Abstract
Combining data from Gaia DR2, SDSS DR14, and LAMOST DR6, we update the fit to model of the properties of the stellar stream GD-1 and find that it has an age of ∼13 Gyr, [Fe/H] of −2.2 ± 0.12, and a distance from the Sun of ∼8 kpc. We tabulate six-dimensional (6D) phase-space fiducial points along the GD-1 stream orbit over a 90° arc. The fitted orbit shows that the stream has an eccentricity e ∼ 0.3, perigalacticon of 14.2 kpc, apogalacticon of 27.0 kpc, and inclination i ∼ 40°. There is evidence along the arc for four candidate stellar overdensities, one candidate gap, two candidate stellar underdensities, and that the stream is cut off at ϕ1 ∼ 2° (in the stream-aligned (ϕ1, ϕ2) coordinate system of Koposov et al.). The spur originating at ϕ1 ∼ −40° implies stars were pulled away from the stream trace by an encounter (potentially a dark matter subhalo). The narrowest place (FWHM ∼ 44.6 pc) of the GD-1 trace is at (ϕ1, ϕ2c) ∼ (−14°, 015), which is ∼(17818, 5219) in (R.A., decl.), where the progenitor is possibly located. We also find six blue horizontal branch and 10 blue stragglers spectroscopic stars in the GD-1 stream.
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1. Introduction
The stellar stream GD-1 was discovered by Grillmair & Dionatos (2006). It was traced over 63° on the sky (and now is known to extend over ∼90°) but is only ∼05 wide. Using velocity and metallicity measures of stream members from the Sloan Extension for Galactic Understanding and Exploration (SEGUE) survey (Yanny et al. 2009), Willett et al. (2009) fit a retrograde orbit of perigalacticon 14.4 kpc, apogalacticon 28.7 kpc, inclination i ∼ 35°, and [Fe/H] = −2.1 ± 0.1. Later, Koposov et al. (2010) fit a six-dimensional (6D) phase-space map of the stream, which strongly constrains the circular velocity at the Sun's radius and the shape of the Galactic potential (also see Bowden et al. 2015; Bovy et al. 2016). Koposov et al. (2010) also noted stellar density fluctuations along the stream, and conjectured that the clumps and holes may be related to either the history of the disruption process or interaction of the stream stars with dark matter subhalos around the Milk Way. Carlberg & Grillmair (2013) and Carlberg (2016) interpreted these gaps as massive dark matter subhalo encounters with this cold stellar stream. Recently, Price-Whelan & Bonaca (2018) find two big gaps and one spur along the GD-1 trace. The gap at ϕ1 ∼ −45° is also reported by de Boer et al. (2018).
In this paper, we refine GD-1 stream parameters and discuss all of the topics mentioned above by combining data from Gaia DR2, SDSS DR14, and LAMOST DR6. This paper is organized as follows: In Section 2, we will present the color–magnitude diagram (CMD), metallicity, and 6D phase-space along the trace. Then the orbit fitting is presented in Section 3. The stellar density fluctuation along the stream trace and blue horizontal branch (BHB) stars and blue stragglers (BS) are discussed in Section 4. Finally, conclusions are given in Section 5.
2. Data
The data from Gaia DR2 (Gaia Collaboration et al. 2018; Lindegren et al. 2018) and SDSS DR9 are crossed matched using the database gaiadr2.sdssdr9_best_neighbour in TopCat (Taylor 2005). Parameters (Teff, , [Fe/H], and radial velocity (RV)) of the spectra from LAMOST DR64 (Cui et al. 2012; Zhao et al. 2012) are calculated by LAMOST Stellar Parameter Pipeline (LASP; Wu et al. 2011a, 2014), and the main algorithm used in LASP is ULySS5 (Koleva et al. 2008, 2009) with ELODIE interpolator (Wu et al. 2011b). We also use ULYSS with ELODIE interpolator to recalculate parameters of the spectra from SDSS DR14, so all spectral parameters used in this paper are all from the same pipeline. In the following, magnitudes with subscript 0 indicate they have been corrected by the extinction given by Schlafly & Finkbeiner (2011), which is 0.86 times those given by Schlegel et al. (1998), and we also denote . We adopt in this paper the stream-centered (ϕ1, ϕ2) coordinate system and conversion equations given by Koposov et al. (2010). There are several papers in the literature that document a systematic underestimate of Gaia DR2 parallaxes, with varying shifts from −0.029 to −0.08 mas (Lindegren et al. 2018; Stassun & Torres 2018; Zinn et al. 2018). In this paper, we adjust Gaia DR2 parallaxes by adding by 0.029 mas.
2.1. Astrometric and Photometric Data
Figure 1 shows the proper motions of stars in the Gaia DR2 sample within −60° < ϕ1 < −20° and −02 < ϕ2 < 02. The overdensity at the bottom left corner clearly stands out. We select the GD-1 candidates with proper motions in the red polygon in Figure 1. Their CMDs from SDSS DR9 and Gaia DR2 are shown in the left and right panels of Figure 2, respectively. Overlaid in the left panel, the red line is the best-fit isochrone from the Dartmouth isochrone library (Dotter et al. 2008) with [Fe/H] = −2.3, an age of 13 Gyr, and a distance of 8 kpc. The area enclosed by the blue lines in Figure 2 is
Stars in this area are dwarfs, whose parallax distribution is shown in Figure 3, where we can also see that almost all stars have mas. The red line is the fitting Gaussian function with a mean of 0.071 mas and a variance of 0.48 mas. Because of the big uncertainty, we cannot estimate the distance of GD-1 stream from the distribution. If we apply the parallax correction recommended in Stassun & Torres (2018), which is ∼−0.08 mas, we obtain an estimated typical distance to the stream center from the Sun of ∼8 kpc.
