ABSTRACT
We outline an approach yielding proper motions with higher precision than exists in present catalogs for a sample of stars in the Kepler field. To increase proper-motion precision, we combine first-moment centroids of Kepler pixel data from a single season with existing catalog positions and proper motions. We use this astrometry to produce improved reduced-proper-motion diagrams, analogous to a Hertzsprung–Russell (H-R) diagram, for stars identified as Kepler objects of interest. The more precise the relative proper motions, the better the discrimination between stellar luminosity classes. Using UCAC4 and PPMXL epoch 2000 positions (and proper motions from those catalogs as quasi-Bayesian priors), astrometry for a single test Channel (21) and Season (0) spanning 2 yr yields proper motions with an average per-coordinate proper-motion error of 1.0 mas yr−1, which is over a factor of three better than existing catalogs. We apply a mapping between a reduced-proper-motion diagram and an H-R diagram, both constructed using Hubble Space Telescope parallaxes and proper motions, to estimate Kepler object of interest K-band absolute magnitudes. The techniques discussed apply to any future small-field astrometry as well as to the rest of the Kepler field.
Export citation and abstract BibTeX RIS
1. INTRODUCTION
Astrometric precision, , in the absence of systematic error, is proportional to N−1/2, where N is the number of observations (van Altena 2013). Theoretically, averaging the existing vast quantity of Kepler data might allow us to approach Hubble Space Telescope (HST)/Fine Guidance Sensor astrometric precision, 1 ms of arc per observation. While Kepler was never designed to be an astrometric instrument, and despite significant astrometric systematics and the challenge of fat pixels (39757 pixel−1), we can reach a particular goal; higher-precision proper motions for Kepler objects of interest (KOIs) from Kepler data. Additionally, these techniques might be useful to future astrometric users of, for example, the Large Synoptic Survey Telescope (Ivezic et al. 2008), when they require the highest-possible astrometric precision for targets of interest contained on a single CCD in the focal plane. Finally, proper-motion measurements from any Kepler extended mission might benefit from the application of these techniques.
In transit work, it is useful to know the luminosity class of a host star when estimating the size of the companion. This requires a distance, ideally provided by a measurement of the parallax. With simple centroiding unaware of point-spread function (PSF) structure, the season-to-season Kepler astrometry required for parallaxes presently yields positions with average errors exceeding 100 milliarcseconds (mas), which is insufficient for parallaxes (Section 4.3). However, distance is a desirable piece of information. Reduced-proper-motion (RPM) diagrams may provide an alternative distance estimate. The concept is simple: proper motion becomes a proxy for distance (Stromberg 1939; Gould & Morgan 2003; Gould 2004). Statistically, the closer any star is to us, the more likely it is to have a larger proper motion. The RPM diagram consists of the proper motion converted to a magnitude-like parameter plotted against the color. The RPM diagram is thus analogous to a Hertzsprung–Russell (H-R) diagram. While some nearby stars might have low proper motions, giant and dwarf stars typically are separable. The more precise the proper motions, the better the discrimination between the stellar luminosity classes.
In the following sections, we describe our approach yielding improved placement within an RPM for any Kepler target of interest. In Section 2, we outline the utility of RPM diagrams, including a calibration to absolute magnitude derived from HST astrometry. In Section 3, we discuss Kepler data acquisition and reduction. We present the results of a number of tests providing insight into the many difficulties associated with Kepler astrometry in Section 4. We describe the modeling and proper-motion results for our selected Kepler test field in Section 5. We compare our improved RPM with that previously derived from existing astrometric catalogs (Section 5.8), and discuss the astrophysical ramifications of our estimated absolute magnitudes for the over 60 KOI's in our test field (Section 6). We summarize our findings in Section 7.
2. A CALIBRATED RPM DIAGRAM
In past HST astrometric investigations (e.g., Benedict et al. 2011; McArthur et al. 2010), the RPM was used to confirm the spectrophotometric stellar spectral types and luminosity classes of reference stars. Their estimated parallaxes are input to the model as observations with associated errors. To minimize absorption effects, HST astrometric investigations use HK(0) = K(0) + 5log (μ) for the magnitude-like parameter and (J − K)0 for the color, where the K magnitudes and (J − K) colors (from the Two Micron All Sky Survey (2MASS); Skrutskie et al. 2006) have been corrected for interstellar extinction. For all of our RPMs, we use the vector length proper motion, .
Compared to Hipparcos, HST has produced only a small number of parallaxes and proper motions (Benedict et al. 1999, 2000a, 2000b, 2002, 2006, 2007, 2009, 2011; Harrison et al. 2013; McArthur et al. 2001, 2010, 2011, 2014; Roelofs et al. 2007), but with higher precision. Parallax and proper-motion results for 42 stars with HST proper-motion and parallax measures are collected in Table 1. Average parallax errors are 0.2 mas. Average proper-motion errors are 0.4 mas yr−1. In Figure 1, we compare an H-R diagram and an RPM diagram constructed with HST parallax and proper-motion results for the targets listed in Table 1. Conspicuously absent from the RPM diagram are the RR Lyr results from Benedict et al. (2011) with their large proper motions due to their Halo Pop II identification. Lines plotted on the H-R diagram show predicted loci for 10 Gyr age solar metallicity stars and 3 Gyr age metal-poor stars from Dartmouth Stellar Evolution models (Dotter et al. 2008). These ages and metallicities encompass the majority of what might be expected from a random sampling of stars in our Galaxy.
Table 1. HST MK(0) and HK(0)
No. | ID | m − M | MK(0) | SpT | μTa | K0 | (J−K)0 | HK(0) | Referencesb |
---|---|---|---|---|---|---|---|---|---|
1 | HD 213307 | 7.19 | −0.86 | B7IV | 21.82 ± 0.42 | 6.32 | −0.12 | −1.98 ± 0.05 | B02 |
2 | AND | 0.66 | 2.20 | F8 IV–V | 419.26 0.14 | 2.86 | 0.32 | 0.97 0.03 | M10 |
3 | HD 136118 | 3.59 | 2.00 | F9V | 126.31 1.20 | 5.60 | 0.34 | 1.11 0.03 | Mr10 |
4 | HD 33636 | 2.24 | 3.32 | G0V | 220.90 0.40 | 5.56 | 0.34 | 2.28 0.03 | Ba07 |
5 | HD 38529 | 3.00 | 1.22 | G4IV | 162.31 0.11 | 4.22 | 0.68 | 0.27 0.03 | B10 |
6 | vA 472 | 3.32 | 3.69 | G5 V | 104.69 0.21 | 7.00 | 0.50 | 2.10 0.03 | M11 |
7 | 55 Cnc | 0.49 | 3.49 | G8V | 539.24 1.18 | 3.98 | 0.70 | 2.64 0.03 | SIMBAD |
8 | δ Cep | 7.19 | −4.91 | F5Iab: | 17.40 0.70 | 2.28 | 0.52 | −6.51 0.09 | B07 |
9 | vA 645 | 3.79 | 4.11 | K0V | 101.81 0.76 | 7.90 | 0.77 | 2.93 0.03 | M11 |
10 | HD 128311 | 1.09 | 3.99 | K1.5V | 323.57 0.35 | 5.08 | 0.53 | 2.63 0.03 | M13 |
11 | γ Cep | 0.67 | 0.37 | K1IV | 189.20 0.50 | 1.04 | 0.62 | −2.58 0.03 | B13 |
12 | vA 627 | 3.31 | 3.86 | K2 V | 110.28 0.05 | 7.17 | 0.56 | 2.38 0.03 | M11 |
13 | Eri | −2.47 | 4.24 | K2V | 976.54 0.10 | 1.78 | 0.45 | 1.72 0.03 | B06 |
14 | vA 310 | 3.43 | 4.09 | K5 V | 114.44 0.27 | 7.52 | 0.63 | 2.82 0.03 | M11 |
15 | vA 548 | 3.39 | 4.13 | K5 V | 105.74 0.01 | 7.52 | 0.71 | 2.64 0.03 | M11 |
