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Three Small Planets Transiting the Bright Young Field Star K2-233

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Published 2018 May 3 © 2018. The American Astronomical Society. All rights reserved.
, , Citation Trevor J. David et al 2018 AJ 155 222 DOI 10.3847/1538-3881/aabde8

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1538-3881/155/5/222

Abstract

We report the detection of three small transiting planets around the young K3 dwarf K2-233 (2MASS J15215519−2013539) from observations during Campaign 15 of the K2 mission. The star is relatively nearby (d = 69 pc) and bright (V = 10.7 mag, Ks = 8.4 mag), making the planetary system an attractive target for radial velocity follow-up and atmospheric characterization with the James Webb Space Telescope. The inner two planets are hot super-Earths (Rb = 1.40 ± 0.06 ${R}_{\oplus }$, Rc = 1.34 ± 0.08 ${R}_{\oplus }$), while the outer planet is a warm sub-Neptune (Rd = 2.6 ± 0.1 ${R}_{\oplus }$). We estimate the stellar age to be ${360}_{-140}^{+490}$ Myr based on rotation, activity, and kinematic indicators. The K2-233 system is particularly interesting given recent evidence for inflated radii in planets around similarly aged stars, a trend potentially related to photo-evaporation, core cooling, or both mechanisms.

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1. Introduction

Kepler provided a large, relatively homogeneous sample from which the statistical frequencies of exoplanets have been robustly determined. Though the primary mission was to measure the prevalence of Earth-sized planets around solar-type stars (e.g., Petigura et al. 2013a), the data also provided a number of insights into planet formation outcomes more generally, such as the surprising abundance of sub-Neptunes, trends in planet occurrence with stellar mass (Howard et al. 2012), and fine structure in the size distribution of small planets (Fulton et al. 2017). Because the mission surveyed ∼1/400 of the sky, however, a typical Kepler planet host is relatively faint and presents challenges to characterization efforts like radial velocity mass measurements or transmission spectroscopy.

In contrast, the K2 mission (Howell et al. 2014) to date has observed 15× the area of the prime Kepler mission, casting a wider net for planets around bright stars more evenly distributed on the sky. Statistical exoplanet studies within carefully defined sub-samples may yet prove fruitful but, like its predecessor, K2 has already revealed a great number of surprises: a transiting minor planet around a stellar remnant (Vanderburg et al. 2015), the possible detection of accretion pulses driven by the orbital motion of an infant hot Jupiter (Biddle et al. 2018), and a chain of five near-resonant planets discovered by citizen scientists (Christiansen et al. 2018), to name a few.

Two domains probed by K2, which will form an important part of the mission's legacy, are transiting planet hosts that are bright and/or young. The mission has yielded all of the known transiting planets in young clusters and associations to date (see Rizzuto et al. 2017, for a review), as well as a number of planets around active field stars that are likely to be moderately young (e.g., Dai et al. 2017; Gaidos et al. 2017; Barragán et al. 2018). K2 is also responsible for contributing some of the brightest known transiting planet hosts, such as HIP 41378 (Vanderburg et al. 2016a), HD 106315 (Crossfield et al. 2017; Rodriguez et al. 2017), HD 3167 (Vanderburg et al. 2016b; Gandolfi et al. 2017), and GJ 9827 (Niraula et al. 2017; Rodriguez et al. 2018). Until TESS extends the sample of bright transiting planet hosts, these systems remain some of the most amenable to atmospheric characterization via transit transmission spectroscopy. The properties of young planets are particularly interesting, given suggestions that larger sub-Neptunes are preferentially found around young stars (Berger et al. 2018) and that such planets may experience evaporative mass-loss at early stages (e.g., Lopez & Fortney 2013). Here, we report the discovery of three small transiting planets around a star that is both relatively bright and young. The system, K2-233, is an attractive target for both radial velocity work and atmospheric characterization.

2. K2 Observations

K2-233 (also EPIC 249622103 and 2MASS J15215519−2013539) was observed during Campaign 15 of the K2 mission.17 Following an approach similar to that of Christiansen et al. (2018), we analyzed the raw cadence pixel data released by the K2 project by first converting the cadence data into target pixel files with kadenza18 (Barentsen 2017). From there, we followed our team's standard discovery approach (see, e.g., Crossfield et al. 2016): we constructed a light curve from aperture photometry with k2phot,19 which simultaneously models stellar variability and spacecraft systematics with a Gaussian process. From this light curve (Figure 1), we found three transit signals detected with the terra20 program (Petigura et al. 2013a, 2013b). The transit signals were also independently discovered by citizen scientists as part of the Planet Hunters and Exoplanet Explorers projects.21 ,22

Prior to fitting transit models to the K2 data, we removed the stellar variability via cubic basis spline fits with iterative outlier rejection. We used the rms in the flattened light curve as the flux uncertainty for each measurement. We then fit analytic transit models, generated with the PyTransit23 package (Parviainen 2015), to the observations in order to determine the following free parameters: the orbital period P, time of mid-transit T0, radius ratio ${R}_{P}/{R}_{* }$, scaled semimajor axis $a/{R}_{* }$, and cosine of the inclination $\cos i$. We first performed Levenberg–Marquardt (L–M) fits to find initial parameter estimates, then used the emcee affine invariant implementation of the Markov chain Monte Carlo (MCMC) method (Foreman-Mackey et al. 2013) to robustly determine the uncertainties on these parameters. The target probability density to be sampled in these simulations was