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Standard image High-resolution imageWe use the CMD of these dwarfs with mas and −5° < ϕ2 < 1° to select GD-1 member candidates with distances in 8–10 kpc. We divide the full range where GD-1 candidate stars are detected ϕ1: [−85°, 5°] into 18 regions each with a 5° interval. Their diagrams of μα cos δ − μδ are shown in Figure 4. The red circle in each panel is where we select GD-1 candidates. The radius of each circle is 2 mas yr−1, which is large enough to cover most GD-1 members, while their fiducial centers are given in Table 1.
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Standard image High-resolution imageTable 1. Circle Centers in Figure 4 and Distances in Figure 10
ϕ1 Range | Distance | |
---|---|---|
(deg) | (mas yr−1) | (kpc) |
[−85, −80] | (−2.2, −10.0) | 8.5 ± 0.1 |
[−80, −75] | (−2.4, −10.7) | |
[−75, −70] | (−2.4, −11.2) | |
[−70, −65] | (−2.8, −12.0) | |
[−65, −60] | (−3.5, −12.6) | 8.0 ± 0.4 |
[−60, −55] | (−4.2, −13.0) | 8.0 ± 0.2 |
[−55, −50] | (−4.4, −13.0) | 7.6 ± 0.1 |
[−50, −45] | (−4.8, −12.8) | 8.0 ± 0.1 |
[−45, −40] | (−5.4, −12.8) | 8.0 ± 0.2 |
[−40, −35] | (−5.8, −12.6) | 8.6 ± 0.2 |
[−35, −30] | (−6.3, −11.7) | 8.5 ± 0.2 |
[−30, −25] | (−6.9, −11.0) | 8.0 ± 0.2 |
[−25, −20] | (−7.0, −10.2) | 8.5 ± 0.1 |
[−20, −15] | (−7.5, −8.7) | 9.2 ± 0.1 |
[−15, −10] | (−7.9, −7.6) | 9.2 ± 0.1 |
[−10, −5] | (−8.5, −6.0) | 9.7 ± 0.4 |
[−5, 0] | (−8.0, −4.4) | 10.4 ± 0.2 |
[0, 5] | (−7.6, −3.3) |
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We select the overdensities in Figure 4 by hand, then convert the circle centers in Figure 4 to (μϕ1, μϕ2) coordinates. We also use the correction formula in Koposov et al. (2010) to correct the Sun's reflex motion (note that there is a typo in , which should be ) by assuming the distance along ϕ1: d(ϕ1) = 8 kpc if ϕ1 < −20°, (ϕ1 + 20) × 0.1 kpc, otherwise, and V⊙ = 220 km s−1. Figure 5 shows the circle centers in Figure 4 in (ϕ1, μ) coordinates. In each panel, asterisks are μϕ1s, while diamonds are μϕ2s, and these circle centers are shown in red, while the data from Table 4 in Koposov et al. (2010) are shown in blue. The proper motions μϕ1 and μϕ2 in the right panel have been corrected for the Sun's reflex motion, while those in the left panel are not corrected. The left panel shows that these circle centers coincide well with data from Table 4 in Koposov et al. (2010), while the right panel shows that mas yr−1, which implies that GD-1 stars move along the GD-1 trace.
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Standard image High-resolution imageFigures 6 and 7 show the μα cos δ and μδ of the stars in the circles in Figure 4 along ϕ1, respectively. We fit these μα cos δ and μδ by polynomials with the lowest orders that visually go right through the centers of these data along ϕ1 in Figures 6 and 7, respectively. The resulting polynomials are
and
respectively. The red central line in Figure 6 is , while that in Figure 7 is . These two equations can correct small deviations of the circle centers in Figure 4 selected by hand.
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Standard image High-resolution imageNow, we map the GD-1 stream using stars by the criteria: (1) they should be in the GD-1 dwarf CMD of 8–10 kpc, (2) mas, and (3) they should be covered by the circles in Figure 4. Figure 8 shows positions of these stars, where the GD-1 overdensity clearly stands out and follows the trace. We select some fiducial points along the GD-1 trace in (ϕ1, ϕ2), which is listed in Table 2, then fit them by a quadratic polynomial
which is the red line in Figure 8. We also introduce
to help us further study the GD-1 stream.
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Standard image High-resolution imageTable 2. Sky Positions
ϕ1 | ϕ2 |
---|---|
(deg) | (deg) |
−80 | −1.87 ± 0.50 |
−70 | −1.29 ± 0.40 |
−60 | −0.66 ± 0.25 |
−55 | −0.43 ± 0.25 |
−50 | −0.10 ± 0.25 |
−45 | −0.03 ± 0.25 |
−40 | 0.13 ± 0.25 |
−35 | 0.10 ± 0.20 |
−30 | 0.13 ± 0.17 |
−25 | 0.06 ± 0.15 |
−15 | −0.11 ± 0.10 |
−10 | −0.23 ± 0.10 |
−5 | −0.71 ± 0.12 |
0 | −1.10 ± 0.15 |
5 | −1.62 ± 0.15 |
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To determine the distances of different parts of the GD-1 stream, we select stars by the criteria: (1) mas, (2) , (3) mas yr−1, and (4) mas yr−1. The matched filter algorithm in Willett et al. (2009) is used to estimate the distances. We find that the stars of the GD-1 stream in Figure 2 within 17 < g0 < 21 can be well bounded by ( is the Dartmouth isochrone with [Fe/H] = −2.3, an age of 13 Gyr and a distance of 8 kpc), which is shown in Figure 9, where the bound lines are shown in blue, stars are shown by black symbols, and the red line is the Dartmouth isochrone with [Fe/H] = −2.3, an age of 13 Gyr and a distance of 8 kpc. Thus, we use σ(g0) = 0.5 × (−0.312 + 0.019 × g0) for Gaussian profiles to broaden the Dartmouth isochrone to generate the template filter at the distance of 8 kpc.