16 | vA 622 | 3.09 | 5.13 | K7V | 107.28 0.05 | 8.22 | 0.84 | 3.38 0.03 | M11 |
17 | vA 383 | 3.35 | 5.01 | M1V | 102.60 0.32 | 8.36 | 0.91 | 3.42 0.03 | M11 |
18 | Feige 24 | 4.17 | 6.38 | M2V/WD | 71.10 0.60 | 10.55 | 0.69 | 4.81 0.03 | B00a |
19 | GJ 791.2 | −0.26 | 7.57 | M4.5V | 678.80 0.40 | 7.31 | 0.92 | 6.47 0.03 | B00b |
20 | Barnard | −3.68 | 8.21 | M4Ve | 10370.00 0.30 | 4.52 | 0.72 | 9.60 0.03 | B99 |
21 | Proxima | −4.43 | 8.81 | M5Ve | 3851.70 0.10 | 4.38 | 0.97 | 7.31 0.03 | B99 |
22 | TV Col | 7.84 | 4.84 | WD | 27.72 0.22 | 12.68 | 0.49 | 4.89 0.03 | M01 |
23 | DeHt5 | 7.69 | 7.84 | WD | 21.93 0.12 | 15.53 | −0.07 | 7.24 0.03 | B09 |
24 | N7293 | 6.67 | 7.87 | WD | 38.99 0.24 | 14.54 | −0.23 | 7.49 0.03 | B09 |
25 | N6853 | 8.04 | 2.54 | WD | 8.70 0.11 | 10.58 | 1.13 | 0.27 0.04 | B09 |
26 | A31 | 8.97 | 6.69 | WD | 10.49 0.13 | 15.66 | 0.25 | 5.77 0.04 | B09 |
27 | V603 Aql | 7.20 | 4.12 | CNe | 15.71 0.19 | 11.32 | 0.31 | 2.30 0.04 | H13 |
28 | DQ Her | 8.06 | 5.00 | CNe | 13.47 0.32 | 13.06 | 0.46 | 3.70 0.06 | H13 |
29 | RR Pic | 8.71 | 3.54 | CNe | 5.21 0.36 | 12.25 | 0.18 | 0.83 0.15 | H13 |
30 | HP Lib | 6.47 | 7.35 | WD | 33.59 1.54 | 13.82 | −0.12 | 6.45 0.10 | R07 |
31 | CR Boo | 7.64 | 8.59 | WD | 38.80 1.78 | 16.23 | −1.52 | 9.17 0.10 | R07 |
32 | V803 Cen | 7.70 | 6.12 | WD | 9.94 2.98 | 13.82 | −0.10 | 3.81 0.65 | R07 |
33 | ℓ Car | 8.56 | −7.55 | G3Ib | 15.20 0.50 | 0.99 | 0.55 | −8.10 0.08 | B07 |
34 | ζ Gem | 7.81 | −5.73 | G0Ibv | 6.20 0.50 | 2.13 | 0.23 | −8.91 0.18 | B07 |
35 | β Dor | 7.50 | −5.62 | F6Ia | 12.70 0.80 | 2.06 | 0.48 | −7.42 0.14 | B07 |
36 | FF Aql | 7.79 | −4.39 | F6Ib | 7.90 0.80 | 3.45 | 0.40 | −7.06 0.22 | B07 |
37 | RT Aur | 8.15 | −4.25 | F8Ibv | 15.00 0.40 | 3.90 | 0.28 | −5.22 0.06 | B07 |
38 | κ Pav | 6.29 | −3.52 | F5Ib-II: | 18.10 0.10 | 2.71 | 0.62 | −6.00 0.03 | B11 |
39 | VY Pyx | 6.00 | −0.26 | F4III | 31.80 0.20 | 5.63 | 0.33 | −1.86 0.03 | B11 |
40 | P3179 | 5.65 | 3.02 | G0V: | 50.36 0.40 | 8.67 | 0.35 | 2.18 0.03 | S05 |
41 | P3063 | 5.65 | 4.68 | K6V: | 45.30 0.50 | 10.33 | 0.82 | 3.61 0.04 | S05 |
42 | P3030 | 5.65 | 4.97 | K9V: | 43.20 0.50 | 10.62 | 0.83 | 3.79 0.04 | S05 |
Notes. a in mas yr−1. bB99 = Benedict et al. (1999), B00a = Benedict et al. (2000a), B00b = Benedict et al. (2000b), B02 = Benedict et al. (2002), B06 = Benedict et al. (2006), B07 = Benedict et al. (2007), B09 = Benedict et al. (2009), B11 = Benedict et al. (2011), Ba07 = Bean et al. (2007), H13 = Harrison et al. (2013), Mr10 = Martioli et al. (2010), M01 = McArthur et al. (2001), M11 = McArthur et al. (2011), R07 = Roelofs et al. (2007), S05 = Soderblom et al. (2005).
Download table as: ASCIITypeset image
Even though these targets are scattered all over the sky and range from planetary nebula central stars to Cepheid variables, the similarity between the H-R and RPM diagrams is striking. In Figure 2, we plot the extinction-corrected K-band absolute magnitude derived from HST parallaxes against the magnitude-like parameter HK(0). The resulting scatter, 0.7 mag rms, suggests that precise proper motion is a good enough proxy for distance to allow us to assign a luminosity class.
Download figure:
Standard image High-resolution imageNote that while this calibration is produced with proper motions sampling much of the celestial sphere, the H-R diagram and RPM main sequences are defined almost exclusively by stars belonging to the Hyades and Pleiades clusters. This may become an issue when we attempt to apply the calibration to a small piece of the sky in a different location. Both the calibration sources and a random Kepler field have systematic proper motions due to galactic rotation (see van Leeuwen 2007, Section 6.1.5), which may require some correction.
3. KEPLER OBSERVATIONS AND DATA REDUCTION
The primary mission of the Kepler spacecraft is high-precision photometry which can be used to discover transiting planets. Kepler rotates about the boresight once every 90 days to maximize solar panel illumination. Each such pointing is identified by a season number; 0–3. Each 90 day period is identified by a quarter number; 1–17. The CCDs in the Kepler focal plane are identified by a channel number; 1–84. Our goal is to produce an astrometric reference frame across a given Kepler channel containing KOIs of interest, with the end product being KOI proper motions which can be used to populate an RPM.
3.1. Star Data
The Kepler telescope trails the Earth in a Sun-centered orbit. Details on the photometric performance and focal plane array can be found in Borucki et al. (2010) and Caldwell et al. (2010a). The following explorations restrict themselves to the so-called long-cadence data where each subsection containing a star of interest in the array is read out once every 30 minutes. These subsections of the Kepler field of view (FOV; hereafter, postage stamps) range from 4×5 pixels for fainter stars to larger than 8×8 pixels for brighter stars. Kepler pixels are a little less than 4'' on a side. Targets observed with long cadence generate approximately 4700 postage stamps per star per quarter.
We obtained our Kepler data from the Space Telescope Science Institute Multimission Archive (MAST). These data include both pipelined positions (the *_llc.fits files, where "*" is a global replacement marker) and postage stamp image data (the *_lpd-targ.fits files). The Kepler Archive Manual (Fraquelli & Thompson 2012) greatly assisted us with any access issues.
3.2. Positions from Kepler Image Data
Positions used in this paper are generated from the Kepler postage stamp image data using a simple first-moment centering algorithm. We calculate
where z = flux(i, j) are the flux count values for each Kepler pixel within the postage stamp. To generate positions from the optimal aperture, any z value not in the optimal aperture is set to zero. To reduce the computational load and to smooth out high-frequency positional variations, normal points (NPs) are formed by averaging the x and y positions for a specified time span. The tests and results reported herein are based on nine day NPs. We also only use data within an optimal aperture for each star defined by the Kepler team. We provide an example of an optimal aperture for a star with Kepler identification number KID = 7031732 in Figure 3. There are positional corrections tabulated in the MAST data products, e.g., POS_CORR1. These corrections report the size of the differential velocity aberration, pointing drift, and thermal effects applicable to the region of sky recorded in the file. These corrections are applied to our derived centroids. The final positions used in the test are corrected using the MAST position correction values, e.g., XY_CORR = MOM_CENTR_XY - POS_CORR_XY. We calculate the standard deviation of each NP along each axis for each star. The average standard deviation of these NP is typically on the order of 1 mas, demonstrating exceptional astrometric stability within each postage stamp. However, this small, formal random error is a significant underestimation of the total star-to-star astrometric quality, as we will see below in Section 4.1.
Download figure:
Standard image High-resolution imageWe explored utilizing PSF fitting methods to extract positions. That approach did not resolve the issue of poor astrometric performance over multiple quarters (see Section 4.3 below). PSF fitting is computationally intensive and complicated given the Kepler FOV crowded stellar field and the significant PSF variations over that field (Bryson et al. 2010).
