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Title: The Influence of 10 Unique Chemical Elements in Shaping the Distribution of Kepler Planets

Journal Article · · The Astronomical Journal
ORCiD logo [1]; ORCiD logo [2]; ORCiD logo [3]; ORCiD logo [4]; ORCiD logo [5]; ORCiD logo [6]; ORCiD logo [2]; ORCiD logo [7];  [8]; ORCiD logo [9]; ORCiD logo [10]; ORCiD logo [11]; ORCiD logo [12]; ORCiD logo [13]; ORCiD logo [14]; ORCiD logo [15]; ORCiD logo [16]; ORCiD logo [17]
  1. Univ. of Virginia, Charlottesville, VA (United States); NASA Goddard Space Flight Center (GSFC), Greenbelt, MD (United States)
  2. Pennsylvania State Univ., University Park, PA (United States)
  3. Univ. of Virginia, Charlottesville, VA (United States)
  4. Observatório Nacional, Rio de Janeiro (Brazil); Univ. of Arizona, Tucson, AZ (United States). Steward Observatory
  5. NSF's NOIRLab, Tucson, AZ (United States)
  6. Univ. of Arizona, Tucson, AZ (United States). Steward Observatory
  7. Space Telescope Science Institute, Baltimore, MD (United States)
  8. Carnegie Earth and Planets Laboratory, Washington, DC (United States)
  9. Universidade Federal do Rio de Janeiro (Brazil)
  10. Malmö University (Sweden)
  11. Princeton Univ., NJ (United States); Carnegie Observatories, Pasadena, CA (United States)
  12. Univ. of Utah, Salt Lake City, UT (United States)
  13. Vanderbilt Univ., Nashville, TN (United States)
  14. Universidad de Antofagasta (Chile)
  15. Instituto de Astrofísica de Canarias (IAC), La Laguna (Spain); Universidad de La Laguna (Spain)
  16. Univ. of Washington, Seattle, WA (United States)
  17. Univ. of Hawaii at Manoa, Honolulu, HI (United States); Univ. of Florida, Gainesville, FL (United States). Bryant Space Science Center; Sloan Digital Sky Survey (SDSS), et al.

The chemical abundances of planet-hosting stars offer a glimpse into the composition of planet-forming environments. To further understand this connection, we make the first ever measurement of the correlation between planet occurrence and chemical abundances for ten different elements (C, Mg, Al, Si, S, K, Ca, Mn, Fe, and Ni). Leveraging data from the Apache Point Observatory Galactic Evolution Experiment (APOGEE) and Gaia to derive precise stellar parameters ($${\sigma }_{{R}_{\star }}\approx 2.3 \% $$, $${\sigma }_{{M}_{\star }}\approx 4.5 \% $$) for a sample of 1018 Kepler Objects of Interest, we construct a sample of well-vetted Kepler planets with precisely measured radii ($${\sigma }_{{R}_{p}}\approx 3.4 \% $$). After controlling for biases in the Kepler detection pipeline and the selection function of the APOGEE survey, we characterize the relationship between planet occurrence and chemical abundance as the number density of nuclei of each element in a star's photosphere raised to a power, β. varies by planet type, but is consistent within our uncertainties across all ten elements. For hot planets (P = 1–10 days), an enhancement in any element of 0.1 dex corresponds to an increased occurrence of ≈20% for super-Earths (Rp = 1–1.9 R⊕) and ≈60% for sub-Neptunes (Rp = 1.9–4 R⊕). Trends are weaker for warm (P = 10–100 days) planets of all sizes and for all elements, with the potential exception of sub-Saturns (Rp = 4–8 R⊕). Finally, we conclude this work with a caution to interpreting trends between planet occurrence and stellar age due to degeneracies caused by Galactic chemical evolution and make predictions for planet occurrence rates in nearby open clusters to facilitate demographics studies of young planetary systems.