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Standard image High-resolution imageWe generate Hess diagrams of 18 regions each with a 5° interval along the ∼90° GD-1 trace by convolving the SDSS photometric errors on their CMDs. We select the Hess diagrams on which the GD-1 dwarfs obviously overwhelm the background stars as shown in Figure 10. In each Hess diagram, we shift the filter from −0.3 mag to 0.9 mag in g0 by the step of 0.01 mag, then use the Equations (2)–(6) in Willett et al. (2009) with assuming the Hess diagram of the background ∼0 to calculate the distance and error of the region (there is a typos in Equation (6) in Willett et al. 2009, which should be , because the second derivative should be not greater than 0 at the maximum). In each panel of Figure 10, the red line is a Dartmouth isochrone with [Fe/H] = −2.3 and an age of 13 Gyr, and the distance with error is shown in red. All distances with Gaussian errors are listed in Table 1.
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Standard image High-resolution image2.2. Spectral Data
We select the GD-1 candidates in the spectral data of SDSS DR14 and LAMOST DR6 by the criteria: (1) mas, (2), (3) mas yr−1 (4) mas yr−1 and (5) [Fe/H] < −1.9 dex. For a star that has multiple spectra and multiple measurements, its parameters with errors are the mean values of these measurements. In panel (A) of Figure 11, the spectral radial velocities of SDSS DR14 along ϕ1 are shown by black asterisks, while those of LAMOST DR6 are shown by red circles, and the central red line is
km s−1, while the dotted lines are km s−1. We can see that stars are crowded in this range, where GD-1 members are located. The spectroscopic stars in SDSS DR14 and LAMOST DR6 that meet all of the above four criteria and also have radial velocities km s−1 are selected as GD-1 spectroscopic stream member candidates. One hundred and thirty-six spectra for 116 individual stars from SDSS DR14 and 32 spectra for 20 individual stars from LAMOST DR6 are given in Tables 3 and 4, respectively.
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Standard image High-resolution imageTable 3. SDSS Spectra
Spec ID | α | δ | ϕ1 | ϕ2 | μα cos δ | μδ | g0 | r0 | [Fe/H] | RV |
---|---|---|---|---|---|---|---|---|---|---|
(deg) | (deg) | (deg) | (deg) | (mas yr−1) | (mas yr−1) | (mag) | (mag) | (dex) | (km s−1) | |
1154-53083-0145 | 126.577155 | −0.439391 | −82.039695 | −1.935876 | −1.23 | −9.80 | 19.16 | 18.96 | −2.33 ± 0.28 | 246.3 ± 20.5 |
1154-53083-0155 | 126.645409 | −0.340475 | −81.919882 | −1.946076 | −2.66 | −10.22 | 18.16 | 17.88 | −2.14 ± 0.23 | 259.7 ± 14.4 |
1154-53083-0633 | 127.278928 | −0.065362 | −81.366291 | −2.359597 | −2.35 | −10.32 | 19.51 | 19.26 | −2.41 ± 0.31 | 263.9 ± 21.6 |
1154-53083-0606 | 127.252030 | 1.086253 | −80.379438 | −1.764341 | −2.18 | −10.54 | 19.81 | 19.54 | −2.26 ± 0.36 | 248.1 ± 25.4 |
3293-54921-0483 | 130.382898 | 6.422579 | −74.193561 | −1.804304 | −0.88 | −11.44 | 18.94 | 18.57 | −1.94 ± 0.31 | 176.4 ± 18.2 |
5285-55946-0230 | 130.258665 | 7.781532 | −73.080699 | −1.014204 | −2.32 | −11.60 | 18.44 | 18.20 | −2.09 ± 0.29 | 213.6 ± 20.7 |
Note. Only a portion of the table is shown here for illustration. The complete table contains information of 136 spectra from 116 individual stars, which is available in the online electronic version. The spectral parameters are calculated by ULySS with ELODIE interpolator. BHB and BS spectra are not given here.
Only a portion of this table is shown here to demonstrate its form and content. A machine-readable version of the full table is available.