4. KEPLER ASTROMETRIC TESTS
These tests highlight several systematic errors and motivate our simple strategy for dealing with them. We employ GaussFit for all of our astrometric modeling (Jefferys et al. 1988) to minimize χ2.
4.1. Single Channel, Single Season, Single Quarter
These tests use 95 stars located in Channel 21, Season 0, Quarter 10 that are identified as red giants in the Kepler Input Catalog (KIC). This initial filtering by star type potentially minimizes any effects of proper motion over the span of one or even two quarters. The NP generator, run on each star selected from test Channel 21, effectively reduces the number of discrete data sets per star from on the order of 4500 down to 9. We assign the 9 NPs for each of the 95 stars in the test to the 9 "plates." Each plate now contains 95 stars whose epochs are separated in time by approximately 9 days. Using the positions and positional errors generated by the NP code (now organized as 9 "plates" each containing 95 star positions and associated errors), we determine scale, rotation, and offset "plate constants" relative to an arbitrarily adopted constraint epoch (the so-called "master plate") for each observation set (the positions generated for each star within each "plate" at each of the nine NP epochs). The solved equations of condition are
where and are the measured NP coordinates from the Kepler postage stamps. A and B are scale and rotation plate constants, C and F are offsets. For this test spanning only a single 90 day quarter, we ignore proper motions. When modeling these positions, in order to approach a near-unity χ2/DOF (DOF = degrees of freedom), the input positional errors, standard deviations from the NP averaging process, had to be increased by a factor of four. The final catalog of (ξ, η) positions have average 〈σξ〉 = 0.31 millipixel and 〈ση〉 = 0.64 millipixel (1.23 and 2.54 mas), which is seemingly quite encouraging if one's goal is precision astrometry with Kepler.
However, the results of this modeling, shown in Figure 4, exhibit large systematic effects that are well correlated with time. The constraint epoch for this reduction is JD−24400000 = 15785.2, that is, the middle epoch of the nine plotted. We tentatively blame the typically larger y residuals (y is larger than x within each epoch) in Figure 4 with charge-transfer smearing along the CCD column readout direction (Kozhurina-Platais et al. 2008; Quintana et al. 2010). Our ultimate goal is to tease out stellar positional behavior similarly correlated with time: proper motion. We find stars 9 (=KID 6363534) and 27 (=KID 6606001) to exhibit some of the largest and most strikingly systematic residual patterns. Figure 5 provides an explanation for the behavior of star 27 (a close companion that perturbed the simple first-moment centering algorithm), and presents a puzzle regarding star 9. This star has no bright companions, yet it is a poorly behaved component of our astrometric reference frame. We suspect that this is due to the CCD channel-to-channel cross-talk discussed in Caldwell et al. (2010b). Four CCDs share common readout electronics. A bright star on one CCD can affect the measured charge in another.
Download figure:
Standard image High-resolution imageDownload figure:
Standard image High-resolution imageTo determine whether or not there might be unmodeled—but possibly correctable—systematic effects at the 10 millipixel level, we plotted the reference frame x and y residuals against a number of parameters. These included the following: x, y position within the channel; radial distance from the channel center; reference star magnitude and color; and epoch of observation. We saw no obvious trends, other than an expected increase in positional uncertainty with reference star magnitude. Models with separate x and y scales (six parameters; in Equation (2) above, where −B and A are replaced by D and E) or color terms (eight parameters) provided no improvement in χ2/DOF.
Given that the pipelined positions available in the _llc.fits files are also first-moment centroids calculated from the optimal apertures, we developed the capability to generate these independently as a further test of the Kepler astrometry. The code used to generate the positions whose residuals are plotted in Figure 4 can also produce first-moment centroid data using the entire postage stamp (e.g., all the flux values in the middle panel in Figure 3). By comparing the positions extracted from the entire postage stamp against the optimal subset of the postage stamp for Channel 21, the average absolute value residual is reduced by 30% when using the optimal apertures. However, tests carried out on Channel 41 (Season 0, Quarter 10) near the Kepler FOV center result in a much less significant improvement, only 12%. This can be explained by considering the degradation in the PSF from the center to the edge of the entire Kepler FOV (Bryson et al. 2010; Tenenbaum & Jenkins 2010).
4.2. Other Single-channel Tests
4.2.1. Same Stars—Multiple Seasons and Quarters
To test whether or not the peculiar fan pattern in the residuals against time seen in Figure 4 is channel-specific, we carried out similar tests for Channels 41–44, i.e., the four central CCDs in the Kepler focal plane. We sampled Quarters 3 through 14 using the same ∼75 stars in each channel. The results of this four parameter modeling are provided in Figure 6. Every quarter exhibits time-dependent residual behavior. The patterns often repeat within the same season. For example, in Season 1, the x residuals for star 5 (=KID 8949862) start out large and positive and move down to large and negative over ∼90 days. However, star 5 is relatively well behaved for any other season. A comparison of Figure 6 with Figure 5 in Barclay (2011)6 is convincing evidence that astrometry quality and primary mirror temperature changes are correlated. Stable temperatures at any level yield better astrometry (smaller residuals).
Download figure:
Standard image High-resolution image4.2.2. An External Check of Single-channel, Single-season Data
We carried out a four parameter modeling of 127 randomly chosen stars (a mix of dwarfs and giants according to the KIC) in Channel 26 from Season 3, Quarter 5 and found residual patterns similar to that for Season 3, Quarter 5, Channel 44 shown in Figure 6. We then extracted a subset of 10 stars, 5 with relatively well-behaved x residuals (stars 4–62) and 5 with x residuals that are not constant with time (stars 67–106 in Figure 7). We list these in Table 2.
Download figure:
Standard image High-resolution imageTable 2. Companion Test Stars
#a | KID | KEPMAG | K | FluxFracb |
---|---|---|---|---|
4 | 5698236 | 15.637 | 14.243 | 0.886 |
5 | 5698325 | 12.264 | 10.747 | 0.920 |
10 | 5698466 | 13.113 | 11.561 | 0.921 |
34 | 5783576 | 14.135 | 12.656 | 0.874 |
62 | 5784222 | 15.475 | 13.885 | 0.881 |
67 | 5784291 | 13.148 | 11.074 | 0.936 |
77 | 5869153 | 15.596 | 13.537 | 0.706 |
96 | 5869586 | 15.466 | 13.672 | 0.886 |
103 | 5869826 | 15.768 | 13.473 | 0.774 |
106 | 5870047 | 11.747 | 6.328 | 0.962 |
Notes. aNumbering in Figure 7. bFraction of target flux in the Kepler project-defined optimum aperture.
Download table as: ASCIITypeset image
To explore the hypothesis that astrophysical effects (i.e., companions undetectable at the resolution of the Kepler detectors) cause the observed residual behavior, these 10 stars were observed with the Keck NIRC2-AO system (Wizinowich et al. 2004; Johansson et al. 2008) on the nights of 2013 August 19–21 UT with the NIRC2 instrument on Keck II. The targets themselves were used as natural guide stars and observations were performed in the K' filter, or the Br-γ filter if the star was too bright for the broader K' filter. The native seeing on the three nights (before adaptive optics (AO)) was approximately 06 at 2 μm. The NIRC2 instrument was in the narrow field mode with a pixel scale of approximately 0009942 pixel−1 and a FOV of approximately 101 on a side. Each data set was collected with a three point dither pattern, avoiding the lower left quadrant of the NIRC2 array, with five images per dither position, each shifted 1'' from the previous. Each frame was dark subtracted and flat fielded. The sky frames were constructed for each target from the target frames themselves by median filtering and coadding the 15 dithered frames. Individual exposure times varied depending on the brightness of the target but were typically 10–30 s per frame. Data reduction was performed using a custom set of IDL routines.
To estimate companion detection limits as a function of distance from the selected targets, we utilized PSF planting and cross correlation (Tanner et al. 2010). The science target was extracted from the image, sky subtracted, and normalized. Then it was added at random positions around the image such that an equal number of plant positions occur in each radius bin of 01 around the science target. The flux within each planted PSF is scaled by a random value ranging from 10−3 to 103 times the original number of counts in the star. The counts were determined through aperture photometry with a radius of 02 and a sky annulus of 02–03. Once added to the image, the threshold for detection was established by cross-correlating the planted star with the normalized PSF. A scaled and random PSF plant was considered to be detected if the cross-correlation value was above 0.5—a value determined with a "by eye" assessment. The location and flux of those PSFs that were detected were recorded over 5000 PSF plants. In each radius bin, the PSF with the smallest flux was used in the resulting plot of detected minimum magnitude difference (ΔKs) versus distance from the science target.
