# Occurrence Rates of Planets orbiting FGK Stars: Combining Kepler DR25,   Gaia DR2 and Bayesian Inference

**Authors:** Danley C. Hsu, Eric B. Ford, Darin Ragozzine, Keir Ashby

arXiv: 1902.01417 · 2020-01-08

## TL;DR

This study estimates the occurrence rates of planets around FGK stars using Kepler and Gaia data, employing Bayesian methods to provide robust upper limits and inform future mission designs for rocky planets in habitable zones.

## Contribution

It combines Kepler DR25, Gaia DR2, and Bayesian inference to accurately estimate planet occurrence rates across a wide range of sizes and periods, including near the habitable zone.

## Key findings

- Estimated occurrence rate for 0.75-1.5 R⊕ planets with 237-500 day periods is less than 0.27 per star.
- Upper limits on occurrence rates are robust within approximately 10%.
- Provides recommended ranges for future mission planning targeting rocky planets.

## Abstract

We characterize the occurrence rate of planets, ranging in size from 0.5-16 R$_\oplus$, orbiting FGK stars with orbital periods from 0.5-500 days. Our analysis is based on results from the "DR25" catalog of planet candidates produced by NASA's Kepler mission and stellar radii from Gaia "DR2". We incorporate additional Kepler data products to accurately characterize the efficiency of planets being recognized as a "threshold crossing events" (TCE) by Kepler's Transiting Planet Search pipeline and labeled as a planet candidate by the robovetter. Using a hierarchical Bayesian model, we derive planet occurrence rates for a wide range of planet sizes and orbital periods. For planets with sizes $0.75-1.5$ R$_\oplus$ and orbital periods of 237-500 days, we find a rate of planets per FGK star of $<0.27$ ($84.13$th percentile). While the true rate of such planets could be lower by a factor of $\sim~2$ (primarily due to potential contamination of planet candidates by false alarms), the upper limits on the occurrence rate of such planets are robust to $\sim~10\%$. We recommend that mission concepts aiming to characterize potentially rocky planets in or near the habitable zone of sun-like stars prepare compelling science programs that would be robust for a true rate in the range $f_{R,P} = $ $0.03-0.40$ for $0.75-1.5$ R$_\oplus$ planets with orbital periods in 237-500 days, or a differential rate of $\Gamma_\oplus \equiv (d^2 f)/[d(\ln P)~d(\ln R_{p})] = $ $0.06-0.76$.

## Full text

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## Figures

16 figures with captions in the complete paper: https://tomesphere.com/paper/1902.01417/full.md

## References

44 references — full list in the complete paper: https://tomesphere.com/paper/1902.01417/full.md

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Source: https://tomesphere.com/paper/1902.01417