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Table 4. LAMOST Spectra
Spec ID | α | δ | ϕ1 | ϕ2 | μα cos δ | μδ | g0 | r0 | [Fe/H] | RV |
---|---|---|---|---|---|---|---|---|---|---|
(deg) | (deg) | (deg) | (deg) | (mas yr−1) | (mas yr−1) | (mag) | (mag) | (dex) | (km s−1) | |
20170101HD093318N282204M0202028 | 141.661364 | 26.841665 | −51.177836 | −0.194631 | −4.60 | −13.22 | 16.98 | 16.55 | −1.97 ± 0.11 | 69.2 ± 5.7 |
20170226HD092331N251058B0112136 | 141.661364 | 26.841665 | −51.177836 | −0.194631 | −4.60 | −13.22 | 16.98 | 16.55 | −2.15 ± 0.06 | 55.8 ± 3.1 |
20161126HD091735N272519M0206144 | 141.568500 | 26.967834 | −51.119222 | −0.055559 | −4.65 | −12.96 | 18.11 | 17.76 | −2.45 ± 0.09 | 56.0 ± 6.8 |
20170101HD093318N282204M0203077 | 141.779273 | 28.159696 | −50.025682 | 0.453987 | −4.89 | −12.97 | 17.38 | 17.32 | −2.15 ± 0.03 | 79.3 ± 3.6 |
20170101HD093318N282204M0215077 | 142.787822 | 29.461088 | −48.452579 | 0.453902 | −4.38 | −13.29 | 17.47 | 17.06 | −2.16 ± 0.07 | 39.6 ± 4.4 |
20131113HD093318N282204B0112045 | 144.806430 | 30.124543 | −46.905954 | −0.602918 | −5.11 | −13.10 | 16.60 | 16.13 | −1.80 ± 0.11 | 31.2 ± 5.1 |
20170129HD094135N311640B0205233 | 144.806430 | 30.124543 | −46.905954 | −0.602918 | −5.11 | −13.10 | 16.60 | 16.13 | −2.02 ± 0.05 | 41.5 ± 2.5 |
20111227F559230403032 | 144.120941 | 30.947720 | −46.574397 | 0.354304 | −4.85 | −13.35 | 17.98 | 17.75 | −2.17 ± 0.25 | 9.9 ± 13.9 |
20111220B559160614045 | 145.582829 | 31.777470 | −45.174505 | −0.181384 | −5.19 | −12.69 | 14.94 | 14.56 | −1.86 ± 0.08 | 11.7 ± 4.4 |
20130413HD094135N311640F0104221 | 145.582829 | 31.777470 | −45.174505 | −0.181384 | −5.19 | −12.69 | 14.94 | 14.56 | −1.95 ± 0.04 | 15.3 ± 2.2 |
20121120HIP4761705133 | 145.582829 | 31.777470 | −45.174505 | −0.181384 | −5.19 | −12.69 | 14.94 | 14.56 | −2.05 ± 0.04 | 22.2 ± 2.2 |
20120121F559480311141 | 145.676545 | 32.363379 | −44.653108 | 0.097439 | −5.17 | −12.88 | 16.07 | 15.57 | −2.29 ± 0.12 | −8.4 ± 4.9 |
20130413HD094135N311640F0115133 | 145.676545 | 32.363379 | −44.653108 | 0.097439 | −5.17 | −12.88 | 16.07 | 15.57 | −2.28 ± 0.10 | 11.6 ± 5.4 |
20170129HD094135N311640B0209118 | 145.676545 | 32.363379 | −44.653108 | 0.097439 | −5.17 | −12.88 | 16.07 | 15.57 | −2.33 ± 0.04 | 18.4 ± 1.8 |
20170317HD093848N300911B0112245 | 145.676545 | 32.363379 | −44.653108 | 0.097439 | −5.17 | −12.88 | 16.07 | 15.57 | −2.28 ± 0.13 | 20.2 ± 6.4 |
20111227F559230412143 | 146.108792 | 32.808579 | −44.078864 | 0.064429 | −5.03 | −12.83 | 17.40 | 17.01 | −2.24 ± 0.26 | −8.7 ± 19.5 |
20131206HD095000N333605M0105199 | 146.108792 | 32.808579 | −44.078864 | 0.064429 | −5.03 | −12.83 | 17.40 | 17.01 | −2.26 ± 0.06 | 8.8 ± 2.9 |
20170403HIP48512gw0109157 | 148.804229 | 35.888640 | −40.279970 | 0.131574 | −5.56 | −12.60 | 14.10 | 13.44 | −2.50 ± 0.03 | −12.8 ± 1.9 |
20120122F559490405166 | 152.583159 | 39.754518 | −35.397703 | 0.224503 | −6.11 | −12.40 | 17.37 | 16.90 | −2.00 ± 0.12 | −35.7 ± 6.9 |
20130306HD102234N423659M0103249 | 153.787485 | 42.230398 | −32.921557 | 1.133103 | −6.18 | −12.08 | 13.91 | 13.24 | −2.38 ± 0.02 | −68.8 ± 1.5 |
20130306HD102234N423659B0103249 | 153.787485 | 42.230398 | −32.921557 | 1.133103 | −6.18 | −12.08 | 13.91 | 13.24 | −2.38 ± 0.03 | −69.3 ± 2.2 |
20150423HD102234N423659V0103249 | 153.787485 | 42.230398 | −32.921557 | 1.133103 | −6.18 | −12.08 | 13.91 | 13.24 | −2.35 ± 0.02 | −64.9 ± 1.2 |
20151231HD104520N453358B0211053 | 162.052840 | 47.145408 | −25.318253 | 0.253396 | −6.98 | −10.66 | 14.98 | 14.43 | −2.23 ± 0.05 | −121.6 ± 2.5 |
20180112HD105331N491352M0208053 | 165.199468 | 48.669257 | −22.733558 | −0.044503 | −7.37 | −9.78 | 17.90 | 17.52 | −2.12 ± 0.08 | −152.8 ± 4.7 |
20171211HD105355N474016B0112011 | 166.018999 | 49.153350 | −22.009486 | −0.031736 | −7.26 | −9.99 | 16.48 | 15.92 | −2.00 ± 0.10 | −146.1 ± 4.7 |
20120218F559761207198 | 175.556867 | 53.177612 | −14.819942 | −0.412337 | −7.35 | −7.73 | 16.69 | 16.21 | −2.29 ± 0.14 | −208.1 ± 10.6 |
20120103F559300310163 | 181.925102 | 55.559525 | −10.416717 | −0.249590 | −7.87 | −6.88 | 16.23 | 15.71 | −2.49 ± 0.08 | −210.6 ± 4.9 |
20170418HD121217N554221B0203180 | 181.925102 | 55.559525 | −10.416717 | −0.249590 | −7.87 | −6.88 | 16.23 | 15.71 | −2.27 ± 0.05 | −214.9 ± 2.3 |
20180207HD121650N561653B0110163 | 181.925102 | 55.559525 | −10.416717 | −0.249590 | −7.87 | −6.88 | 16.23 | 15.71 | −2.36 ± 0.04 | −206.1 ± 2.2 |
20120124F559510613168 | 196.468072 | 57.077875 | −2.381764 | −1.845128 | −6.33 | −2.51 | 17.69 | 17.23 | −2.06 ± 0.21 | −271.4 ± 10.3 |
20170423HD132545N565813M0215017 | 200.544391 | 58.011729 | −0.033208 | −1.465803 | −7.73 | −3.93 | 18.00 | 17.52 | −2.29 ± 0.21 | −265.1 ± 12.8 |
20130521HD140517N563114B0116134 | 209.542501 | 58.440027 | 4.715407 | −1.725496 | −7.49 | −2.51 | 13.73 | 12.98 | −2.31 ± 0.03 | −279.0 ± 1.9 |
Note. BHB and BS spectra are not given here.