We found no companion candidates in these images within a radius of 12. Figure 8 contains the contrast curves for star 4 (constant residuals) and star 67 (time-varying residuals), along with a fit to the normalized average contrast curves for stars 4–62 (〈Good〉) and 67–106 (〈Bad〉). To fit the average contrast curves, we employed an exponential function (y = K0 + K1*exp(− (x − x0)/K2)) with offset x0. The similarity of the average contrast curves removes small angular separation, fainter companions as the cause of the behavior displayed in Figure 7. Finally, the average Season 3 crowding, contamination, and flux fraction parameters (see Fraquelli & Thompson 2012 for parameter details) of the two groups differed little.
Download figure:
Standard image High-resolution image4.2.3. Lessons Learned
With as rich a data set as produced by Kepler, our approach is to exercise extensive editing to establish the best astrometric reference frame: a reference frame with χ2/DOF ∼ 1 and Gaussian distribution of residuals. If we model only epochs 3–7 in Figure 4, as shown in Figure 9, we generate a final catalog of (ξ, η) positions with average 〈σξ〉 = 0.22 millipixel and 〈ση〉 = 0.46 millipixel (0.87 and 1.83 mas). The residuals are Gaussian (Figure 10) and naturally larger than the average catalog errors because of the effective averaging to produce a catalog. Again, the significantly larger residuals along the y axis are likely due to CCD read-out issues (Kozhurina-Platais et al. 2008; Quintana et al. 2010).
Download figure:
Standard image High-resolution imageDownload figure:
Standard image High-resolution image4.3. Two Channels, Two Contiguous Seasons
Again restricting our test to include only stars identified as red giants to minimize proper-motion effects, we now run a plate overlap model for the same set of stars appearing on two different Channels (21, 37) for Quarters 10 and 11, respectively. Given that the average absolute value UCAC4 proper motion for this suite of test stars is 7.5 mas yr−1 (less than 2 millipixel yr−1), the roughly 180 day span of these data should exhibit very little scatter due to unmodeled motions. A four parameter model (with the constraint plate chosen to be from Channel 21) yielded a final catalog with 〈σξ〉 = 2.60 millipixel and 〈ση〉 = 6.6 millipixel (10.33 and 26.23 mas), which is significantly poorer astrometric performance than for a single channel and quarter (Section 4.1). A six parameter model with separate scales along x and y yielded only a 0.8% reduction in the large value of the reduced χ2/DOF.
The Kepler telescope has a Schmidt–Cassegrain design. An effective astrometric model for such a telescope, used successfully in the past on Palomar Schmidt photographic plates, is introduced in Abbot et al. (1975) and used in, e.g., Benedict et al. (1978). That model,
when applied to the Channels 21 and 37 data, provided a 9.1% reduction in reduced χ2/DOF, but a final catalog with errors almost exactly as found for the four and six parameter models. The run of residuals with time is shown in Figure 11. The residuals from this modeling are on average eight times larger than for Channel 21 alone. That the residuals remain large even with a Schmidt model demonstrates that the astrometric effects are not due to the Schmidt nature of the Kepler Telescope. The residuals as a function of position within the Channel 37 CCD show large variations on extremely small spatial scales (Figure 12). We have yet to identify the source of these high-frequency spatial defects, but cannot yet rule out the individual field flatteners atop each module containing four channels (Tenenbaum & Jenkins 2010). This inter-channel behavior effectively prohibits the measurement of precise parallaxes using only Kepler data.
Download figure:
Standard image High-resolution imageDownload figure:
Standard image High-resolution image5. ASTROMETRY OF A KEPLER TEST FIELD
Our ultimate goal is to produce an RPM diagram including KOIs, which would permit an estimate of their luminosity class. This may be feasible by restricting astrometry to a single channel and season. Essentially, we may be able to ignore the deficiencies demonstrated in Figures 11 and 12 because each star in any given season will be observed by the same pixels, and the starlight is passing through the exact same region of the field flattener. The 17 available quarters provide 3–4 same-season observation sets for any Kepler channel. Examination of Figure 6 supports our identification of Season 0 as one of the more stable. Tests similar to those carried out in Section 4.1 yielded very poor results for Quarter 2, and hence it is unused here.
5.1. Populating an RPM Diagram
To fully populate the HK, (J − K)0 plane of an RPM diagram, we extract Channel 21 long-cadence image data (*lpd-targ*) for stars with 14 > KEPMAG > 11.6 (Quarters 6, 10, and 14, and all Season 0):
- 1.Approximately 100 stars classified as red giants;
- 2.Approximately 100 stars with Teff > 6500 K;
- 3.Approximately 100 stars with 6200 > Teff > 5100 K;
- 4.Approximately 30 stars with Teff < 5000 K and Total_PM ⩾024yr−1 with any KEPMAG value; and
- 5.All KOIs found in Channel 21, e.g., Planetary_candidate and Exoplanet_host_star condition flag objects. These also have unrestricted KEPMAG.
We extract positions and generate nine day average NPs using only the Kepler team defined optimal apertures for each star. When including these data in our modeling with the ground-based catalogs, we re-origin the Kepler x, y coordinate values to (0,0) at the center of Channel 21.
5.2. Reference Star Priors
To place our relative astrometry onto a right ascension (R.A.), declination (decl.) system, we extract J2000 positions and proper motions from the UCAC4 (Zacharias et al. 2013) and PPMXL (Roeser et al. 2010) catalogs. The catalog positions scale the Kepler astrometry and provide an approximately 12 yr baseline for proper-motion determination. Additionally, the catalog proper motions with associated errors are entered into the modeling as quasi-Bayesian priors. These values are not entered as hardwired quantities known to infinite precision. The χ2 minimization is allowed to adjust the parameter values suggested by these data values within limits defined by the data input errors.
The input positional errors average 19 mas for the UCAC4 and 63 mas for the PPMXL. The average per-axis proper-motion errors are 2.6 mas yr−1 for UCAC4 and 3.9 mas yr−1 for PPMXL. A comparison of the two catalogs yields an average per-star absolute value proper-motion disagreement of 5.1 mas yr−1, indicating that there is room for improvement. The R.A. and decl. positions from the two catalogs are used to calculate ξ, η standard coordinates transformed from radians to arcseconds (van de Kamp 1967) using the center of Channel 21 as the tangent point.
5.3. The Proper-motion Astrometric Model
Using the central five epochs of positions from Quarters 6, 10, and 14 from Kepler Channel 21 (the editing of each quarter can be illustrated by comparing Figure 4 to Figure 9), spanning 2.14 yr, with standard coordinates from PPMXL and UCAC4, and proper-motion priors from the latter two catalogs, we determine "plate constants" relative to the UCAC4 catalog (this catalog having smaller formal positional errors). The constraint epoch is thus 2000.0. Our reference frame after pruning out astrometrically misbehaving objects contains 226 stars. For this model, we include only those stars with a restricted magnitude range, 14 > KEPMAG > 11.6 (samples 1–3 discussed in Section 5.1 above). The average magnitude for this magnitude-selected reference frame is 〈KEPMAG〉 = 13.3.
Again, we employ GaussFit (Jefferys et al. 1988) to minimize χ2. The solved condition equations for the Channel 21 field are now
where and are the re-origined measured coordinates from Kepler and the standard coordinates from UCAC4 and PPMXL; μx and μy are proper motions; and Δt is the epoch difference from the mean epoch.
Based on the resulting astrometric parameters, we form a plate scale of
and for the 15 epochs (five for each of the three quarters) of Kepler observations find 〈S〉 = 397664 ± 0000009 pixel−1, which is close to the nominal Kepler plate scale (van Cleve & Caldwell 2009) and an indication that the Kepler telescope plate scale as sampled in Channel 21 was quite constant. The scale factor of the PPMXL catalog relative to the UCAC4 catalog was 1.000012.
