Detection of Pb II in the Ultraviolet Spectra of Three Metal-poor Stars*

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Published 2020 October 12 © 2020. The American Astronomical Society. All rights reserved.
, , Citation Ian U. Roederer et al 2020 ApJL 902 L24 DOI 10.3847/2041-8213/abbc21

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2041-8205/902/1/L24

Abstract

We report the first detection of the Pb ii line at 2203.534 Å in three metal-poor stars, using ultraviolet spectra obtained with the Space Telescope Imaging Spectrograph on board the Hubble Space Telescope. We perform a standard abundance analysis assuming local thermodynamic equilibrium (LTE) to derive lead (Pb, Z = 82) abundances. The Pb ii line yields a higher abundance than Pb i lines by +0.36 ± 0.34 dex and +0.49 ± 0.28 dex in the stars HD 94028 and HD 196944, where Pb i lines had been detected previously. The Pb ii line is likely formed in LTE, and these offsets affirm previous calculations showing that Pb i lines commonly used as abundance indicators underestimate the Pb abundance in LTE. Pb is enhanced in the s-process-enriched stars HD 94028 ([Pb/Fe] = +0.95 ± 0.14) and HD 196944 ([Pb/Fe] = +2.28 ± 0.23), and we show that 208Pb is the dominant Pb isotope in these two stars. The $\mathrm{log}\varepsilon $(Pb/Eu) ratio in the r-process-enhanced star HD 222925 is 0.76 ± 0.14, which matches the solar system r-process ratio and indicates that the solar system r-process residuals for Pb are, in aggregate, correct. The Th/Pb chronometer in HD 222925 yields an age of 8.2 ± 5.8 Gyr, and we highlight the potential of the Th/Pb chronometer as a relatively model-insensitive age indicator in r-process-enhanced stars.

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1. Introduction

The element lead (Pb, Z = 82) has fascinating nucleosynthetic origins. Three of the four stable Pb isotopes (206Pb, 207Pb, and 208Pb) and the one stable bismuth (Bi, Z = 83) isotope (209Bi) serve as both the high-mass termination point of the slow n-capture process (s-process) and the low-mass termination point of actinide α-decay chains of radioactive isotopes produced in the rapid n-capture process (r-process).

Pb and Bi accumulate during the s-process as n-capture and α-decay reactions cycle indefinitely (e.g., Burbidge et al. 1957). Clayton & Rassbach (1967) recognized that most Pb in the solar system could not form through the r-process or a "smooth extension of the [s-process] circumstances attending the synthesis for A < 200." Gallino et al. (1998) and Travaglio et al. (2001) showed that the high neutron-to-seed ratio that occurs in low-metallicity stars during the asymptotic giant branch (AGB) phase of evolution is responsible. Most of that Pb is expected to be 208Pb, which sits at both the Z = 82 proton shell closure and the N = 126 neutron shell closure, and its n-capture cross section is nearly an order of magnitude smaller than that of neighboring nuclei (see Ratzel et al. 2004). Observations confirm enhanced Pb and Bi abundances, relative to lighter s-process elements, in many s-process-enriched metal-poor stars (e.g., Van Eck et al. 2001; Aoki et al. 2002; Ivans et al. 2005).

Pb is also a remarkable element in r-process nucleosynthesis because it is the final decay product for most isotopes heavier than 209Bi, including the three long-lived isotopes of the actinides thorium (Th, Z = 90) and uranium (U, Z = 92): 232Th, 235U, and 238U, which decay to 208Pb, 207Pb, and 206Pb, respectively. The actinide elements can only be produced by r-process nucleosynthesis, yet our understanding of actinide production remains incomplete. Pb abundances in metal-poor stars can bridge this gap in our understanding. More than 85% of Pb in old, metal-poor stars enhanced in r-process elements is formed through the decay of radioactive nuclei with A > 209 (Cowan et al. 1999), so Pb abundances provide an important constraint on the production of these isotopes (e.g., Schatz et al. 2002; Wanajo et al. 2002; Eichler et al. 2019).

A few studies (e.g., Plez et al. 2004) have attempted to constrain model predictions by assessing the r-process contribution to Pb abundances, but that work has been limited by observational uncertainties. Only a few lines of Pb i are detectable in the optical spectrum. The most commonly used line, at 4057.807 Å, is often weak and blended. Furthermore, Pb is mostly (≳99%) ionized in the atmospheres of metal-poor stars, and departures from local thermodynamic equilibrium (LTE) impact the Pb abundances derived from Pb i lines (Mashonkina et al. 2012). These observational challenges can be overcome by detecting Pb in its dominant ionization state, singly ionized Pb.