Research Organization:
US Department of Energy (USDOE), Washington, DC (United States). Office of Science, Sloan Digital Sky Survey (SDSS)
Sponsoring Organization:
USDOE
Contributing Organization:
Sloan Digital Sky Survey (SDSS)
OSTI ID:
1983152
Journal Information:
The Astronomical Journal, Journal Name: The Astronomical Journal Journal Issue: 3 Vol. 163; ISSN 0004-6256
Publisher:
IOP PublishingCopyright Statement
Country of Publication:
United States
Language:
English

References (143)

Scott's rule: Scott's rule journal June 2010
An abundance of small exoplanets around stars with a wide range of metallicities journal June 2012
Three regimes of extrasolar planet radius inferred from host star metallicities journal May 2014
Array programming with NumPy journal September 2020
SciPy 1.0: fundamental algorithms for scientific computing in Python journal February 2020
Radial mixing in galactic discs journal November 2002
A new implementation of the infrared flux method using the 2MASS catalogue journal March 2009
Extrasolar planet population synthesis journal December 2010
Characterization of exoplanets from their formation: II. The planetary mass-radius relationship⋆ journal November 2012
Exploring theα-enhancement of metal-poor planet-hosting stars. TheKeplerand HARPS samples journal October 2012
From planetesimals to planets: volatile molecules journal October 2014
On the metallicity of open clusters journal January 2016
SOPHIE velocimetry ofKeplertransit candidates journal February 2016
A generalized Bayesian inference method for constraining the interiors of super Earths and sub-Neptunes journal December 2016
Bayesian analysis of interiors of HD 219134b, Kepler-10b, Kepler-93b, CoRoT-7b, 55 Cnc e, and HD 97658b using stellar abundance proxies journal December 2016
Molecular abundances and C/O ratios in chemically evolving planet-forming disk midplanes journal May 2018
Gaia Data Release 2 : Observational Hertzsprung-Russell diagrams★ journal August 2018
Gaia Data Release 2 : Summary of the contents and survey properties journal August 2018
Connecting substellar and stellar formation: the role of the host star’s metallicity journal April 2019
Chemical abundances of 1111 FGK stars from the HARPS-GTO planet search sample journal February 2020
Chemical abundances of 1111 FGK stars from the HARPS GTO planet search program journal November 2021
Statistical properties of exoplanets journal August 2003
Spectroscopic [Fe/H] for 98 extra-solar planet-host stars journal February 2004
Spectroscopic parameters for 451 stars in the HARPS GTO planet search program: Stellar [Fe/H] and the frequency of exo-Neptunes journal June 2008
Prevalence of Earth-size planets orbiting Sun-like stars journal November 2013
Chemistry and Kinematics in the Solar Neighborhood: Implications for Stellar Populations and for Galaxy Evolution journal December 1995
The Lick Planet Search: Detectability and Mass Thresholds journal December 1999
Solar System Abundances and Condensation Temperatures of the Elements journal July 2003
Abundance Analysis of Planetary Host Stars. I. Differential Iron Abundances journal October 2003
On the Formation Timescale and Core Masses of Gas Giant Planets journal October 2003
Toward a Deterministic Model of Planetary Formation. II. The Formation and Retention of Gas Giant Planets around Stars with a Range of Metallicities journal November 2004
The Planet‐Metallicity Correlation journal April 2005
Spectroscopic Properties of Cool Stars (SPOCS). I. 1040 F, G, and K Dwarfs from Keck, Lick, and AAT Planet Search Programs journal July 2005
A Spectroscopic Study of the Ancient Milky Way: F‐ and G‐Type Stars in the Third Data Release of the Sloan Digital Sky Survey journal January 2006
The Two Micron All Sky Survey (2MASS) journal February 2006
The 2.5 m Telescope of the Sloan Digital Sky Survey journal April 2006
The Keck Planet Search: Detectability and the Minimum Mass and Orbital Period Distribution of Extrasolar Planets
  • Cumming, Andrew; Butler, R. Paul; Marcy, Geoffrey W.
  • Publications of the Astronomical Society of the Pacific, Vol. 120, Issue 867 https://doi.org/10.1086/588487
journal May 2008
The Derivation, Properties, and Value of Kepler’s Combined Differential Photometric Precision
  • Christiansen, Jessie L.; Jenkins, Jon M.; Caldwell, Douglas A.
