: a Bayesian observing strategy algorithm for planet detection in radial velocity blind-search surveys
arXiv:2210.11207 · doi:10.1051/0004-6361/202243938
Abstract
Ground-based observing time is precious in the era of exoplanet follow-up and characterization, especially in high-precision radial velocity instruments. Blind-search radial velocity surveys thus require a dedicated observational strategy in order to optimize the observing time, which is particularly crucial for the detection of small rocky worlds at large orbital periods. We develop an algorithm with the purpose of improving the efficiency of radial velocity observations in the context of exoplanet searches, and we apply it to the K-dwarfs Orbited By habitable Exoplanets (KOBE) experiment. We aim at accelerating exoplanet confirmations or, alternatively, rejecting false signals as early as possible in order to save telescope time and increase the efficiency of both blind-search surveys and follow-up of transiting candidates. Once a minimum initial number of radial velocity datapoints is reached in such a way that a periodicity starts to emerge according to generalized Lomb-Scargle (GLS) periodograms, that period is targeted with the proposed algorithm, named . The algorithm selects the next observing date that maximizes the Bayesian evidence for such periodicity in comparison with a model with no Keplerian orbits. By means of simulated data, we prove that the algorithm accelerates the exoplanet detection, needing less observations and less timespan of the full dataset for low-mass planets () in comparison with a conventional monotonic cadence strategy. The enhancement in the number of datapoints for planets is also appreciable, . We also test with real data for a particular KOBE target, and for the confirmed planet . Both of them demonstrate that the strategy is capable of speeding up the detection up to a factor of .
arXiv commentAccepted for publication in AA: 14 pages, 10 figures, 5 tables. Language corrected
References in corpus (30)
- The NASA Exoplanet Archive: Data and Tools for Exoplanet Research
- astroquery: An Astronomical Web-Querying Package in Python
- No planet for HD 166435
- Habitable Zones Around Main-Sequence Stars: Dependence on Planetary Mass
- ESPRESSO@VLT -- On-sky performance and first results
- RadVel: The Radial Velocity Modeling Toolkit
- An introduction to Bayesian inference in gravitational-wave astronomy: parameter estimation, model selection, and hierarchical models
- Planetary detection limits taking into account stellar noise. I. Observational strategies to reduce stellar oscillation and granulation effects
- Chromospheric activity catalogue of 4454 cool stars. Questioning the active branch of stellar activity cycles
- First Results from the Anglo-Australian Planet Search - A Brown Dwarf Candidate and a 51 Peg-like Planet
- Cool Jupiters greatly outnumber their toasty siblings: Occurrence rates from the Anglo-Australian Planet Search
- A candidate short-period sub-Earth orbiting Proxima Centauri
- The HARPS search for southern extra-solar planets. XXXVIII. Bayesian re-analysis of three systems. New super-Earths, unconfirmed signals, and magnetic cycles
- The HARPS search for southern extra-solar planets XXXV. The interesting case of HD41248: stellar activity, no planets?
- Warm terrestrial planet with half the mass of Venus transiting a nearby star
- On the use of marginal posteriors in marginal likelihood estimation via importance-sampling
- Planetary system LHS 1140 revisited with ESPRESSO and TESS
- Radial Velocity Data Analysis with Compressed Sensing Techniques
- Characterisation of the radial velocity signal induced by rotation in late-type dwarfs
- Adaptive Scheduling Algorithms for Planet Searches
- A precise architecture characterization of the Men planetary system
- Bayesian Adaptive Exploration
- K2-111: an old system with two planets in near-resonance
- Variability in stellar granulation and convective blueshift with spectral type and magnetic activity. II. From young to old main-sequence K-G-F stars
- Understanding stellar activity-induced radial velocity jitter using simultaneous K2 photometry and HARPS RV measurements
- Efficient scheduling of astronomical observations. Application to the CARMENES radial-velocity survey
- The KOBE experiment: K-dwarfs Orbited By habitable Exoplanets. Project goals, target selection and stellar characterization
- HD22496b: the first ESPRESSO standalone planet discovery
- Bayesian Methods for Analysis and Adaptive Scheduling of Exoplanet Observations
- Scheduling strategies for the ESPRESSO follow-up of TESS targets