In this Letter, we examine new and archival ultraviolet (UV) spectra of three metal-poor stars taken with the Space Telescope Imaging Spectrograph (STIS) on board the Hubble Space Telescope. These spectra show the Pb ii line at 2203.534 Å, which is the only Pb ii transition accessible in near-UV, optical, or near-infrared spectra of late-type stars. This line has been observed previously in the spectra of a few chemically peculiar A-type stars (e.g., Faraggiana 1989; Cowley et al. 2016). Previous attempts (Roederer et al. 2014b) to detect the Pb ii line in STIS E230M spectra (Rλλ = 30,000) of metal-poor stars have been unsuccessful. Here, we present the first detection of this Pb ii line in metal-poor stars.

2. Observations and Stellar Sample

STIS spectra of only three metal-poor stars yield compelling detections of the Pb ii line at 2203.534 Å. These stars were selected for observations over the years because they are bright, metal-poor, and in two cases show extreme enhancements of n-capture elements. UV spectra obtained with STIS (Woodgate et al. 1998) cover the Pb ii line at 2203 Å with the high resolving power (R = 114,000) of the E230H grating, as summarized in Table 1. Archival observations of the star HD 94028 were downloaded from the Mikulski Archive for Space Telescopes (MAST). Two new sets of observations of the stars HD 196944 and HD 222925 were also downloaded through the MAST and processed automatically by the CALSTIS software package. All spectra were shifted to a common velocity, co-added, and continuum normalized using IRAF. The signal-to-noise ratios (S/N) per pixel in the co-added spectra are listed in Table 1. These modest S/N are sufficient to detect the lines of interest because of the high resolving power.

Table 1.  Log of Observations, Model Atmosphere Parameters, Metallicities, Ba, Eu, and Pb Abundances

Quantity HD 94028 HD 196944 HD 222925
Prog. ID GO-14161 GO-14765 GO-15657
PI Peterson Roederer Roederer
Data Sets OCTKB0010-6030 OD5A01010-14010 ODX901010-60030
Vmag 8.22 8.40 9.03
S/N @ 2200 Å 50/1 40/1 30/1
${T}_{\mathrm{eff}}$ (K) 6087 ± 84 (1) 5170 ± 100 (2) 5636 ± 103 (3)
log g [cgs] 4.37 ± 0.13 (1) 1.60 ± 0.25 (2) 2.54 ± 0.17 (3)
${v}_{{\rm{t}}}$ (km s${}^{-1}$) 1.10 ± 0.20 (1) 1.55 ± 0.10 (2) 2.20 ± 0.20 (3)
Vt (km s${}^{-1}$) 1.6 ± 0.3 (4) 6.8 ± 0.5 (5) 7.0 ± 0.5 (6)
[M/H] −1.60 ± 0.10 (1) −2.41 ± 0.25 (2) −1.50 ± 0.10 (3)
[Fe/H] −1.65 ± 0.08 (1) −2.41 ± 0.18 (2) −1.46 ± 0.08 (6)
$\mathrm{log}\varepsilon $(Ba) 1.06 ± 0.11 (4) 1.00 ± 0.11 (2) 1.26 ± 0.09 (3)
$\mathrm{log}\varepsilon $(Eu) −0.62 ± 0.13 (4) −2.00 ± 0.10 (2) 0.38 ± 0.09 (3)
$\mathrm{log}\varepsilon $(Pb) 1.34 ± 0.12 (4) 1.91 ± 0.30 (4) 1.14 ± 0.16 (4)
[Ba/Fe] +0.53 ± 0.09 (4) +1.23 ± 0.26 (2) +0.54 ± 0.06 (6)
[Eu/Fe] +0.51 ± 0.13 (4) −0.11 ± 0.10 (2) +1.32 ± 0.08 (6)
[Pb/Fe] +0.95 ± 0.14 (4) +2.28 ± 0.23 (4) +0.56 ± 0.14 (4)

Note. We have rederived the barium (Ba, Z = 56; 3 optical Ba ii lines), europium (Eu, Z = 63; 2 optical Eu ii lines), and Pb (1 UV Pb i line) abundances in HD 94028 using our adopted model atmosphere and a high-resolution optical spectrum obtained using the Tull Coudé spectrograph on the 2.7 m Harlan J. Smith Telescope at McDonald Observatory (see Roederer et al. 2014a for details). These model parameters and the Ba and Eu $\mathrm{log}\varepsilon $ abundances are in agreement with those derived by Peterson et al. (2020). References are indicated by the numbers in parentheses: (1) Roederer et al. (2018b); (2) Placco et al. (2015); (3) Roederer et al. (2018a); (4) this study; (5) Roederer et al. (2008); (6) I. U. Roederer et al. (in preparation).