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Panel (B) of Figure 11 shows the [Fe/H] distributions of these spectroscopic member candidates. The black histogram is for SDSS stars, which is fitted by a Gaussian function and indicated by a dotted profile, while the red histogram is for LAMOST stars. The fitted value of [Fe/H] histogram for SDSS stars is −2.20 ± 0.12 dex, while the peaks of [Fe/H] histograms for SDSS and LAMOST stars are all at ∼−2.25 dex, which are well consistent with −2.3 dex that the photometric data give in Figure 2. Gao et al. (2015) has shown that for low metal stars, [Fe/H] ((Wu et al. 2014) less than −1.5 dex in LAMOST DR1, which are determined by LASP with ELODIE interpolator) are systematically measured higher when compared with those in the PASTEL catalog (Soubiran et al. 2010). Thus, the actual intrinsic metallicity of the GD-1 stream we estimate no more than −2.20 dex, with an estimated error of about 0.12 dex.
Panel (C) of Figure 11 shows the sky positions of these candidates, while their CMD is shown in panel (D). In these two panels, SDSS stars are indicated by black asterisks, while LAMOST stars are indicated by red circles. The red line in panel (D) is the Dartmouth isochrone with [Fe/H] = −2.3, an age of 13 Gyr, and a distance of 8 kpc. The former panel shows that SDSS stars are distributed along the whole GD-1 trace, while LAMOST stars are only extended to ϕ1 ∼ −52° from ϕ1 ∼ 5°. The latter panel shows most LAMOST stars are giants or subgiants, while SDSS stars are mostly G dwarfs and F turnoff stars.
The parallax distributions of these spectroscopic candidates from SDSS and LAMOST catalogs are shown in panel (E) by black and red histograms, respectively. The parallax distribution of SDSS is fitted by a Gaussian function, which is shown by a dotted profile, with a mean of 0.18 mas and a variance of 0.21 mas. Panel (F) shows the proper motions of these spectroscopic candidates. The μα cos δ and μδ of SDSS spectroscopic candidates are shown by black asterisks and black crosses, respectively, while those of LAMOST spectroscopic candidates are shown by red circles and red diamonds, respectively. Equations (2) and (3) are overplotted by black lines as guidelines.
3. Orbit Fitting
Now we have 6D phase-space information along the GD-1 trace: (1) radial velocities from Tables 3, 4, and 1 in Koposov et al. (2010), (2, 3) proper motions from Equations (2) and (3), (the errors in ϕ1 : [−60°, −10°] are less than 0.4 mas yr−1, beyond this the errors are harder to estimated, but we estimate a large upper bound of 1 mas yr−1 ), (4) the isochrone fitting distances from Table 1, and (5, 6) the sky positions from Table 2. We use three Galactic potential models from galpy6 (Bovy 2015) to fit the GD-1 trace: Model 1 is a spherical MWPotential2014, Model 2 is LogarithmicHaloPotential with the potential flattening qΦ = 0.9, the distance from the Sun to the Galactic center ro = 8.0 kpc and the circular velocity at Sun vo = 220 km s−1, and Model 3 is similar to Model 2 but ro = 8.5 kpc.
We construct an objective function of how well each model fits based on 6D information. The objective function is defined as the sum of χ2 of each dimension divided by the number of data points (data of five of the six dimensions are functions of ϕ1). The χ2 of each dimension is the sum of squares of differences between data and modal divided by the data errors. We minimize the value of the objective function, then obtain the GD-1 orbit under a given modal. Results are shown in Figure 12. The red data are from this paper, while the blue data are from Koposov et al. (2010). The red data and blue radial velocities are used to fit the GD-1 orbit by models, while other blue data are used for comparison. The dashed-dotted, dashed, and solid lines are the fitted orbits from Models 1, 2, and 3, respectively. From this figure, and the extended, added data gather here, we find the data well fit by Models 2 and 3, while Model 1 has a much poorer fit. The orbit from Model 3 shows that the stream has an eccentricity e ∼ 0.3, perigalacticon of 14.2 kpc, apogalacticon of 27.0 kpc, and inclination approximately i ∼ 40°.
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Standard image High-resolution image4. Discussion
In this section, we continue to inspect the GD-1 stream and its environs. We select stars by criteria: (1) mas, (2) mas yr−1, (3) mas yr−1, (4) −85° < ϕ1 < 5°, and (5) −0.4 < gr0 < 1.1. We use
(in kpc) to fit the distance given by Modal 3 in Section 3 along the GD-1 trace, with error less than 0.1 kpc. Then we shift all stars to 8 kpc by distance modulus and denote . We also obtain the absolute magnitude of SDSS g: . We will use the refined magnitude definition here in the section that follows to explore density variation along the stream.
4.1. Stellar Density Fluctuation along the GD-1 Trace
In this refined CMD (in coordinates), we use Equation (1) to select GD-1 dwarfs, where g0 is replaced by g0c. The sky positions of these dwarfs are shown in the upper panel of Figure 13, where the blue line is and the blue dotted lines are . The stellar counts with Poisson error along GD-1 between the two blue dotted lines are shown in the bottom panel. While we acknowledge that because we use Gaia DR2 to select candidate stream members and that the catalog is limited to g ∼ 21 and the statistical significance of suspect over or underdensities may also be limited, we do find that:
- (1)There are four candidate overdensities along the GD-1 trace. These four overdensities are at ϕ1: [−54°, −43°], [−37°, −23°], [−17°, −11°], and [−3°, 2°], which are denoted as O1, O2, O3, and O4, respectively.