5.4. Assessing the Reference Frame
Using the UCAC4 catalog as the constraint plate to achieve a χ2/DOF ∼ 1, the Kepler NP data errors (NP standard deviations) had to be increased by a factor of 16. Histograms of the Kepler NP residuals were characterized by σx = 3.6 mas, σy = 6.4 mas. The average absolute value residual for Kepler was 4.8 mas, 24.3 mas for UCAC4, and 61.6 mas for PPMXL. The resulting 226 star reference frame "catalog" in ξ and η standard coordinates was determined with average positional errors of 〈σξ, η〉 = 8.6 mas, a 55% improvement in relative position over the UCAC4 catalog. The average proper-motion error for the stars comprising the reference frame is 0.8 mas yr−1.
Again, to determine whether or not there might be unmodeled—but possibly correctable—systematic effects, we plotted the reference frame x and y residuals against a number of parameters. These included the x, y position within the channel (Figure 13), the radial distance from the channel center, the reference star magnitude and color, and the epoch of observation. We saw no obvious trends other than an expected increase in positional uncertainty with reference star magnitude. Plots of x and y residual versus pixel phase also indicated no trends. We calculate the pixel phase, ϕx = x − int(x + 0.5), where int returns the integer part of the (for example) x coordinate.
Download figure:
Standard image High-resolution image5.5. Applying the Reference Frame
To ensure that the typically fainter (and hence less valuable contributors to the astrometric reference frame) stars do not affect our astrometric modeling of the Channel 21 CCD, an identical model in Section 5.3 is re-run, adding NP positions for the K and M stars (sample 4) and KOIs (sample 5) from Section 5.1, holding the Equations (7) and (8) coefficients A–G' to the values determined in Section 5.3. Note that we do solve for the positions and proper motions. This yields final catalog positions and proper motions for 301 stars representing all the categories listed in Section 5.1. The inclusion of fainter stars results in a "catalog" with ξ and η standard coordinates average relative positional errors 〈σξ, η〉 = 11.1 mas, and an average proper-motion error for all stars of 1.0 mas yr−1. The decrease in proper-motion precision relative to that found for the reference-frame-only stars is driven by the inclusion of the typically fainter K, M, and KOI stars with average 〈KEPMAG〉 = 15.1. As shown in Section 5.7 below, the centroids of fainter stars have lower signal to noise and, if included, would degrade our astrometric reference frame.
We present final KOI proper motions and errors in Table 3. These are, in a sense, absolute proper motions because of the use of prior information. To reiterate, we treated the UCAC4 and PPMXL proper-motion priors as observations with corresponding errors. The Table 3 KOI proper-motion parameters (and those for the entire set of reference stars modeled above) were adjusted by various amounts depending on the data input errors to arrive at a final result that minimized χ2.
Table 3. Channel 21 KOI Proper Motions (μ)
ID | KID | KOI | mf | μRAa | μDECb | μT |
---|---|---|---|---|---|---|
401 | 6362874 | 1128 | 13.51 | −0.0063 ± 0.0008 | −0.0307 ± 0.0008 | 0.0314 ± 0.0011 |
402 | 6364215 | 2404 | 15.66 | 0.0005 0.0015 | −0.0056 0.0019 | 0.0056 0.0024 |
403 | 6364582 | 3456 | 12.99 | 0.0022 0.0011 | 0.0029 0.0005 | 0.0036 0.0012 |
404 | 6441738 | 1246 | 14.90 | −0.0038 0.0013 | 0.0158 0.0012 | 0.0163 0.0017 |
405 | 6442340 | 664 | 13.48 | 0.0090 0.0009 | −0.0103 0.0011 | 0.0137 0.0015 |
406 | 6442377 | 176 | 13.43 | 0.0079 0.0009 | 0.0096 0.0012 | 0.0124 0.0015 |
407 | 6520519 | 4749 | 15.61 | 0.0026 0.0017 | −0.0061 0.0019 | 0.0067 0.0025 |
408 | 6520753 | 4504 | 11.20 | 0.0046 0.0087 | −0.0535 0.0061 | 0.0537 0.0106 |
409 | 6521045 | 41 | 15.20 | 0.0205 0.0003 | −0.0275 0.0006 | 0.0343 0.0007 |
410 | 6522242 | 855 | 15.98 | 0.0025 0.0037 | 0.0128 0.0029 | 0.0130 0.0047 |
411 | 6523058 | 4549 | 13.16 | 0.0041 0.0019 | 0.0024 0.0017 | 0.0048 0.0025 |
412 | 6523351 | 3117 | 11.38 | 0.0052 0.0006 | −0.0021 0.0006 | 0.0056 0.0009 |
413 | 6603043 | 368 | 15.90 | −0.0029 0.0005 | −0.0018 0.0004 | 0.0034 0.0006 |
414 | 6604328 | 1736 | 13.80 | 0.0033 0.0026 | 0.0026 0.0021 | 0.0042 0.0034 |
415 | 6605493 | 2559 | 15.55 | −0.0052 0.0011 | −0.0076 0.0012 | 0.0092 0.0016 |
416 | 6606438 | 2860 | 13.42 | 0.0044 0.0025 | 0.0051 0.0020 | 0.0068 0.0032 |
419 | 6607447 | 1242 | 13.75 | 0.0087 0.0009 | 0.0002 0.0014 | 0.0087 0.0017 |
420 | 6607644 | 4159 | 14.50 | −0.0070 0.0017 | 0.0395 0.0018 | 0.0402 0.0025 |
421 | 6690082 | 1240 | 14.47 | −0.0027 0.0010 | −0.0130 0.0012 | 0.0133 0.0015 |
422 | 6690171 | 3320 | 15.95 | 0.0060 0.0021 | −0.0027 0.0015 | 0.0066 0.0026 |
423 | 6690836 | 2699 | 15.23 | −0.0081 0.0031 | −0.0026 0.0019 | 0.0085 0.0036 |
424 | 6691169 | 4890 | 15.77 | −0.0006 0.0016 | −0.0105 0.0021 | 0.0106 0.0026 |
425 | 6693640 | 1245 | 14.20 | 0.0098 0.0012 | 0.0059 0.0013 | 0.0115 0.0018 |
426 | 6773862 | 1868 | 15.22 | −0.0089 0.0024 | −0.0014 0.0020 | 0.0091 0.0031 |
427 | 6774537 | 2146 | 15.33 | −0.0023 0.0014 | 0.0026 0.0013 | 0.0035 0.0019 |
428 | 6774880 | 2062 | 15.00 | 0.0024 0.0019 | −0.0019 0.0016 | 0.0031 0.0025 |
429 | 6776401 | 1847 | 14.81 | −0.0031 0.0014 | −0.0295 0.0015 | 0.0297 0.0020 |
430 | 6779260 | 2678 | 11.80 | 0.0000 0.0006 | 0.0063 0.0004 | 0.0063 0.0007 |
431 | 6779726 | 3375 | 15.70 | 0.0011 0.0031 | −0.0084 0.0024 | 0.0085 0.0040 |
432 | 6862721 | 1982 | 15.77 | 0.0026 0.0017 | 0.0051 0.0022 | 0.0057 0.0027 |
433 | 6863998 | 867 | 15.22 | 0.0076 0.0014 | 0.0054 0.0012 | 0.0093 0.0019 |
434 | 6945786 | 3136 | 15.74 | 0.0088 0.0018 | 0.0010 0.0019 | 0.0089 0.0026 |
435 | 6946199 | 1359 | 15.23 | 0.0291 0.0032 | −0.0082 0.0023 | 0.0303 0.0040 |
436 | 6947164 | 3531 | 14.62 | −0.0002 0.0009 | 0.0010 0.0013 | 0.0011 0.0016 |
437 | 6947668 | 3455 | 15.80 | −0.0027 0.0015 | −0.0046 0.0017 | 0.0054 0.0023 |
438 | 6948054 | 869 | 15.60 | 0.0112 0.0023 | 0.0097 0.0020 | 0.0148 0.0031 |
439 | 6948480 | 2975 | 15.31 | −0.0030 0.0013 | −0.0004 0.0013 | 0.0030 0.0018 |
440 | 6949061 | 1960 | 14.13 | 0.0050 0.0012 | −0.0022 0.0010 | 0.0055 0.0015 |
441 | 6949607 | 870 | 15.04 | −0.0003 0.0017 | 0.0216 0.0019 | 0.0216 0.0026 |
442 | 6949898 | 3031 | 15.27 | −0.0020 0.0021 | −0.0021 0.0015 | 0.0029 0.0026 |
443 | 7031517 | 871 | 15.22 | 0.0066 0.0021 | −0.0072 0.0014 | 0.0097 0.0025 |
444 | 7032421 | 1747 | 14.79 | 0.0088 0.0020 | 0.0160 0.0026 | 0.0182 0.0033 |
445 | 7033233 | 2339 | 15.13 | 0.0102 0.0016 | 0.0072 0.0017 | 0.0125 0.0023 |
446 | 7033671 | 670 | 13.77 | 0.0034 0.0008 | −0.0076 0.0007 | 0.0083 0.0011 |
447 | 7115291 | 3357 | 15.19 | 0.0030 0.0018 | −0.0014 0.0013 | 0.0034 0.0023 |
448 | 7115785 | 672 | 14.00 | −0.0078 0.0011 | −0.0117 0.0012 | 0.0141 0.0016 |
449 | 7118364 | 873 | 15.02 | 0.0072 0.0018 | −0.0040 0.0015 | 0.0083 0.0023 |
450 | 7199060 | 4152 | 12.97 | −0.0047 0.0010 | −0.0028 0.0005 | 0.0054 0.0011 |
451 | 7199397 | 75 | 10.78 | −0.0019 0.0007 | 0.0265 0.0006 | 0.0266 0.0009 |
452 | 7199906 | 1739 | 15.13 | 0.0029 0.0014 | 0.0041 0.0018 | 0.0050 0.0022 |
Notes. aProper motions in arcseconds per year. bCorrected for cosδ declination.
