J/AJ/158/109     Occurrence rates of planets orbiting FGK stars     (Hsu+, 2019)
Occurrence rates of planets orbiting FGK stars: combining Kepler DR25, Gaia DR2,
and Bayesian inference.
    Hsu D.C., Ford E.B., Ragozzine D., Ashby K.
   <Astron. J., 158, 109-109 (2019)>
   =2019AJ....158..109H 2019AJ....158..109H    (SIMBAD/NED BibCode)
ADC_Keywords: Exoplanets ; Stars, F-type ; Stars, G-type ; Stars, K-type ;
              Models
Keywords: catalogs - methods: data analysis - methods: statistical -
          planetary systems - stars: statistics
Abstract:
    We characterize the occurrence rate of planets, ranging in size from
    0.5 to 16 R⊕, orbiting FGK stars with orbital periods from 0.5
    to 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" (Cat. I/345). We incorporate additional Kepler data
    products to accurately characterize the efficiency of planets being
    recognized as "threshold crossing events" by Kepler's Transiting Planet
    Search pipeline and labeled as planet candidates 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⊕ and orbital periods of 237-500 days, we find
    a rate of planets per FGK star of <0.27 (84.13th percentile). While
    the true rate of such planets could be lower by a factor of ∼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
    ∼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 fR,P=0.03-0.40 for 0.75-1.5 R⊕ planets with
    orbital periods in 237-500 days, or a differential rate of
    Γ⊕=(d2f)/[d(lnP)d(lnRp)]=0.06-0.76.
Description:
      We report occurrence rates inferred using a hierarchical Bayesian
    model and Approximate Bayesian Computation (ABC), and incorporating
    several improvements relative to previous studies, including the DR25
    catalog of planet candidates, updates to the host star properties from
    Gaia, and an improved model for the Kepler efficiency for detecting
    and vetting of planet candidates.
      In Table 4, we present our DR25 occurrence rates for F, G, and K stellar
    types as defined by the Study Analysis Group (SAG) 13 of the NASA Exoplanet
    Exploration Program Analysis Group (ExoPAG).
File Summary:
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 FileName      Lrecl  Records   Explanations
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ReadMe            80        .   This file
table2.dat        81      130   Inferred planet occurrence rates
table4.dat       101       48   ExoPaG occurrence rates
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See also:
 I/345         : Gaia DR2 (Gaia Collaboration, 2018)
 J/ApJ/795/64  : A catalog of exoplanet physical parameters
                                                         (Foreman-Mackey+, 2014)
 J/ApJ/814/130 : Planet occurrence rates calculated for KOIs (Mulders+, 2015)
 J/AJ/152/158  : Final Kepler transiting planet search (DR25) (Twicken+, 2016)
 J/AJ/155/205  : Occurrence rates for Q1-Q16 KOI catalog planet cand.
                                                                    (Hsu+, 2018)
 J/ApJS/235/38 : Kepler planetary cand. VIII. DR25 reliability (Thompson+, 2018)
Byte-by-byte Description of file: table2.dat
--------------------------------------------------------------------------------
   Bytes Format Units   Label   Explanations
--------------------------------------------------------------------------------
   1-  6  F6.2  d     b_Per     [0.5/256] Period range, lower value
   8- 13  F6.2  d     B_Per     [1/500] Period range, upper value
  15- 19  F5.2  Rgeo  b_Rad     [0.5/12] Planet radius range, lower value
  21- 25  F5.2  Rgeo  B_Rad     [0.75/16] Planet radius range, upper value
      27  A1    ---   l_fVett   [<] Limit flag on fVett
  28- 35  E8.4  ---     fVett   [0.00015/0.93] Occurrence rate based on combined
                                 detection and vetting efficiency model (1)
  37- 43  E7.3  ---   e_fVett   [0.0001/0.096]? Lower limit uncertainty in fVett
  45- 52  E8.4  ---   E_fVett   [0.00014/0.119]? Upper limit uncertainty in
                                 fVett
      54  A1    ---   l_fNoVett [<] Limit flag on fNoVett
  55- 63  E9.5  ---     fNoVett [0.00016/0.95] Occurrence rate based on
                                 no vetting efficiency model (1)
  65- 72  E8.4  ---   e_fNoVett [0.00013/0.075]? Lower limit uncertainty
                                 in fNoVett
  74- 81  E8.4  ---   E_fNoVett [9.5e-05/0.089]? Upper limit uncertainty
                                 in fNoVett
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Note (1): Estimated occurrence rates for DR25 KOI catalog planet candidates
  associated with FGK stars using two different vetting efficiency schemes.
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Byte-by-byte Description of file: table4.dat
--------------------------------------------------------------------------------
   Bytes Format Units   Label  Explanations
--------------------------------------------------------------------------------
   1-  6  F6.2  d     b_Per    [10/320] Period range, lower value
   8- 13  F6.2  d     B_Per    [20/640] Period range, upper value
  15- 19  F5.2  Rgeo  b_Rad    [0.67/11.39] Planet radius range, lower value
  21- 25  F5.2  Rgeo  B_Rad    [1/17.09] Planet radius range, upper value
      27  A1    ---   l_fTypeF [<] Limit flag on fTypeF
  28- 35  E8.4  ---     fTypeF [0.0037/1] Occurrence rate for F stellar type (1)
  37- 43  E7.3  ---   e_fTypeF [0.0063/0.37]? Lower limit uncertainty in fTypeF
  45- 51  E7.3  ---   E_fTypeF [0.0057/0.35]? Upper limit uncertainty in fTypeF
      53  A1    ---   l_fTypeG [<] Limit flag on TypeG
  54- 60  E7.3  ---     fTypeG [0.00146/0.97] Occurrence rate for G stellar type
                                (1)
  62- 68  E7.3  ---   e_fTypeG [0.00086/0.24]? Lower limit uncertainty in fTypeG
  70- 76  E7.3  ---   E_fTypeG [0.0012/0.26]? Upper limit uncertainty in fTypeG
      78  A1    ---   l_fTypeK [<] Limit flag on fTypeK
  79- 85  E7.3  ---     fTypeK [0.0021/1] Occurrence rate for K stellar type (1)
  87- 93  E7.3  ---   e_fTypeK [0.0022/0.2]? Lower limit uncertainty in fTypeK
  95-101  E7.3  ---   E_fTypeK [0.0023/0.28]? Upper limit uncertainty in fTypeK
--------------------------------------------------------------------------------
Note (1): ExoPAG grid estimated occurrence rates for DR25 KOI catalog planet
  candidates associated with FGK stars, using the combined detection and vetting
  efficiency.
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History:
    From electronic version of the journal
(End)                      Tiphaine Pouvreau [CDS]                   18-Oct-2019