- (2)There is a gap centered around ϕ1 ∼ −21°, which has no GD-1 candidate member star.
- (3)There are two candidate underdensities at ϕ1 ∼ −40° and
- (4)The width of stream visually broadens along the GD-1 trace from O3 along two directions.
- (5)There is a noticeable wobble in O1.
- (6)The stellar density drops suddenly to background level at ϕ1 ∼ 2°.
- (7)A spur originates at ϕ1 ∼ −40°, where the O1 and O2 are separated, which is discussed by Price-Whelan & Bonaca (2018) and also shown in Figure 10 of Koposov et al. (2010). We conjecture that it results from GD-1 stars pulled out of the stream by an encounter. Thus, O1 and O2 were once on a single overdensity, but separated later.
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Standard image High-resolution imageFigure 14 shows the density profiles of four overdensities O1, O2, O3, and O4 along ϕ2c. We fit these profiles by Gaussian functions, and in each panel, the Gaussian width σ, center and full width at half maximums (FWHMs) are also given in red. Their lengths along ϕ1 and FWHMs in degrees along the ϕ2c are shown by the red rectangles in the upper panel of Figure 13. All information about these four overdensities are given in Table 5, where the areal densities of dwarfs are the ratios of dwarf number (calculated from Gaussian fitting) divided by areas of rectangles in the upper panel of Figure 13. Their Gaussian centers are 0039, −0051, 0147, and −0115 in ϕ2c, respectively, while Gaussian widths are 0290, 0147, 0119, and 0247, respectively, which correspond to FWHMs of 91.9 pc, 49.4 pc, 44.6 pc, and 104.7 pc, respectively by the distance of Equation (7). These FWHMs show that the narrowest place of the GD-1 stream is in O3, and then broadens gradually along two directions. Besides, the O3 has the highest areal density of dwarfs as shown in Table 5. For stars stripped from the progenitor cluster earlier would move away further both in position and velocity from the progenitor (Bovy 2014). So O3 centered ((α, δ) ∼ (17818, 5219)), which has the narrowest stream width, highest stellar areal density and also shows a noticeable wobble, is the most likely candidate for the GD-1 stream progenitor.
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Standard image High-resolution imageTable 5. Four Overdensities of the GD-1 Stream
Name | Range | Center in ϕ2c | FWHM | FWHM | Area | Areal Density of Dwarfs |
---|---|---|---|---|---|---|
(deg) | (deg) | (deg) | (pc) | (deg2) | (counts/deg2) | |
O1 | [−54, −43] | 0.039 | 0.68 | 91.9 | 7.51 | 25.7 |
O2 | [−37, −23] | −0.051 | 0.35 | 49.4 | 4.84 | 31.9 |
O3 | [−17, −11] | 0.147 | 0.28 | 44.6 | 1.68 | 50.5 |
O4 | [−3, 2] | −0.115 | 0.58 | 104.7 | 2.91 | 29.4 |
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Systems at the end of their bound lifetime like GD-1 are not expected to be stripped smoothly, so at least some fluctuations from the normal trace are expected to simply be the result of the last few stripping episodes being stochastic and erratic. But given the overall density structure, it seems possible that the local density is affected by the encounters that created the underdense features. After all, the energy of the stars is redistributed, and shocks and caustics could mess up the smooth stream density. A more detailed dynamical model of the stream over time including encounters with dense structures and tracing the stream as it passes through the plane of the disk will help determine the nature of these encounters.
4.2. BHB Stars and BS
In this subsection, we require select stars satisfying the following criteria: (1) mas; (2) −85° < ϕ1 < 5°; (3) mas yr−1; (4) mas yr−1; (5) . Their CMD is shown in Figure 15.
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Standard image High-resolution imageBecause the spectroscopic parameters for hot stars are more difficult to derive, due to less characteristic spectral lines, different physical mechanism, and sparse templates, we only give radial velocities for stars with gr0 < 0.1 from LAMOST DR6 and SDSS DR14, which are shown in Figure 16, where one symbol represent one spectrum, so a star may have several symbols. From the figure we can see that the radial velocities of all blue stars are well within the radial velocity range of GD-1 stream, so we believe all of these spectroscopically observed stars are GD-1 members. All blue stars with gr0 < 0.1 from spectroscopic catalogs of LAMOST DR6 and SDSS DR14 are listed in Tables 6 and 7, respectively.