Download table as: ASCIITypeset image
5.6. Reference Star Photometric Stability
Our NP generation process (Section 3.2) also produces an average magnitude. In the case of nine day NPs, all of the measured flux values in each optimum aperture are averaged over the nine day interval and converted to a magnitude with an arbitrary zero point through mf = 25.768–2.5*log10(〈flux〉). Because we restricted this test to a single channel, no background correction is applied. The standard deviation for the 15 average mf magnitudes is plotted against reference star ID number in Figure 14. Referencing Section 5.1, stars 1–99 are classified as red giants in the KIC (sample 1), stars 100–199 are hotter stars (sample 2), stars 201–299 are intermediate temperature stars (sample 3), stars 300–350 are selected to be more likely K and M dwarfs (sample 4), and stars 400–452 are the KOIs found in Channel 21 (sample 5). Note that all ID numbers are not present in the plot due to the editing process (Section 5.3) that produces the final astrometric reference frame.
Download figure:
Standard image High-resolution imageThe highest maximum variability with a nine day cadence is found in our sample of suspected giants, which was not an unexpected result (Bastien et al. 2013). The KOIs seem to have photometric variability characteristics most similar to the K, M group. We note trends toward smaller variation with increasing number within each group (as defined in Section 5.1). This may be a function of photometric noise characteristics having positional dependence within Channel 21. The selection process populating each group and allocating a running number within each group always assigned the lowest numbers closer to (x, y)=(0, 1000) and the highest closer to (x, y) = (1000,0).
5.7. Astrometry as a Diagnostic
Figure 15 contains an average absolute value Kepler x residual for each reference star and KOI (numbering from Table 3) as a function of mf. The residuals are calculated from the Section 5.3 modeling results. We choose the x residual as a potential diagnostic given that the y residuals are generally systematically larger (see Figures 10 and 13). The trend line is a quadratic fit to the x residuals for the reference stars only (samples 1–3 in Section 5.1). The planet-hosting KOIs over-plotted with large font show no extreme astrometric behavior, all lying within ±3σ of the relation. However, several KOI hosting unconfirmed planetary companions exhibit astrometric peculiarities. Both KOI 426 and 452 were inspected in 2MASS and Palomar Sky Survey images and showed no nearby stellar companions or image structure indicative of close stellar companions. In addition, KOI 452 is the most photometrically variable (Figure 14) host candidate star. Unfortunately, given the random eruption of astrometric peculiarity (see Figure 5), astrometry alone cannot serve as a reliable indicator of astrophysically interesting behavior.
Download figure:
Standard image High-resolution image5.8. RPM Diagrams: Pre- and Post-Kepler
We now have the proper motions required to generate HK(0) values for an RPM (Section 2). K-band magnitudes, J − K colors, and interstellar extinction values, AV, E(B − V), were extracted from the online Kepler target database at MAST. We assumed (Schlegel et al. 1998) extinction-corrected by K(0) = K − AK and (J − K)0 = (J − K)−E(J − K), with AK = AV/9 and E(J − K)= 0.53*E(B − V). The left-hand RPM in Figure 16 shows HK(0) and (J − K)0 for all stars except the KOIs and exhibits a distribution of points that appears to have a main sequence and an ascending sub-giant branch. The average HK(0) error is 0.43 mag, but is dependent on the value of μvec with an increased error toward bright values of HK(0).
Download figure:
Standard image High-resolution imageThe scatter in the left of Figure 16 can be due to several causes. These causes include proper-motion accuracy, random motions of stars, and systematic motions of stars. The HK(0) average error bar in the figure indicates a ±0.4 mag of scatter due to measurement errors. The amount due to random stellar motions is unknown. Any particular star could have a large radial component to its random motion and be erroneously placed among the giant stars with typically lower than average proper motions. Those two effects increase the random scatter in an RPM. That systematic motions can corrupt an RPM is illustrated in Benedict et al.'s (2011) Figure 3. There, the RR Lyr variables all lie below and blueward of the broad main sequence. These Pop II giant stars have anomalously large proper motions, causing their erroneous placement in the RPM.
Comparing the HST-derived RPM (Figure 1, right) with the left-hand RPM in Figure 16 yields a systematic difference. What we identify as the locus of main-sequence stars from the right of Figure 1 appears to be substantially offset toward more negative HK(0) values by ΔHK(0) = −1.0. As a check, we produced an RPM by averaging the measured proper motions from the UCAC4 and PPMXL catalogs and obtain the same offset. Averaging the proper motions from the two catalogs, the typical HK(0) error is 1.58 mag, which is a factor of three larger than when we include Kepler astrometry. There is also a far greater increase in error for brighter values of HK(0).
To bring the main-sequence stars into coincidence with the HST main sequence would require decreasing the average μvec proper motions of the final Table 3 proper motions by ∼10 mas yr−1. This proper-motion offset is likely not from systematic effects on the proper motion due to the space velocity of the Sun. The Kepler field is very near the solar apex at R.A. ≃ 287°, decl. ≃ +37° (Vityazev & Tsvetkov 2013). With most of the vector of solar motion in the radial direction, stars near the solar apex will exhibit very little systematic proper motion due to solar motion. From Vityazev & Tsvetkov (2013), the average transverse velocity of stars in the solar neighborhood toward the Galactic center is km s−1and the average transverse velocity perpendicular to the Galactic plane is km s−1 for a systematic total velocity of Vt = 10.8 km s−1. Our sample of F–G dwarfs has 〈K〉 = 11.85 mag with 〈MK〉 ≃ 3 (Cox 2000), and hence an average distance of 500 pc. The expected proper motion can be estimated from
This yields μvec = 4.6 mas yr−1, which could explain some but not all of the positive HK(0) offset in Figure 16.
However, as mentioned above in Section 2, a systematic effect of Galactic rotation on stellar velocities does exist. Our HST-derived RPM main sequence is composed of stars belonging to the Hyades and Pleiades star clusters. They have a Galactic longitude of ℓ ∼ 175°. The Kepler field has ℓ ∼ 74°. The velocity difference due to Galactic rotation is ∼30 km s−1, translating to a proper-motion difference, Δμvec = 12.7 mas yr−1, close to the correction needed above.
We seek luminosity class differentiation, which is a relative determination within an RPM. We ascribe the need for a correction to bring the Channel 21 RPM into closer agreement with the right side of Figure 1 to a mix of the random and systematic proper motions just identified. We add the ΔHK(0) = −1.0 and replot this time including the KOI, similarly corrected for offset (right-hand side of Figure 16). The identification numbers in this plot, KIC numbers, and KOI numbers are collected in Table 4.