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HD 94028 shows moderate levels of enhancement of both r-process and s-process elements (Roederer et al. 2016; Peterson et al. 2020; see Table 1). Roederer et al. also found evidence that an intermediate n-capture process (i-process) may contribute to some of the Z < 56 elements in HD 94028. That study derived the Pb abundance from one Pb i line at 2833.054 Å and concluded that the s-process dominates the origin of the Pb in HD 94028. There is no evidence from radial velocity (RV) measurements that HD 94028 is in a binary system.

HD 196944 is one of the original "Pb stars" identified by Van Eck et al. (2001). Numerous studies over the years have confirmed that HD 196944 is a carbon-enhanced metal-poor star enhanced in elements produced by the s-process (CEMP-s star; e.g., Začs et al. 1998; Placco et al. 2015). The Pb abundance in HD 196944 has been derived previously from Pb i lines at 2833 and 4057 Å. HD 196944 exhibits RV variations, and Placco et al. calculated an orbital period of 1325 ± 12 d.

HD 222925 is a member of the class of highly r-process-enhanced, or r-II, stars (as defined in Holmbeck et al. 2020). All heavy elements in HD 222925 were produced via r-process nucleosynthesis (Roederer et al. 2018a). Pb had not been detected previously in HD 222925, but Roederer et al. placed a tight upper limit on the Pb abundance from the Pb i line at 4057 Å. HD 222925 shows no evidence of RV variations that would signal a stellar companion.

3. Analysis

3.1. Atomic Data

There are four stable isotopes of Pb: 204Pb (1.4% in solar system material), 206Pb (24.1%), 207Pb (22.1%), and 208Pb (52.4%). Of these isotopes, 207Pb has nonzero nuclear spin, I = 1/2, and thus has hyperfine splitting (HFS) structure. The field shift, which results from the volume difference between nuclei with the same number of protons but different numbers of neutrons, also creates isotope shifts (ISs). We adopt the ground level and excited level HFS A values and the IS measurements from Bouazza et al. (1986) for the Pb ii line at 2203 Å. We adopt the atomic transition probability from Quinet et al. (2007), $\mathrm{log}({gf})$ = −0.24 ± 0.07, because it is normalized to a radiative lifetime measurement from laser induced fluorescence. For comparison, the National Institutes of Standards and Technology (NIST) Atomic Spectral Database (ASD; Kramida et al. 2019) recommends $\mathrm{log}({gf})$ = −0.14, based on theoretical calculations referenced there, which is in fair agreement with our adopted value. We present the line component pattern in Table 2.

Table 2.  Hyperfine Structure and Isotope Shifts for the Pb ii Line at 2203 Å 

Wavenumber λair Fupper Flower Component Position Component Position Strength Isotope
(cm−1) (Å)     (cm−1) (Å)    
45367.486 2203.5342 0.5 1.5 −0.175014 0.008501 1.000 204
45367.486 2203.5342 0.5 1.5 −0.067014 0.003255 1.000 206
45367.486 2203.5342 1.0 2.0 0.061236 −0.002975 0.625 207
45367.486 2203.5342 1.0 1.0 0.095236 −0.004626 0.125 207
45367.486 2203.5342 0.0 1.0 −0.252764 0.012278 0.250 207
45367.486 2203.5342 0.5 1.5 0.040986 −0.001991 1.000 208

Note. Energy levels from the NIST ASD and the index of air are used to compute the center-of-gravity wavenumbers and air wavelengths, λair, for a solar system isotopic composition (Meija et al. 2016). Line component positions are given relative to those values. The strengths of each component are easily adjustable using Table 2 because a solar system abundance pattern has not been assumed, and strengths are normalized to sum to 1 for each isotope. For example, the $\mathrm{log}({gf})$ value of the 207Pb component with Fupper = Flower = 1.0 in a solar system mix with f207 = 0.221 would be ${\mathrm{log}}_{10}(0.221\times 0.125\times {10}^{-0.24})$ = −1.80. Table 2 is available in the online edition of the journal in machine-readable format.