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Standard image High-resolution imageTable 6. Spectra of BHB and BS Stars in LAMOST DR6
Spec ID | α | δ | ϕ1 | ϕ2 | RV | BHB/BS |
---|---|---|---|---|---|---|
(deg) | (deg) | (deg) | (deg) | (km s−1) | ||
20170226HD092331N251058B0103128 | 140.236539 | 25.533824 | −52.974503 | 0.147497 | 84.4 ± 0.5 | BHB |
20131113HD093318N282204B0115101 | 143.453181 | 29.120593 | −48.403614 | −0.217124 | 45.9 ± 0.3 | BHB |
20120121F559480310187 | 143.453195 | 29.120636 | −48.403572 | −0.217109 | 16.6 ± 0.6 | BHB |
20111221F559170516061 | 143.597817 | 29.802689 | −47.771515 | 0.068473 | 35.4 ± 0.4 | BHB |
20121120HIP4761709243 | 146.897743 | 33.258213 | −43.324801 | −0.202088 | 2.5 ± 0.3 | BHB |
20170129HD094135N311640B0212185 | 146.897748 | 33.258227 | −43.324787 | −0.202083 | −0.7 ± 0.4 | BHB |
20160312HD124231N565955B0210048 | 187.384851 | 56.062763 | −7.434435 | −1.125792 | −226.4 ± 0.4 | BHB |
20130512HD124231N565955M0110031 | 187.384947 | 56.062809 | −7.434368 | −1.125771 | −202.5 ± 0.7 | BHB |
20130430HD132545N565813F0115016 | 200.544099 | 58.092096 | −0.016401 | −1.387211 | −264.7 ± 0.3 | BHB |
20161126HD091735N272519M0213010 | 141.779279 | 28.159708 | −50.025669 | 0.453988 | 47.5 ± 5.9 | BS |
20170101HD093318N282204M0203077 | 141.779279 | 28.159708 | −50.025669 | 0.453988 | 57.3 ± 0.9 | BS |
20120124F559510406187 | 159.833867 | 45.728513 | −27.402066 | 0.310294 | −36.0 ± 1.3 | BS |
20130428HD105331N491352M0101031 | 162.557740 | 47.251092 | −24.996359 | 0.094510 | −144.1 ± 4.3 | BS |
20150120HD104520N453358M0112057 | 162.860793 | 47.482907 | −24.688096 | 0.123543 | −82.6 ± 5.0 | BS |
20111219F559150601070 | 162.860859 | 47.482989 | −24.688007 | 0.123572 | −108.4 ± 1.7 | BS |
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Table 7. Spectra of BHB and BS Stars in SDSS DR14
Spec ID | α | δ | ϕ1 | ϕ2 | [Fe/H] | RV | BHB/BS |
---|---|---|---|---|---|---|---|
(deg) | (deg) | (deg) | (deg) | (deg) | (km s−1) | ||
2889-54530-0215 | 143.453190 | 29.120642 | −48.403570 | −0.217102 | −2.75 ± 0.14 | 46.4 ± 1.7 | BHB |
2889-54530-0225 | 143.597840 | 29.802695 | −47.771499 | 0.068460 | −2.07 ± 0.02 | 41.0 ± 1.7 | BHB |
3287-54941-0068 | 128.645250 | 3.846764 | −77.291130 | −1.596769 | −2.08 ± 0.15 | 236.2 ± 7.1 | BS |
3258-54884-0411 | 155.918420 | 42.360810 | −31.781306 | 0.037050 | −1.82 ± 0.21 | −64.7 ± 6.3 | BS |
963-52643-0234 | 160.206670 | 45.502724 | −27.377587 | −0.033768 | −2.25 ± 0.07 | −97.3 ± 3.2 | BS |
1018-52672-0247 | 162.557720 | 47.251092 | −24.996369 | 0.094520 | −1.87 ± 0.02 | −126.6 ± 2.6 | BS |
2390-54094-0225 | 162.557740 | 47.251092 | −24.996359 | 0.094510 | −1.78 ± 0.07 | −127.8 ± 3.7 | BS |
2390-54094-0256 | 162.860870 | 47.482966 | −24.688018 | 0.123550 | −1.48 ± 0.03 | −131.6 ± 3.2 | BS |
1186-52646-0137 | 179.937550 | 54.872774 | −11.741092 | −0.305673 | −1.91 ± 0.15 | −197.8 ± 9.7 | BS |
1315-52791-0004 | 180.779680 | 54.017752 | −11.731643 | −1.290929 | −1.95 ± 0.07 | −183.6 ± 9.8 | BS |
1017-52706-0156 | 186.460310 | 56.627599 | −7.675466 | −0.402289 | −2.13 ± 0.11 | −186.7 ± 9.2 | BS |
Note. The spectral parameters [Fe/H] and RV are from the database sppParams of SDSS DR14.
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We overplot all spectroscopic GD-1 member stars from LAMOST DR6 and SDSS DR14 by red and blue circles in Figure 15, respectively—the positions of BHB and BS stars of the GD-1 stream are clearly shown. We select BHB stars by the criteria of 0.3 < Mg < 0.8 and −0.3 < gr0 < −0.1, and BS stars by the criteria of 1.5 < Mg < 4 and −0.2 < gr0 < 0.1. There are total of seven BHB and 21 BS stars of the GD-1 stream, which are listed in Table 8. In LAMOST DR6 and SDSS DR14, there are six and two spectroscopic BHB stars, respectively, and four and eight spectroscopic BS stars, respectively. Not counting spectra of the same star, we have a total of six new spectroscopic BHB and ten new spectroscopic BS candidate stream members.