  • Publications of the Astronomical Society of the Pacific, Vol. 124, Issue 922 https://doi.org/10.1086/668847
journal December 2012
emcee : The MCMC Hammer
  • Foreman-Mackey, Daniel; Hogg, David W.; Lang, Dustin
  • Publications of the Astronomical Society of the Pacific, Vol. 125, Issue 925 https://doi.org/10.1086/670067
journal March 2013
The K2 Mission: Characterization and Early Results
  • Howell, Steve B.; Sobeck, Charlie; Haas, Michael
  • Publications of the Astronomical Society of the Pacific, Vol. 126, Issue 938 https://doi.org/10.1086/676406
journal April 2014
Estimating Distances from Parallaxes journal October 2015
Sdss-Iii: Massive Spectroscopic Surveys of the Distant Universe, the Milky way, and Extra-Solar Planetary Systems journal August 2011
KEPLER INPUT CATALOG: PHOTOMETRIC CALIBRATION AND STELLAR CLASSIFICATION journal September 2011
Target Selection for the Apache Point Observatory Galactic Evolution Experiment (Apogee) journal August 2013
Chemical Cartography with Apogee: Large-Scale mean Metallicity maps of the Milky way disk journal April 2014
Revealing a Universal Planet–Metallicity Correlation for Planets of Different Sizes Around Solar-Type Stars journal December 2014
THE APOGEE SPECTROSCOPIC SURVEY OF KEPLER PLANET HOSTS: FEASIBILITY, EFFICIENCY, AND FIRST RESULTS journal March 2015
New H-Band Stellar Spectral Libraries for the Sdss-Iii/Apogee Survey journal May 2015
The data Reduction Pipeline for the Apache Point Observatory Galactic Evolution Experiment journal November 2015
Stellar Parameters and Metallicities of Stars Hosting Jovian and Neptunian mass Planets: a Possible Dependence of Planetary mass on Metallicity journal August 2010
Silicon and Oxygen Abundances in Planet-Host Stars journal August 2011
KEPLEREXOPLANET CANDIDATE HOST STARS ARE PREFERENTIALLY METAL RICH journal August 2011
THE EXOPLANET CENSUS: A GENERAL METHOD APPLIED TOKEPLER journal November 2011
THE FALSE POSITIVE RATE OF KEPLER AND THE OCCURRENCE OF PLANETS journal March 2013
SPECTROSCOPY OF FAINTKEPLERMISSION EXOPLANET CANDIDATE HOST STARS journal June 2013
KEPLER PLANETS: A TALE OF EVAPORATION journal September 2013
A Stellar-Mass-Dependent drop in Planet Occurrence Rates journal January 2015
How to Constrain your m Dwarf: Measuring Effective Temperature, Bolometric Luminosity, Mass, and Radius journal May 2015
Planets Around Low-Mass Stars (Palms). v. Age-Dating Low-Mass Companions to Members and Interlopers of Young Moving Groups journal June 2015
THE OCCURRENCE OF POTENTIALLY HABITABLE PLANETS ORBITING M DWARFS ESTIMATED FROM THE FULL KEPLER DATASET AND AN EMPIRICAL MEASUREMENT OF THE DETECTION SENSITIVITY journal June 2015
Chemical Cartography with Apogee: Metallicity Distribution Functions and the Chemical Structure of the Milky way disk journal July 2015
TERRESTRIAL PLANET OCCURRENCE RATES FOR THE KEPLER GK DWARF SAMPLE journal August 2015
MEASURING TRANSIT SIGNAL RECOVERY IN THEKEPLERPIPELINE. II. DETECTION EFFICIENCY AS CALCULATED IN ONE YEAR OF DATA journal September 2015
PLANET OCCURRENCE WITHIN 0.25 AU OF SOLAR-TYPE STARS FROM KEPLER journal June 2012
PLANETARY CANDIDATES OBSERVED BY KEPLER . VI. PLANET SAMPLE FROM Q1–Q16 (47 MONTHS) journal April 2015
THE SDSS-III APOGEE SPECTRAL LINE LIST FOR H -BAND SPECTROSCOPY journal November 2015
Identifying False Alarms in theKeplerPlanet Candidate Catalog journal June 2016
Chemical Abundances of Neutron-capture Elements in Exoplanet-hosting Stars journal July 2018
The Apache Point Observatory Galactic Evolution Experiment (APOGEE) Spectrographs journal March 2019
The Effects of Snowlines on c/o in Planetary Atmospheres journal November 2011
ON THE METALLICITIES OF KEPLER STARS journal June 2014
Sodium and Oxygen Abundances in the open Cluster ngc 6791 from Apogee H-Band Spectroscopy journal January 2015
A Continuum of Planet Formation Between 1 and 4 Earth Radii journal January 2015
The stellar metallicity--giant planet connection journal February 1997
