Fishing for Planets: A Comparative Analysis of EPRV Survey Performance in the Presence of Correlated Noise
arXiv:2303.14571 · doi:10.3847/1538-3881/ad4ce6
Abstract
With dedicated exoplanet surveys underway for multiple extreme precision radial velocity (EPRV) instruments, the near-future prospects of RV exoplanet science are promising. These surveys' generous time allocations are expected to facilitate the discovery of Earth analogs around bright, nearby Sun-like stars. But survey success will depend critically on the choice of observing strategy, which will determine the survey's ability to mitigate known sources of noise and extract low-amplitude exoplanet signals. Here, we present an analysis of the Fisher information content of simulated EPRV surveys, accounting for the most recent advances in our understanding of stellar variability on both short and long timescales (i.e., oscillations and granulation within individual nights, and activity-induced variations across multiple nights). In this analysis, we capture the correlated nature of stellar variability by parameterizing these signals with Gaussian Process kernels. We describe the underlying simulation framework as well as the physical interpretation of the Fisher information content, and we evaluate the efficacy of EPRV survey strategies that have been presented in the literature. We explore and compare strategies for scheduling observations over various timescales and we make recommendations to optimize survey performance for the detection of Earth-like exoplanets.
arXiv comment24 Pages, 11 Figures
References in corpus (46)
- Array Programming with NumPy
- The Astropy Project: Building an inclusive, open-science project and status of the v2.0 core package
- Karhunen-Loeve eigenvalue problems in cosmology: how should we tackle large data sets?
- ESPRESSO@VLT -- On-sky performance and first results
- Planets and Stellar Activity: Hide and Seek in the CoRoT-7 system
- Spectral Properties of Cool Stars: Extended Abundance Analysis of 1617 Planet Search Stars
- A simple method to estimate radial velocity variations due to stellar activity using photometry
- Planetary detection limits taking into account stellar noise. I. Observational strategies to reduce stellar oscillation and granulation effects
- Architecture of Planetary Systems Based on Kepler Data: Number of Planets and Coplanarity
- An Excess of Jupiter Analogs in Super-Earth Systems
- EXPRES: A Next Generation RV Spectrograph in the Search for Earth-like Worlds
- The HARPS-N Rocky Planet Search I. HD219134b: A transiting rocky planet in a multi-planet system at 6.5 pc from the Sun
- SOPHIE+: First results of an octagonal-section fiber for high-precision radial velocity measurements
- Accounting for velocity jitter in planet search surveys
- The impact of red noise in radial velocity planet searches: Only three planets orbiting GJ581?
- 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
- astroplan: An Open Source Observation Planning Package in Python
- Adaptive Scheduling Algorithms for Planet Searches
- On the Feasibility of Intense Radial Velocity Surveys for Earth-twin Discoveries
- Catalog for the ESPRESSO blind radial velocity exoplanet survey
- Study of KIC 8561221 observed by Kepler: an early red giant showing depressed dipolar modes
- The EXPRES Stellar Signals Project II. State of the Field in Disentangling Photospheric Velocities
- An Extreme Precision Radial Velocity Pipeline: First Radial Velocities from EXPRES
- Revisiting the impact of stellar magnetic activity on the detectability of solar-like oscillations by Kepler
- Toward Extremely Precise Radial Velocities: II. A Tool For Using Multivariate Gaussian Processes to Model Stellar Activity
- Gaussian Process modelling of granulation and oscillations in red-giant stars
- YARARA V2: Reaching sub m/s precision over a decade using PCA on line-by-line RVs
- EXPRES I. HD~3651 an Ideal RV Benchmark
- Stellar signal components seen in HARPS and HARPS-N solar radial velocities
- Simulating the M-R Relation from APF follow up of TESS targets: Survey design and strategies for overcoming mass biases
- HARPS3 for a Roboticized Isaac Newton Telescope
- Target Prioritization and Observing Strategies for the NEID Earth Twin Survey
- Detection Limits of Low-mass, Long-period Exoplanets Using Gaussian Processes Applied to HARPS-N Solar RVs
- Quantifying the Observational Effort Required for the Radial Velocity Characterization of TESS Planets
- The intrinsic multiplicity distribution of exoplanets revealed from the radial velocity method
- Optimal strategies of radial velocity observations in planet search surveys
- Impact of Correlated Noise on the Mass Precision of Earth-analog Planets in Radial Velocity Surveys
- Asteroseismic stellar activity relations
- Connecting photometric and spectroscopic granulation signals with CHEOPS and ESPRESSO
- Excalibur: A Non-Parametric, Hierarchical Wavelength-Calibration Method for a Precision Spectrograph
- Towards Extremely Precise Radial Velocities: I. Simulated Solar Spectra for Testing Exoplanet Detection Algorithms
- Detection of p-mode Oscillations in HD 35833 with NEID and TESS
- Can the gravitational effect of Planet X be detected in current-era tracking of the known major and minor planets?
- Scheduling strategies for the ESPRESSO follow-up of TESS targets
Cited by in corpus (6)
- Quiet Please: Detrending Radial Velocity Variations from Stellar Activity with a Physically Motivated Spot Model
- Asteroseismology of the G8 subgiant beta Aquilae with SONG-Tenerife, SONG-Australia and TESS
- gaspery: Optimized Scheduling of Radial Velocity Follow-Up Observations for Active Host Stars
- Improving exoplanet mass characterisation with Bayesian model selection using the Learned Harmonic Mean Estimator
- Solar photospheric spectrum microvariability III. Radial velocities and line profiles in magnetic active-region granulation
- Exposure-averaged Gaussian Processes for Combining Overlapping Datasets