Table 8. BHB and BS Stars of the GD-1 Stream
α | δ | ϕ1 | ϕ2 | μα cos δ | μδ | g0 | r0 | Spec | BHB/BS |
---|---|---|---|---|---|---|---|---|---|
(deg) | (deg) | (deg) | (deg) | (mas yr−1) | (mas yr−1) | (mag) | (mag) | ||
140.236596 | 25.533821 | −52.974477 | 0.147452 | −4.132 | −13.037 | 14.890 | 15.020 | L | BHB |
143.453198 | 29.120633 | −48.403573 | −0.217112 | −4.579 | −13.167 | 15.002 | 15.234 | L, S | BHB |
143.597827 | 29.802693 | −47.771507 | 0.068468 | −4.809 | −13.145 | 14.859 | 14.964 | L, S | BHB |
146.897744 | 33.258213 | −43.324801 | −0.202087 | −5.180 | −12.972 | 15.166 | 15.459 | L | BHB |
178.682379 | 54.173819 | −12.721899 | −0.544864 | −7.464 | −7.264 | 15.300 | 15.408 | ⋯ | BHB |
187.384947 | 56.062809 | −7.434368 | −1.125771 | −8.011 | −6.015 | 15.519 | 15.741 | L | BHB |
200.544099 | 58.092096 | −0.016401 | −1.387211 | −7.862 | −3.893 | 15.582 | 15.704 | L | BHB |
128.645239 | 3.846764 | −77.291135 | −1.596759 | −2.325 | −10.860 | 17.710 | 17.711 | S | BS |
130.054644 | 4.380349 | −76.125169 | −2.547143 | −0.720 | −9.833 | 16.294 | 16.336 | ⋯ | BS |
141.779273 | 28.159696 | −50.025682 | 0.453987 | −4.887 | −12.968 | 17.384 | 17.319 | S | BS |
147.022236 | 34.374419 | −42.366788 | 0.380009 | −5.192 | −13.180 | 17.377 | 17.560 | ⋯ | BS |
150.524843 | 37.541016 | −38.128641 | 0.067106 | −5.820 | −12.536 | 18.349 | 18.294 | ⋯ | BS |
155.918415 | 42.360808 | −31.781310 | 0.037052 | −6.088 | −11.742 | 18.090 | 18.107 | S | BS |
158.774596 | 46.026867 | −27.705490 | 1.045680 | −6.544 | −11.697 | 18.286 | 18.300 | ⋯ | BS |
159.833866 | 45.728510 | −27.402069 | 0.310293 | −5.701 | −10.161 | 16.840 | 16.869 | L | BS |
160.206653 | 45.502722 | −27.377597 | −0.033761 | −6.978 | −10.723 | 17.487 | 17.473 | S | BS |
162.557771 | 47.251098 | −24.996340 | 0.094501 | −7.011 | −10.948 | 16.959 | 16.919 | L, S | BS |
162.860856 | 47.482985 | −24.688012 | 0.123571 | −6.854 | −10.264 | 17.170 | 17.176 | L, S | BS |
171.965059 | 52.272828 | −17.123996 | 0.078116 | −7.347 | −8.635 | 18.718 | 18.645 | ⋯ | BS |
179.937548 | 54.872781 | −11.741089 | −0.305666 | −7.842 | −7.430 | 18.229 | 18.184 | S | BS |
180.779639 | 54.017737 | −11.731671 | −1.290930 | −8.547 | −7.515 | 18.455 | 18.416 | S | BS |
186.460307 | 56.627602 | −7.675466 | −0.402284 | −8.353 | −5.972 | 17.630 | 17.738 | S | BS |
197.039350 | 57.925555 | −1.860090 | −1.109740 | −8.144 | −4.599 | 18.368 | 18.312 | ⋯ | BS |
197.840722 | 57.840959 | −1.469860 | −1.300677 | −6.826 | −2.321 | 17.706 | 17.774 | ⋯ | BS |
199.283127 | 58.341687 | −0.609431 | −0.997524 | −7.900 | −3.862 | 17.266 | 17.427 | ⋯ | BS |
205.070442 | 58.460079 | 2.391450 | −1.447635 | −7.768 | −2.961 | 18.061 | 18.167 | ⋯ | BS |
205.717415 | 59.492334 | 2.865133 | −0.471724 | −7.466 | −2.065 | 16.682 | 16.782 | ⋯ | BS |
205.887381 | 59.186247 | 2.910395 | −0.786611 | −5.876 | −4.208 | 17.250 | 17.288 | ⋯ | BS |
Note. "L" indicates that the object has one or more spectra in LAMOST DR6 in Table 6; "S" indicates that the object has one or more spectra in SDSS DR14 in Table 7.
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5. Conclusion
In this paper, combining spectroscopic and photometric data from SDSS DR14, high-precision astrometric data from Gaia DR2, and spectroscopic data from LAMOST DR6 adds significantly to the number of GD-1 stream high-confidence candidate members, and we obtain a full 6D phase-space map of GD-1 stream with high precision. We conclude the following information about the GD-1 steam and its stellar contents:
- (1)The GD-1 stream is the relic of a very old, low dispersion object, such as a metal-poor globular cluster or possibly an ultra-faint dwarf galaxy, with [Fe/H] ∼ −2.3.
- (2)Its observed length today on the sky from the Sun is at least 90°.
- (3)There are four candidate stellar overdensities, one candidate gap, and two candidate stellar underdensities along the stream trace. The trace appears to break at ϕ1 = 2°.
- (4)The GD-1 progenitor is most likely located at (i.e., (α, δ) ∼ (17818, 5219)).
- (5)A spur originating about ϕ1 ∼ −40° seems to consist stream stars pulled off from the GD-1 stream by an encounter with a massive object.
- (6)We find six new BHB and 10 BS spectroscopic members of GD-1.
In summary, thanks to Gaia DR2, we can obtain much detailed phase-space information about the GD-1 stream, which can help us to explore the nature of GD-1 stream and study the Galactic potential. The spectra of stream members from SDSS DR14 and LAMOST DR6 help us to understand the origin of the progenitor of the GD-1 stream. Four apparent overdensities, the gap, the spur, and other stellar fluctuations along the stream can help us to understand the history of GD-1 disruption process and possibly the nature and frequency of massive dark matter subhalo encounters.
This research is supported by the National Natural Science Foundation of China (NFSC; grant No. 11673036). Y.W. acknowledges support from the NSFC, grant No. 11403056.
The authors thank the expert anonymous referee, who provided generous detailed feedback that substantially improved the paper. The authors thank Professor Yu-Qin Chen for useful discussions. The authors thank Professor Xiang-Xiang Xue for recommending the galpy to us to fit the GD-1 trace.
Guoshoujing Telescope (the Large Sky Area Multi-Object Fiber Spectroscopic Telescope LAMOST) is a National Major Scientific Project built by the Chinese Academy of Sciences. Funding for the project has been provided by the National Development and Reform Commission. LAMOST is operated and managed by the National Astronomical Observatories, Chinese Academy of Sciences.