Signatures of the core-powered mass-loss mechanism in the exoplanet population: dependence on stellar properties and observational predictions journal February 2020
Bayesian analysis of ages, masses and distances to cool stars with non-LTE spectroscopic parameters journal January 2013
Zodiacal exoplanets in time (ZEIT) – II. A ‘super-Earth’ orbiting a young K dwarf in the Pleiades Neighbourhood journal September 2016
The velocity ellipsoid in the Galactic disc using Gaia DR1 journal October 2017
Metallicity-dependent signatures in the Kepler planets journal July 2018
Sculpting the valley in the radius distribution of small exoplanets as a by-product of planet formation: the core-powered mass-loss mechanism journal May 2019
The metallicity–period–mass diagram of low-mass exoplanets journal March 2019
Matplotlib: A 2D Graphics Environment journal January 2007
Accurate fundamental parameters and detailed abundance patterns from spectroscopy of 93 solar-type Kepler targets★† journal May 2012
Transiting Exoplanet Survey Satellite journal October 2014
Fiber feed for the SDSS spectrograph
  • Owen, Russell E.; Siegmund, Walter A.; Limmongkol, Siriluk
  • 1994 Symposium on Astronomical Telescopes & Instrumentation for the 21st Century, SPIE Proceedings https://doi.org/10.1117/12.176689
conference June 1994
Abundance Ratios and Galactic Chemical Evolution journal September 1997
dustmaps: A Python interface for maps of interstellar dust journal June 2018
Aspcap: the Apogee Stellar Parameter and Chemical Abundances Pipeline journal May 2016
DETECTION OF POTENTIAL TRANSIT SIGNALS IN 17 QUARTERS OF KEPLER DATA: RESULTS OF THE FINAL KEPLER MISSION TRANSITING PLANET SEARCH (DR25) journal November 2016
A Super-Solar Metallicity for Stars with hot Rocky Exoplanets journal November 2016
Zodiacal Exoplanets in time (Zeit). i. a Neptune-Sized Planet Orbiting an m4.5 Dwarf in the Hyades star Cluster journal February 2016
Mesa Isochrones and Stellar Tracks (Mist). i. Solar-Scaled Models journal May 2016
MEASURING TRANSIT SIGNAL RECOVERY IN THEKEPLERPIPELINE. III. COMPLETENESS OF THE Q1–Q17 DR24 PLANET CANDIDATE CATALOG WITH IMPORTANT CAVEATS FOR OCCURRENCE RATE CALCULATIONS journal September 2016
Mesa Isochrones and Stellar Tracks (Mist) 0: Methods for the Construction of Stellar Isochrones journal January 2016
Spectral Properties of cool Stars: Extended Abundance Analysis of 1,617 Planet-Search Stars journal August 2016
The Gaia–Kepler Stellar Properties Catalog. I. Homogeneous Fundamental Properties for 186,301 Kepler Stars journal May 2020
Four Sub-Saturns with Dissimilar Densities: Windows into Planetary Cores and Envelopes journal March 2017
Reassessment of the Null Result of theHSTSearch for Planets in 47 Tucanae journal March 2017
HAT-P-67b: An Extremely Low Density Saturn Transiting an F-subgiant Confirmed via Doppler Tomography journal April 2017
Sloan Digital Sky Survey IV: Mapping the Milky Way, Nearby Galaxies, and the Distant Universe journal June 2017
The Apache Point Observatory Galactic Evolution Experiment (APOGEE) journal August 2017
The California- Kepler Survey. II. Precise Physical Properties of 2025 Kepler Planets and Their Host Stars journal August 2017
The California- Kepler Survey. III. A Gap in the Radius Distribution of Small Planets journal August 2017
Target Selection for the SDSS-IV APOGEE-2 Survey journal October 2017
Zodiacal Exoplanets in Time (ZEIT). V. A Uniform Search for Transiting Planets in Young Clusters Observed by K2 journal November 2017
Zodiacal Exoplanets in Time (ZEIT). VI. A Three-planet System in the Hyades Cluster Including an Earth-sized Planet journal December 2017
Elemental Abundances of Kepler Objects of Interest in APOGEE. I. Two Distinct Orbital Period Regimes Inferred from Host Star Iron Abundances journal January 2018
The California- Kepler Survey. IV. Metal-rich Stars Host a Greater Diversity of Planets journal January 2018
Binary Companions of Evolved Stars in APOGEE DR14: Search Method and Catalog of ∼5000 Companions journal June 2018