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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3.2. Model Atmospheres

We adopt the model parameters (effective temperature, ${T}_{\mathrm{eff}}$; log of the surface gravity, log g; microturbulent velocity, ${v}_{{\rm{t}}}$; model metallicity, [M/H]) derived previously for these three stars, for consistency. HD 94028 is a main-sequence dwarf, while HD 196944 and HD 222925 are red horizontal branch stars. We interpolate model atmospheres from the 1D, α-enhanced ATLAS9 grid of models (Castelli & Kurucz 2004). Our synthetic spectra also include a macroturbulent velocity (Vt) component, which improves the fits to the high-resolution E230H spectra. We derive Vt by fitting the observed profiles of isolated lines of Fe-group elements. These values are listed in Table 1.

3.3. Pb Abundances

Figure 1 illustrates the Pb ii line in the spectrum of each of the three stars. Continuum regions around this line are easily identified, and they are matched by the synthetic spectra. We are confident that the absorption at 2203.534 Å is due to Pb ii for several reasons. The line strength varies with the expected heavy-element abundances in these stars, not the abundances of iron-group elements that are responsible for most UV absorption lines. This line is—by many orders of magnitude—the strongest Pb ii line with λ > 2000 Å, so there is no expectation that other Pb ii lines could be detectable. Furthermore, no other plausible species are found at this wavelength in the NIST ASD or the Kurucz (2011) line lists. Unidentified lines at 2203.427 and 2203.645 Å could be explained by Co ii and V i transitions, respectively, only if the $\mathrm{log}({gf})$ values recommended by the NIST ASD or the Kurucz (2011) line lists are underestimated by several dex. We treat their strengths as free parameters in our analysis, and this choice does not influence the derived Pb abundances.

Figure 1.

Figure 1. Sections of the STIS/E230H spectra of HD 94028 ,HD 196944, and HD 222925 around the Pb ii line at 2203 Å. The filled dots represent the observed spectrum. The solid lines represent a synthetic spectrum with the best-fit abundance in each star, and the gray bands represent a change in this abundance by a factor of ±2 (0.3 dex). The solid black line with no gray bands represents a synthetic spectrum with no contributions from Pb. Other line identifications are marked.

Standard image High-resolution image

The Pb ii line is on the linear part of the curve-of-growth in HD 94028 and HD 222925, but it is saturated in HD 196944. We derive abundances using the 2017 version of LTE line analysis software MOOG (Sneden 1973; Sobeck et al. 2011). We adopt an s-process mix of Pb isotopes (Sneden et al. 2008) for HD 94028 and HD 196944 and an r-process mix for HD 222925. We generate the line list based on Kurucz (2011), Peterson et al. (2017), and the NIST ASD. We match the synthetic spectra to the observed spectra following the general methods described by Roederer et al. (2012).

Table 1 lists the derived abundances. The Pb abundance is defined as $\mathrm{log}\varepsilon $(Pb) $\equiv \,{\mathrm{log}}_{10}({N}_{\mathrm{Pb}}/{N}_{{\rm{H}}})+12.0$. The abundance ratio of elements Pb and Fe relative to the Solar ratio is defined as [Pb/Fe] $\equiv \,{\mathrm{log}}_{10}({N}_{\mathrm{Pb}}/{N}_{\mathrm{Fe}})-{\mathrm{log}}_{10}{\left({N}_{\mathrm{Pb}}/{N}_{\mathrm{Fe}}\right)}_{\odot }$, where $\mathrm{log}\varepsilon $(Pb) = 2.04 and $\mathrm{log}\varepsilon $(Fe) = 7.50. Following Roederer et al. (2018a), we compute 1σ uncertainties by drawing 103 resamples of the stellar parameters, $\mathrm{log}({gf})$ values, and equivalent widths approximated from the abundance derived via synthesis using a reverse curve-of-growth method.

