System of Low-Mass, Low-Density Planets Transiting Kepler-11
- ESPRESSO@VLT -- On-sky performance and first results
- RadVel: The Radial Velocity Modeling Toolkit
- Spectrum radial velocity analyser (SERVAL). High-precision radial velocities and two alternative spectral indicators
- Exoplanet Atmospheres
- Mass-Radius Relation for Rocky Planets based on PREM
- State of the Field: Extreme Precision Radial Velocities
- Terrestrial Planet Occurrence Rates for the Kepler GK Dwarf Sample
- Using the Sun to estimate Earth-like planets detection capabilities II. Impact of plages
- Exploring Exoplanet Populations with NASA's Kepler Mission
- Measuring precise radial velocities on individual spectral lines. I. Validation of the method and application to mitigate stellar activity
- On the Eccentricity Distribution of Exoplanets from Radial Velocity Surveys
- EXPRES: A Next Generation RV Spectrograph in the Search for Earth-like Worlds
- Three years of Sun-as-a-star radial-velocity observations on the approach to solar minimum
- Magnetic fields of M dwarfs
- The GAPS programme with HARPS-N at TNG XI. Pr~0211 in M~44: the first multi-planet system in an open cluster
- An ultra-short period rocky super-Earth with a secondary eclipse and a Neptune-like companion around K2-141
- Instrumentation for the detection and characterization of exoplanets
- Three Years of HARPS-N High-Resolution Spectroscopy and Precise Radial Velocity Data for the Sun
- HARPS-N observes the Sun as a star
- Radial-Velocity Fitting Challenge. II. First results of the analysis of the data set
- Measuring precise radial velocities on individual spectral lines : II. Dependance of stellar activity signal on line depth
- Detecting extrasolar planets from stellar radial velocities using Bayesian evidence
- The cause of the weak solar cycle 24
- Separating planetary reflex Doppler shifts from stellar variability in the wavelength domain
- Filtering solar-like oscillations for exoplanet detection in radial velocity observations
- Radial velocity signatures of Zeeman broadening
- A Probabilistic Approach to Kepler Completeness and Reliability for Exoplanet Occurrence Rates
- YARARA: Significant improvement of RV precision through post-processing of spectral time-series
- Modelling the photosphere of active stars for planet detection and characterization
- Five Planets Transiting a Ninth Magnitude Star
- On the Feasibility of Intense Radial Velocity Surveys for Earth-twin Discoveries
- A resonant sextuplet of sub-Neptunes transiting the bright star HD 110067
- kima: Exoplanet detection in radial velocities
- RASSINE: Interactive tool for normalising stellar spectra I. Description and performance of the code
- The EXPRES Stellar Signals Project II. State of the Field in Disentangling Photospheric Velocities
- Bias and robustness of eccentricity estimates from radial velocity data
- Fast Bayesian Inference for Exoplanet Discovery in Radial Velocity Data
- Efficient modeling of correlated noise II. A flexible noise model with fast and scalable methods
- Efficient modeling of correlated noise. III. Scalable methods for jointly modeling several observables' time series with Gaussian processes
- Measuring precise radial velocities on individual spectral lines. III. Dependence of stellar activity signal on line formation temperature
- Convective blueshift strengths of 810 F to M solar-type stars
- Statistical methods for exoplanet detection with radial velocities
- YARARA V2: Reaching sub m/s precision over a decade using PCA on line-by-line RVs
- Stellar activity correction using PCA decomposition of shells
- Stellar signal components seen in HARPS and HARPS-N solar radial velocities
- HARPS3 for a Roboticized Isaac Newton Telescope
- A novel framework for semi-Bayesian radial velocities through template matching
- NIRPS joining HARPS at ESO 3.6 m. On-sky performance and science objectives
- Activity time series of old stars from late F to early K. II. Radial velocity jitter and exoplanet detectability
- Activity time series of old stars from late F to early K. IV. Limits of the correction of radial velocities using chromospheric emission
- The effects of granulation and supergranulation on Earth-mass planet detectability in the habitable zone around F6-K4 stars
- The spectral impact of magnetic activity on disk-integrated HARPS-N solar observations: exploring new activity indicators
- Keplerian periodogram for Doppler exoplanets detection: optimized computation and analytic significance thresholds
- Observation uncertainty effects on the precision of interior planetary parameters
- Radial-velocity variations due to meridional flows in the Sun and solar-type stars: impact on exoplanet detectability
- : a data-driven approach to correct for systematics in RV data -- Application to SPIRou data of the planet-hosting M dwarf GJ 251
- An extremely low-density and temperate giant exoplanet
- Transit Visibility Zones of the Solar System Planets
- PlatoSim: An end-to-end PLATO camera simulator for modelling high-precision space-based photometry
- Excalibur: A Non-Parametric, Hierarchical Wavelength-Calibration Method for a Precision Spectrograph
- FIESTA II. Disentangling stellar and instrumental variability from exoplanetary Doppler shifts in Fourier domain
- Improving Earth-like planet detection in radial velocity using deep learning
- Multi-Mask Least-Squares Deconvolution: Extracting RVs using tailored masks
- A review of planetary systems around HD 99492, HD 147379 and HD 190007 with HARPS-N
- Photo-dynamical characterisation of the TOI-178 resonant chain
- A systematic bias in template-based RV extraction algorithms
- Identifying Exoplanets with Deep Learning. IV. Removing Stellar Activity Signals from Radial Velocity Measurements Using Neural Networks
- Solar photospheric spectrum microvariability II. Observed relations to magnetic activity and radial-velocity modulation
- DNest4: Diffusive Nested Sampling in C++ and Python
- The star HIP 41378 potentially misaligned with its cohort of long-period planets
- Using Doppler Imaging to model stellar activity and search for planets around Sun-like stars
- Demographics of Close-In TESS Exoplanets Orbiting FGK Main-sequence Stars
- A Decade of Solar High-Fidelity Spectroscopy and Precise Radial Velocities from HARPS-N
- Extreme Precision Radial Velocity Working Group Final Report
- Assessment of PLATO Science Performance
- The PLATO Input Catalogue of targets (tPIC) for the first Long Pointing Field
- Comparing the Architectures of Multiplanet Systems from Kepler, K2, and TESS Data