Table 4. Channel 21 KOI Absolute Magnitude
ID | KID | KOI | K0 | (J − K)0 | HK(0)a | MKb | Statusc |
---|---|---|---|---|---|---|---|
401 | 6362874 | 1128 | 11.75 | 0.41 | 3.23 ± 0.08 | 4.4 ± 0.1 | PC |
402 | 6364215 | 2404 | 14.02 | 0.14 | 1.73 0.96 | 3.1 0.4 | PC |
403 | 6364582 | 3456 | 11.38 | 0.38 | −1.76 0.71 | −0.1 0.9 | PC |
404 | 6441738 | 1246 | 13.34 | 0.31 | 3.39 0.23 | 4.6 0.1 | PC |
405 | 6442340 | 664 | 11.96 | 0.27 | 1.65 0.23 | 3.0 0.1 | Kepler-206b, c, d |
406 | 6442377 | 176 | 12.18 | 0.24 | 1.65 0.26 | 3.0 0.1 | PC |
407 | 6520519 | 4749 | 13.77 | 0.39 | 1.90 0.81 | 3.2 0.3 | PC |
408 | 6520753 | 4504 | 13.94 | 0.43 | 6.59 0.43 | 7.4 0.1 | PC |
409 | 6521045 | 41 | 9.76 | 0.29 | 1.43 0.05 | 2.8 0.1 | Kepler-100b, c, d |
410 | 6522242 | 855 | 13.27 | 0.43 | 2.83 0.78 | 4.1 0.2 | PC |
411 | 6523058 | 4549 | 14.24 | 0.32 | 1.64 1.14 | 3.0 0.4 | PC |
412 | 6523351 | 3117 | 11.47 | 0.40 | −0.80 0.34 | 0.8 1.7 | PC |
413 | 6603043 | 368 | 11.03 | −0.05 | −2.22 0.39 | −0.5 0.3 | PC |
414 | 6604328 | 1736 | 14.24 | 0.38 | 1.37 1.73 | 2.7 0.7 | PC |
415 | 6605493 | 2559 | 12.30 | 0.27 | 1.12 0.38 | 2.5 0.2 | PC |
416 | 6606438 | 2860 | 14.04 | 0.23 | 2.19 1.03 | 3.5 0.3 | PC |
419 | 6607447 | 1242 | 12.43 | 0.20 | 1.14 0.42 | 2.5 0.2 | PC |
420 | 6607644 | 4159 | 12.60 | 0.47 | 4.62 0.14 | 5.7 0.1 | PC |
421 | 6690082 | 1240 | 12.81 | 0.39 | 2.41 0.26 | 3.7 0.1 | PC |
422 | 6690171 | 3320 | 13.79 | 0.53 | 1.88 0.85 | 3.2 0.3 | EB; PC |
423 | 6690836 | 2699 | 13.27 | 0.46 | 1.91 0.92 | 3.2 0.3 | PC |
424 | 6691169 | 4890 | 14.41 | 0.18 | 3.53 0.54 | 4.7 0.1 | PC |
425 | 6693640 | 1245 | 12.79 | 0.24 | 2.12 0.33 | 3.4 0.1 | PC |
426 | 6773862 | 1868 | 12.27 | 0.82 | 1.12 0.70 | 2.5 0.4 | PC |
427 | 6774537 | 2146 | 13.13 | 0.56 | −0.15 1.16 | 1.4 1.3 | PC |
428 | 6774880 | 2062 | 13.45 | 0.26 | −0.12 1.75 | 1.4 2.0 | PC |
429 | 6776401 | 1847 | 12.88 | 0.45 | 4.23 0.15 | 5.3 0.1 | PC |
430 | 6779260 | 2678 | 10.07 | 0.41 | −1.96 0.23 | −0.3 0.3 | PC |
431 | 6779726 | 3375 | 14.00 | 0.28 | 2.65 1.01 | 3.9 0.3 | PC |
432 | 6862721 | 1982 | 13.97 | 0.31 | 1.76 1.03 | 3.1 0.4 | PC |
433 | 6863998 | 867 | 13.11 | 0.55 | 1.94 0.44 | 3.3 0.2 | PC |
434 | 6945786 | 3136 | 13.52 | 0.61 | 2.24 0.63 | 3.5 0.2 | PC |
435 | 6946199 | 1359 | 13.48 | 0.40 | 4.88 0.28 | 5.9 0.1 | R14 |
436 | 6947164 | 3531 | 13.06 | 0.34 | −2.39 2.66 | −0.6 1.8 | EB; PC |
437 | 6947668 | 3455 | 13.93 | 0.39 | 1.56 0.92 | 2.9 0.4 | PC |
438 | 6948054 | 869 | 13.59 | 0.41 | 3.45 0.45 | 4.6 0.1 | Kepler-245b, c, d |
439 | 6948480 | 2975 | 13.69 | 0.31 | 0.12 1.28 | 1.6 1.2 | PC |
440 | 6949061 | 1960 | 12.64 | 0.29 | 0.30 0.62 | 1.8 0.5 | Kepler-343b, c |
441 | 6949607 | 870 | 12.68 | 0.56 | 3.35 0.26 | 4.5 0.1 | Kepler-28b, c |
442 | 6949898 | 3031 | 13.61 | 0.28 | 0.02 1.83 | 1.5 2.1 | PC |
443 | 7031517 | 871 | 13.60 | 0.40 | 2.53 0.56 | 3.8 0.2 | PC |
444 | 7032421 | 1747 | 13.10 | 0.39 | 3.43 0.39 | 4.6 0.1 | R14 |
445 | 7033233 | 2339 | 12.78 | 0.61 | 2.27 0.40 | 3.6 0.1 | R14 |
446 | 7033671 | 670 | 12.15 | 0.33 | 0.72 0.28 | 2.2 0.2 | PC |
447 | 7115291 | 3357 | 13.49 | 0.32 | 0.11 1.45 | 1.6 1.3 | EB; PC |
448 | 7115785 | 672 | 12.32 | 0.37 | 2.04 0.25 | 3.3 0.1 | Kepler-209b, c |
449 | 7118364 | 873 | 13.34 | 0.37 | 1.91 0.62 | 3.2 0.2 | PC |
450 | 7199060 | 4152 | 11.84 | 0.10 | −0.49 0.43 | 1.1 0.8 | PC |
451 | 7199397 | 75 | 9.37 | 0.29 | 0.50 0.08 | 2.0 0.1 | PC |
452 | 7199906 | 1739 | 13.43 | 0.36 | 1.01 0.93 | 2.4 0.5 | PC |
Notes. aHK(0) = K(0) + 5log(μT) with ΔHK(0) = −1.0 correction. bMK(0) = 1.51 ± 0.12 + (0.90 ± 0.02)×HK(0) from the Figure 2 calibration. cPC = Planetary candidate, EB = eclipsing binary, FP = false positive, Kepler = designated exoplanets have been confirmed, R14 = statistical multi-exoplanet confirmation (Rowe et al. 2014).
Download table as: ASCIITypeset image
6. ESTIMATED ABSOLUTE MAGNITUDES FOR CHANNEL 21 KOI
Table 4 contains the HK(0) values (corrected by ΔHK(0) = −1.0) derived from the Table 3 KOI proper motions and K(0) magnitudes. The listed K-band absolute magnitudes, MK(0), are obtained using the Figure 2 calibration: MK(0) = 1.51± 0.12+(0.90 ± 0.02)× HK(0). An MK(0), (J − K)0 H-R diagram is shown in Figure 17. An H-R diagram constructed using HK(0) from the UCAC4 and PPMXL average proper motions has a distribution similar to Figure 17, but with significantly increased scatter. Nine stars in Channel 21 (Season 0) host confirmed planetary systems. Our number 409 is Kepler-100, hosting three confirmed planets (Marcy et al. 2014), and our number 441 is Kepler-28, hosting two confirmed planets (Steffen et al. 2012). Recently, Rowe et al. (2014) have statistically confirmed a number of multi-planet systems. All exoplanet host stars and associated companions found in the Channel 21 field are listed in Table 5. Most of their positions in the Figure 17 H-R diagram lie on or close to a solar-metallicity 10 Gyr old main sequence (Dartmouth Stellar Evolution model; Dotter et al. 2008). Our number 435 (KOI-1359) has a photometrically determined (and hence low-precision) lowest metallicity, presented in Table 5, that is consistent with sub-dwarf location on an H-R diagram, as indicated in Figure 17. The other eight confirmed planetary system hosts have locations in the H-R diagram consistent with a main-sequence dwarf classification.
