J/ApJ/810/95  Kepler pipeline S/N studies. II. 2011 data  (Christiansen+, 2015)

Measuring transit signal recovery in the Kepler pipeline. II. detection efficiency as calculated in one year of data. Christiansen J.L., Clarke B.D., Burke C.J., Seader S., Jenkins J.M., Twicken J.D., Catanzarite J.D., Smith J.C., Batalha N.M., Haas M.R., Thompson S.E., Campbell J.R., Sabale A., Uddin A.K. <Astrophys. J., 810, 95 (2015)> =2015ApJ...810...95C 2015ApJ...810...95C (SIMBAD/NED BibCode)
ADC_Keywords: Planets Keywords: methods: data analysis; techniques: photometric Abstract: The Kepler planet sample can only be used to reconstruct the underlying planet occurrence rate if the detection efficiency of the Kepler pipeline is known; here we present the results of a second experiment aimed at characterizing this detection efficiency. We inject simulated transiting planet signals into the pixel data of ∼10000 targets, spanning one year of observations, and process the pixels as normal. We compare the set of detections made by the pipeline with the expectation from the set of simulated planets, and construct a sensitivity curve of signal recovery as a function of the signal-to-noise of the simulated transit signal train. The sensitivity curve does not meet the hypothetical maximum detection efficiency; however, it is not as pessimistic as some of the published estimates of the detection efficiency. For the FGK stars in our sample, the sensitivity curve is well fit by a gamma function with the coefficients a=4.35 and b=1.05. We also find that the pipeline algorithms recover the depths and periods of the injected signals with very high fidelity, especially for periods longer than 10 days. We perform a simplified occurrence rate calculation using the measured detection efficiency compared to previous assumptions of the detection efficiency found in the literature to demonstrate the systematic error introduced into the resulting occurrence rates. The discrepancies in the calculated occurrence rates may go some way toward reconciling some of the inconsistencies found in the literature. Description: For computational reasons we limit this first multi-quarter transit injection experiment to one year of data comprising Kepler Q9-Q12 (2011). File Summary: -------------------------------------------------------------------------------- FileName Lrecl Records Explanations -------------------------------------------------------------------------------- ReadMe 80 . This file table2.dat 80 10341 Parameters of the injected transiting planets -------------------------------------------------------------------------------- See also: V/133 : Kepler Input Catalog (Kepler Mission Team, 2009) J/ApJS/217/18 : Potential transit signals in Kepler Q1-Q17 (Seader+, 2015) J/ApJS/217/16 : Kepler planetary candidates. V. 3yr Q1-Q12 (Rowe+, 2015) J/ApJS/211/2 : Revised properties of Q1-16 Kepler targets (Huber+, 2014) J/ApJS/210/19 : Kepler planetary candidates. IV. 22 months (Burke+, 2014) J/ApJS/207/35 : Kepler pipeline signal-to-noise studies (Christiansen+, 2013) J/ApJS/204/24 : Kepler planetary candidates. III. (Batalha+, 2013) J/PASP/124/1279 : Q3 Kepler's combined photometry (Christiansen+, 2012) J/ApJS/199/24 : The first three quarters of Kepler mission (Tenenbaum+, 2012) http://exoplanetarchive.ipac.caltech.edu/ : NASA exoplanet archive http://archive.stsci.edu/kepler/ : MAST Kepler home page Byte-by-byte Description of file: table2.dat -------------------------------------------------------------------------------- Bytes Format Units Label Explanations -------------------------------------------------------------------------------- 1- 8 I8 --- KIC [757099/12984422] Kepler identifier 10- 11 I2 --- Sky [4/84] Sky group identifier (1) 13- 20 F8.4 d Per [0.5/184.6] Orbital period 22- 27 F6.4 --- Rp/R* [0.004/0.2] Ratio of planet radius to stellar radius 29- 36 F8.4 --- d/R* [0.6/227] Ratio of planet separation to stellar radius 38- 43 F6.4 --- b [0/1] Impact parameter 45- 53 F9.3 ppm Depth [23.7/24608.3] Transit depth 55- 60 F6.3 h Tdur [1/16] Transit duration 62- 70 F9.3 d Epoch [55641/55738.5] Transit epoch; BJD-2400000.5 72- 78 F7.3 --- MES [0.8/583] Expected Multiple Event Statistic (2) 80 I1 --- R [0/1] Recovered (1: successfull recovery) (3) -------------------------------------------------------------------------------- Note (1): We selected 15 sky groups across the Kepler focal plane --a sky group refers to the set of target stars that fall together on the same CCD channel. Sky groups and corresponding Q9 CCD channels used in the transit injection test, and a qualitative description of any noted features of the channel (see table 1): ------------------------------------------------------------------------- Sky group Channel Description ------------------------------------------------------------------------- 32 4 Edge of field/worst focus 70 10 Variable black/bias correction 71 11 Edge of field/worst focus 9 13 FGS crosstalk 25 17 Nominal/best focus 66 26 Rolling band artifacts/Moire pattern drift 84 32 Edge of field/worst focus 62 46 Variable black/bias correction 78 50 FGS crosstalk 4 56 Edge of field/worst focus 18 58 Rolling band artifacts/Moire pattern drift 19 59 Nominal/best focus 38 62 Rolling band artifacts/Moire pattern drift 74 70 FGS crosstalk 53 81 Start-of-line ringing ------------------------------------------------------------------------- In the other quarters used in this test (Q10-Q12), the sky groups will fall on other CCDS, typically with "average" behavior. Note (2): The Multiple Event Statistic (MES) gives the significance of the correlation between the data and a putative box-shaped transit signal of a given orbital period, transit duration, and phase in units of the uncertainty in the data (Jenkins et al. 2010SPIE.7740E..0DJ). See section 3.1 for further explanations. Note (3): See section 3.2. -------------------------------------------------------------------------------- History: From electronic version of the journal References: Christiansen et al. Paper I. 2013ApJS..207...35C 2013ApJS..207...35C Cat. J/ApJS/207/35 Christiansen et al. Paper III. 2016ApJ...828...99C 2016ApJ...828...99C
(End) Prepared by [AAS], Emmanuelle Perret [CDS] 17-Dec-2015
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