3.4. The Pb Isotope Mix

The Pb isotope mix has not been assessed previously in any metal-poor star. The HFS of the 207Pb isotope, particularly the upper level of the line at 2203 Å, and the IS of the four Pb isotopes are wide compared to the width of the stellar line profiles shown in Figure 2. As the isotope mix shifts from the r-process, where the 206Pb isotope (35.9%) and wide HFS of the 207Pb isotope (45.1%) are expected to dominate, to an s-process mix, where the 208Pb isotope is expected to dominate (69.5%), the absorption line profile narrows and shifts to shorter wavelengths.

Figure 2.

Figure 2. Tight zoom around the Pb ii line. The Pb abundance is held fixed and the isotope mixes are varied. The blue solid line represents an s-process isotope mix (${f}_{204}/{f}_{206}/{f}_{207}/{f}_{208}$ = 0.025/0.143/0.137/0.695) from Sneden et al. (2008), the yellow dashed line represents the Solar isotope mix (0.014/0.241/0.221/0.524) (Meija et al. 2016), and the red studded line represents an r-process isotope mix (0.000/0.359/0.451/0.190) from Sneden et al. The filled dots represent the observed spectrum. The shaded gray box in each panel represents the ±1σ line centroid of the Pb ii line in the observed spectrum. The isotope mixes inferred by our analysis (Section 3.4) are insensitive to the initial isotope mixes assumed for each star (Section 3.3) once the abundances have been fixed.

Standard image High-resolution image

The observed Pb ii line profiles in HD 94028 and HD 196944 both favor a narrower profile, suggesting that an even-A isotope dominates. We evaluate which isotope it might be by comparing the line centroid to the isotope wavelengths. We set the local wavelength zero-point of the observed spectrum relative to the synthetic spectra using three relatively unblended Fe ii lines, with wavelengths known to better than 0.0011 Å (Nave & Johansson 2013), located in the same echelle order that contributes most of the signal to the Pb ii line. We also account for uncertainty in the center-of-gravity wavelength of the Pb ii line (0.0007 Å; Wood et al. 1974) and measurement uncertainties in the Fe ii and Pb ii line centroids. As shown in Figure 2, the centroid of the observed Pb ii line in HD 94028 and HD 196944 favors absorption by the isotopes situated farthest to the blue, 207Pb and 208Pb. Our method of setting the wavelength zero-point using Fe ii lines appears to have produced a small mismatch between the observed and synthetic line profiles in HD 94028 and HD 222925. Manual adjustment (≤1σ) of the observed spectrum in each case so that it matches the blue side of the line, which is relatively insensitive to the Pb isotope mix, still favors the 207Pb and 208Pb isotopes.

We conclude from these two tests—the narrow line profiles and the positions of the line centroids—that the 208Pb isotope is dominant in HD 94028 and HD 196944. The S/N is too low to draw any conclusions about HD 222925.

4. Discussion

4.1. Neutral Pb and Non-LTE Effects

The abundances derived from the Pb ii line are higher than the abundances or upper limits derived from the Pb i lines in all three stars: [Pb ii/Pb i] = +0.36 ± 0.34, +0.49 ± 0.28, and >+0.04 in HD 94028, HD 196944, and HD 222925, respectively. Mashonkina et al. (2012) computed non-LTE corrections to the LTE abundances for several metal-poor atmospheres. That study found that the lower levels of the Pb i lines at 2833 and 4057 Å experience similar deviations from LTE. The ground state of singly ionized Pb is well described by LTE in their calculations. We assume that the excited 6s26p level that gives rise to the Pb ii line at 2203 Å is also well described by LTE. The Mashonkina et al. non-LTE corrections for red giants (dwarfs) range from +0.26 to +0.62 dex (+0.22 to +0.32 dex) when using a Drawin scaling factor, SH, of 0.1, which relates to the strength of inelastic collisions with neutral hydrogen. No models in their grid exactly match the stars in our sample, but the closest models predict non-LTE corrections ≈+0.27 and +0.52 dex for HD 94028 and HD 196944, respectively, which match the offsets we derive in LTE. We support the conclusion of Mashonkina et al. that departures from LTE impact Pb abundances derived from Pb i lines.

Pb is often used to constrain the s-process or i-process models used to explain nucleosynthesis patterns in stars (e.g., Hampel et al. 2019). A change in [Pb/Fe] by +0.4 dex is significant and could affect the final neutron exposure inferred from models, which sets, for example, the estimated timescale for an i-process event. Future work should incorporate non-LTE corrections to abundances derived from Pb i lines or derive Pb abundances in LTE directly from the UV Pb ii line.