The Exoplanet Population Observation Simulator. I. The Inner Edges of Planetary Systems journal June 2018
Zodiacal Exoplanets in Time (ZEIT). VII. A Temperate Candidate Super-Earth in the Hyades Cluster journal July 2018
Estimating Distance from Parallaxes. IV. Distances to 1.33 Billion Stars in Gaia Data Release 2 journal July 2018
APOGEE Data Releases 13 and 14: Data and Analysis journal August 2018
Zodiacal Exoplanets in Time (ZEIT). VIII. A Two-planet System in Praesepe from K2 Campaign 16 journal October 2018
Properties and Occurrence Rates for Kepler Exoplanet Candidates as a Function of Host Star Metallicity from the DR25 Catalog journal October 2018
The California- Kepler Survey. VII. Precise Planet Radii Leveraging Gaia DR2 Reveal the Stellar Mass Dependence of the Planet Radius Gap journal November 2018
Occurrence Rates of Planets Orbiting FGK Stars: Combining Kepler DR25, Gaia DR2, and Bayesian Inference journal August 2019
Hot Jupiters Are Destroyed by Tides While Their Host Stars Are on the Main Sequence journal October 2019
The Open Cluster Chemical Abundances and Mapping Survey. IV. Abundances for 128 Open Clusters Using SDSS/APOGEE DR16 journal April 2020
A Probabilistic Approach to Kepler Completeness and Reliability for Exoplanet Occurrence Rates journal May 2020
The Gaia–Kepler Stellar Properties Catalog. II. Planet Radius Demographics as a Function of Stellar Mass and Age journal August 2020
APOGEE Data and Spectral Analysis from SDSS Data Release 16: Seven Years of Observations Including First Results from APOGEE-South journal August 2020
Reliability Correction is Key for Robust Kepler Occurrence Rates journal October 2020
The APOGEE Data Release 16 Spectral Line List journal May 2021
Timing the Evolution of the Galactic Disk with NGC 6791: An Open Cluster with Peculiar High-αChemistry as Seen by APOGEE journal June 2017
Asteroseismology and Gaia : Testing Scaling Relations Using 2200 Kepler Stars with TGAS Parallaxes journal July 2017
The Evaporation Valley in the Kepler Planets journal September 2017
The Star–Planet Connection. I. Using Stellar Composition to Observationally Constrain Planetary Mineralogy for the 10 Closest Stars journal January 2018
Chemical Abundances of Main-sequence, Turnoff, Subgiant, and Red Giant Stars from APOGEE Spectra. I. Signatures of Diffusion in the Open Cluster M67 journal April 2018
Retired A Stars Revisited: An Updated Giant Planet Occurrence Rate as a Function of Stellar Metallicity and Mass journal June 2018
Revised Radii of Kepler Stars and Planets Using Gaia Data Release 2 journal October 2018
How to Constrain Your M Dwarf. II. The Mass–Luminosity–Metallicity Relation from 0.075 to 0.70 Solar Masses journal January 2019
Influence of Stellar Metallicity on Occurrence Rates of Planets and Planetary Systems journal February 2019
Chemical Abundances of Main-sequence, Turnoff, Subgiant, and Red Giant Stars from APOGEE Spectra. II. Atomic Diffusion in M67 Stars journal March 2019
A Spectroscopic Analysis of the California-Kepler Survey Sample. I. Stellar Parameters, Planetary Radii, and a Slope in the Radius Gap journal April 2019
The Optical to Mid-infrared Extinction Law Based on the APOGEE, Gaia DR2, Pan-STARRS1, SDSS, APASS, 2MASS, and WISE Surveys journal June 2019
Confirmation of the Gaia DR2 Parallax Zero-point Offset Using Asteroseismology and Spectroscopy in the Kepler Field journal June 2019
Testing the Radius Scaling Relation with Gaia DR2 in the Kepler Field journal November 2019
A 3D Dust Map Based on Gaia , Pan-STARRS 1, and 2MASS journal December 2019
Close Binary Companions to APOGEE DR16 Stars: 20,000 Binary-star Systems Across the Color–Magnitude Diagram journal May 2020
A Spectroscopic Analysis of the California-Kepler Survey Sample. II. Correlations of Stellar Metallicities with Planetary Architectures journal October 2021
The 16th Data Release of the Sloan Digital Sky Surveys: First Release from the APOGEE-2 Southern Survey and Full Release of eBOSS Spectra journal June 2020
pandas-dev/pandas: Pandas software January 2024