Download figure:
Standard image High-resolution imageTable 5. Channel 21, Season 0 Planetary Systems
ID | KID | KOI | Planeta | P(days) | Referenceb | Teff | R☉ | log g | [Fe/H] | (J − K)0 | MK(0) |
---|---|---|---|---|---|---|---|---|---|---|---|
405 | 6442340 | 664.01 | 206c | 13.1375 | R14 | 5764 | 1.19 | 4.24 | −0.15 | 0.27 | 3.0 ± 0.1 |
664.02 | 206b | 7.7820 | |||||||||
664.03 | 206d | 23.4428 | |||||||||
409 | 6521045 | 41.01 | 100b | 12.816 | Mar14 | 5825 | 1.49 | 4.13 | +0.02 | 0.29 | 2.8 0.1 |
41.02 | 100c | 6.887 | |||||||||
41.03 | 100d | 35.333 | |||||||||
435 | 6946199 | 1359.01 | 37.101 | R14 | 5985 | 0.85 | 4.53 | −0.51 | 0.4 | 5.9 0.1 | |
1359.02 | 104.8202 | ||||||||||
438 | 6948054 | 869.01 | 245b | 7.4902 | R14 | 5100 | 0.80 | 4.56 | −0.03 | 0.41 | 4.6 0.1 |
869.02 | 245d | 36.2771 | |||||||||
869.03 | 245c | 17.4608 | |||||||||
440 | 6949061 | 1960.01 | 343b | 8.9686 | R14 | 5807 | 1.43 | 4.18 | −0.14 | 0.29 | 1.8 0.5 |
1960.02 | 343c | 23.2218 | |||||||||
441 | 6949607 | 870.01 | 28b | 5.9123 | R14 | 4633 | 0.67 | 4.65 | +0.34 | 0.56 | 4.5 0.1 |
870.02 | 28c | 8.9858 | Ste12 | ||||||||
444 | 7032421 | 1747.01 | 20.5585 | R14 | 5658 | 0.89 | 4.54 | +0.07 | 0.39 | 4.6 0.1 | |
1747.02 | 0.5673 | ||||||||||
445 | 7033233 | 2339.01 | 2.0323 | R14 | 4666 | 0.68 | 4.64 | +0.38 | 0.61 | 3.5 0.1 | |
2339.02 | 65.1900 | ||||||||||
448 | 7115785 | 672.01 | 209b | 41.7499 | R14 | 5513 | 0.94 | 4.47 | +0.01 | 0.37 | 3.4 0.1 |
Notes. aAssigned number in the Kepler confirmed planet sequence, e.g., Kepler-206c. bMar14 = Marcy et al. (2014), Ste12 = Steffen et al. (2012), R14 = Rowe et al. (2014).
Download table as: ASCIITypeset image
Inspection of Figure 17 suggests that a significant number of our astrometric reference stars (and some of the KOI) appear to be sub-giants. As with any apparent-magnitude-limited survey, the stars observed with Kepler will have a Malmquist-like bias, i.e., the survey will be biased toward the inclusion of the most luminous objects in the field as a result of the greater volume being surveyed for these intrinsically brighter objects (Malmquist & Hufnagel 1933). Therefore, within the Kepler field, there is a significant bias toward observing stars that are more massive and/or more evolved.
The Kepler target selection attempted to mitigate this bias by selecting stars identified as main-sequence solar-type dwarfs based on their KIC values (Batalha et al. 2010). However, significant uncertainty in KIC surface gravities make this selection process suspect. Brown et al. (2011) concluded that uncertainties in KIC log(g) are ∼0.4 dex, and are unreliable for distinguishing giants/main-sequence stars for Teff ≳ 5400 K. Consequently, a significant fraction of Kepler target stars are expected to be F and G spectral-type sub-giant stars (Farmer et al. 2013; Gaidos & Mann 2013).
Finally, to argue for the added value of carrying out this astrometry, Figure 18 plots a theoretical H-R diagram (log g versus log T) for the astrometric reference stars (gray dots) and the Table 4 KOI. The log g and T values are from the Kepler Target Search results tabulated at the STScI MAST.7 There are very few stars in the expected locus of F–G sub-giants. P. A. Cargile et al. (in preparation) have re-measured Teff and log g for 850 KOIs using Keck HiRes archived material and they find a sub-giant fraction among Kepler targets similar to that shown in Figure 17. Again, in this plot we include a range of metallicities and ages from the Dartmouth evolution models.
Download figure:
Standard image High-resolution image7. SUMMARY
- 1.Astrometry carried out on Kepler data yields significant systematics in position. These systematics correlate with time.
- 2.Astrometric performance correlates with Kepler telescope temperature variations. Larger variations result in poorer astrometry.
- 3.Astrometric modeling with a previously successful Schmidt model of more than one Kepler season fails to produce astrometric precision allowing for the measurement of stellar parallax.
- 4.Combining Kepler astrometry for a single season and channel and three quarters with existing catalog positions and proper motions extends the time baseline to over 12 yr. This provides a mapping of the lower-spatial frequency distortions over a channel, and improves the precision of measured proper motions to 1.0 mas yr−1, over a factor of three better than UCAC4 and PPMXL.
- 5.Applying that astrometric model, Kepler measurements yield absolute proper motions for a number of KOIs with an average proper-motion vector error of σμ = 2.3 mas yr−1, or σμ/μ = 19.4%. In contrast, averaging the UCAC4 and PPMXL catalog proper motions provides σμ = 5.0 mas yr−1, or σμ/μ = 43.0%.
- 6.An RPM diagram constructed from the proper motions determined by our method, when compared to one based on HST proper motions, shows a systematic offset. Much of the offset can be attributed to the effect of Galactic rotation on proper motions.
- 7.The corrected RPM parameter, HK(0), transformed to MK(0) through an HK(0)–MK(0) relation derived from HST proper motions and parallaxes, yields MK(0) for 50 KOIs, including 9 stars with confirmed planetary companions, 8 now confirmed as dwarfs, and 1 a possible sub-dwarf. Six KOIs are identified as giants or sub-giants.
The next significant improvement in KOI proper motions will come from the space-based, all-sky astrometry mission Gaia (Lindegren et al. 2008) with ∼20 μs of arc precision proper motions and parallaxes for the brighter KOIs. With parallax there will be no need for RPM diagrams. Final Gaia results are expected early in the next decade.
This paper includes data collected by the Kepler mission. Funding for Kepler is provided by the NASA Science Mission directorate. All of the Kepler data presented in this paper were obtained from the Mikulski Archive for Space Telescopes (MAST) at the Space Telescope Science Institute (STScI). STScI is operated by the Association of Universities for Research in Astronomy, Inc., under NASA contract NAS5-26555. Support for MAST for non-HST data is provided by the NASA Office of Space Science via grant NNX13AC07G and by other grants and contracts. Direct support for this work was provided to G.F.B. by NASA through grant NNX13AC22G. Direct support for this work was provided to A.M.T. by NASA through grant NNX12AF76G. P.A.C. acknowledges NSF Astronomy and Astrophysics grant AST-1109612. This publication makes use of data products from the Two Micron All Sky Survey, which is a joint project of the University of Massachusetts and the Infrared Processing and Analysis Center/California Institute of Technology, funded by NASA and the NSF. This research has made use of the SIMBAD and Vizier databases and Aladin, operated at CDS, Strasbourg, France; the NASA/IPAC Extragalactic Database (NED) which is operated by JPL, California Institute of Technology, under contract with the NASA; and NASA's Astrophysics Data System Abstract Service. This research has made use of the NASA Exoplanet Archive, which is operated by the California Institute of Technology, under contract with the National Aeronautics and Space Administration under the Exoplanet Exploration Program. Some of the data presented herein were obtained at the W. M. Keck Observatory, which is operated as a scientific partnership among the California Institute of Technology, the University of California, and the National Aeronautics and Space Administration. The Observatory was made possible by the generous financial support of the W. M. Keck Foundation. The authors recognize and acknowledge the very significant cultural role and reverence that the summit of Mauna Kea has always had within the indigenous Hawaiian community. We are most fortunate to have the opportunity to conduct observations from this mountain. G.F.B. thanks Bill Jefferys, Tom Harrison, and Barbara McArthur who, over many years, contributed to the techniques reported in this paper. G.F.B. and A.M.T. thank Dave Monet for several stimulating discussions that should have warned us off from this project, but did not. G.F.B. thanks Debra Winegarten for her able assistance, allowing progress on this project. We thank an anonymous referee for a thorough, careful, and useful review which materially improved the final paper.
Footnotes
- *
Based on observations made with the NASA Kepler Telescope.
- 6
- 7