4.2. Pb in the s-process

Our LTE results confirm the enhanced Pb abundances in the s-process-enhanced stars HD 94028 and HD 196944. We derive [Pb/Ba] = +1.05 ± 0.35 in HD 196944. This is in good agreement with the AGB s-process model of Bisterzo et al. (2010) discussed at length in Placco et al. (2015; see also Abate et al. 2015). We derive [Pb/Ba] = +0.42 ± 0.17 in HD 94028, which supports the interpretation of Roederer et al. (2016) that the Ba and Pb in HD 94028 originated mainly via the s-process. Our isotopic analysis reaffirms theoretical predictions that the large Pb overabundances in low-metallicity s-process environments are dominated by 208Pb.

4.3. Pb in the r-process

The $\mathrm{log}\varepsilon $(Pb/Eu) ratio in HD 222925, 0.76 ± 0.14, matches the solar system r-process ratio, $\mathrm{log}\varepsilon $(Pb/Eu) = 0.76 ± 0.10 (Sneden et al. 2008; Bisterzo et al. 2014; Prantzos et al. 2020). This result indicates that the r-process residuals for the Pb isotopes are, in aggregate, correct when the effects of low-metallicity AGB stars (i.e., the so-called "strong component") are included. Clayton & Rassbach (1967) argued that the dominant r-process isotopes of Pb must be 206Pb and 207Pb. The Pb ii line centroid in HD 222925 is not in conflict with this reasoning, although the S/N is too low in our spectrum to support a more definitive statement.

The close coupling between Th and Pb enables the use of Th/Pb as a chronometer pair that is relatively insensitive to the details of the r-process model used to calculate the initial production ratio. HD 222925 does not exhibit a prominent actinide boost (Roederer et al. 2018a), and its $\mathrm{log}\varepsilon $(Th/Pb) ratio is −1.20 ± 0.14. The $\mathrm{log}\varepsilon $(Th/Pb) ratio in HD 222925 corresponds to an age of 8.2 ± 5.8 Gyr using the production ratios from Roederer et al. (2009). The permitted age range is large, but improving the S/N at the Pb ii line in future observations would improve the age precision. Pb lines are easier to detect in metal-poor stars than the U ii line at 3859 Å, and the Th/Pb chronometer offers an alternative model-insensitive age indicator to the U/Th chronometer in r-process-enhanced stars.

We thank E.A. Den Hartog for useful discussions and the referee for a quick and helpful report. I.U.R., J.E.L., T.C.B., A.F., and V.M.P. acknowledge support provided by NASA through grants GO-14765 and GO-15657 from STScI, which is operated by the AURA under NASA contract NAS5-26555. I.U.R., T.C.B., R.E., A.F., E.M.H., and V.M.P. acknowledge financial support from grant PHY 14-30152 (Physics Frontier Center/JINA-CEE) awarded by the U.S. National Science Foundation (NSF). We acknowledge additional support from NSF grants AST-1716251 (A.F.) and AST-1815403 (I.U.R.). T.T.H. acknowledges generous support from the George P. and Cynthia Woods Institute for Fundamental Physics and Astronomy at Texas A&M University. Parts of this research were supported by the Australian Research Council Discovery Project scheme (DP170100521) and Centre of Excellence for All Sky Astrophysics in 3 Dimensions (ASTRO 3D), through project number CE170100013. This research has made use of NASA's Astrophysics Data System Bibliographic Services; the arXiv preprint server operated by Cornell University; the SIMBAD and VizieR databases hosted by the Strasbourg Astronomical Data Center; the ASD hosted by NIST; the MAST at STScI; and the Image Reduction and Analysis Facility (IRAF) software packages.

Facilities: HST (STIS) - , Smith (Tull Coudé). -

Software: IRAF (Tody et al. 1993), matplotlib (Hunter 2007), MOOG (Sneden 1973), numpy (van der Walt et al. 2011), R (R Core Team 2013).

Footnotes

  • Based on observations made with the NASA/ESA Hubble Space Telescope, obtained at the Space Telescope Science Institute (STScI), which is operated by the Association of Universities for Research in Astronomy, Inc. (AURA) under NASA contract NAS 5-26555. These observations are associated with programs GO-14161, GO-14765, and GO-15657. This Letter includes data taken at The McDonald Observatory of The University of Texas at Austin.

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10.3847/2041-8213/abbc21