Equation (1)

where the first term is the likelihood and the second term describes a Gaussian prior on the mean stellar density, ${\rho }_{* }$, with ${\mu }_{{\rho }_{* }}=2.73$ g cm−3 and ${\sigma }_{{\rho }_{* }}=0.31$ g cm−3, based on our stellar characterization in Section 3. We used ${\chi }^{2}=\sum {({f}_{n}-{m}_{n})}^{2}/{\sigma }_{n}^{2}$, where fn and mn are the nth flux observation and transit model values, respectively, and σn is the individual flux uncertainty. This assumes uncorrelated measurement uncertainties, which is not strictly true due to, e.g., short-term stellar variability and our procedure of removing the stellar variability prior to fitting. Additionally, we imposed uniform priors on the following parameters: P (centered on the initial estimate, with width 0.01 days), T0 (centered on the initial estimate with width 0.06P), ${R}_{P}/{R}_{* }$ (from −1 to +1), $a/{R}_{* }$ (from 1 to $\infty $), $\cos i$ (from $\cos 50^\circ $ to $\cos 90^\circ $). We assumed a quadratic limb-darkening law with coefficients u1 = 0.587 and u2 = 0.136, informed by our spectroscopic stellar characterization (Section 3) and the values tabulated by Claret & Bloemen (2011). The transit models were numerically integrated to match the Kepler long-cadence integration using a super-sampling factor of 10.

We initialized the MCMC sampler with 40 walkers around the preliminary L–M solution. For each free parameter, the integrated autocorrelation time, $\hat{\tau }$, of the MCMC chain was calculated every 2000 steps. When the chain length exceeded $100\times \hat{\tau }$ for all parameters and when these $\hat{\tau }$ estimates changed by less than 1%, the chain was considered to be converged and the MCMC procedure was halted. We estimated the burn-in as five times the maximum autocorrelation time estimate, and from the trimmed chains, we calculated the 15.87, 50, and 84.13 percentile values for each parameter.24 These parameters and derivative physical quantities are reported in Table 1.

Table 1.  Planet Parameters in the K2-233 System

Parameter Planet b Planet c Planet d
Directly fitted parameters      
Time of mid-transit, T0 (BJD-2450000) ${7991.6910}_{-0.0025}^{+0.0026}$ ${7996.3522}_{-0.0057}^{+0.0056}$ ${8005.5801}_{-0.0024}^{+0.0025}$
Orbital period, P (days) ${2.46746}_{-0.00014}^{+0.00014}$ ${7.06142}_{-0.00084}^{+0.00084}$ ${24.3662}_{-0.0021}^{+0.0021}$
Radius ratio, ${R}_{P}/{R}_{* }$ ${0.01721}_{-0.00047}^{+0.00049}$ ${0.01643}_{-0.00078}^{+0.00084}$ ${0.03254}_{-0.00079}^{+0.00080}$
Scaled semimajor axis, $a/{R}_{* }$ ${9.49}_{-0.32}^{+0.29}$ ${19.34}_{-0.74}^{+0.67}$ ${44.2}_{-1.8}^{+1.6}$
Cosine of inclination, $\cos i$ ${0.021}_{-0.014}^{+0.016}$ ${0.0184}_{-0.0107}^{+0.0082}$ ${0.0113}_{-0.0021}^{+0.0019}$
 
Derived parameters      
Planet radius, RP (R) ${1.398}_{-0.060}^{+0.062}$ ${1.335}_{-0.077}^{+0.083}$ ${2.64}_{-0.11}^{+0.11}$
Inclination, i (deg) ${88.79}_{-0.94}^{+0.82}$ ${88.95}_{-0.47}^{+0.61}$ ${89.35}_{-0.11}^{+0.12}$
Impact parameter, b ${0.20}_{-0.14}^{+0.15}$ ${0.36}_{-0.21}^{+0.15}$ ${0.500}_{-0.079}^{+0.065}$
Total duration, T14 (hr) ${1.969}_{-0.063}^{+0.062}$ ${2.65}_{-0.15}^{+0.13}$ ${3.808}_{-0.088}^{+0.089}$
Full duration, T23 (hr) ${1.899}_{-0.065}^{+0.062}$ ${2.55}_{-0.17}^{+0.14}$ ${3.49}_{-0.10}^{+0.10}$
Semimajor axis, a (au) ${0.03317}_{-0.00045}^{+0.00044}$ ${0.06687}_{-0.00090}^{+0.00088}$ ${0.1527}_{-0.0021}^{+0.0020}$
Insolation flux, S (S ) ${273}_{-30}^{+30}$ ${67.1}_{-7.3}^{+7.4}$ ${12.9}_{-1.4}^{+1.4}$
Equilibrium temperature, Teq (K)a ${1040}_{-26}^{+28}$ ${728}_{-19}^{+20}$ ${482}_{-13}^{+14}$

Note. Reported values and 1σ errors are the 50, 15.87, and 84.13 percentile levels from the MCMC chain. The fit presented here assumed e = 0, a Gaussian prior on the mean stellar density (${\mu }_{{\rho }_{* }}=2.73$ g cm−3, ${\sigma }_{{\rho }_{* }}=0.31$ g cm−3), quadratic limb-darkening coefficients u1 = 0.587, u2 = 0.136, and no contaminating flux. Derived parameters assume all three planets are orbiting the target star, and that the target star is single.

aAssuming an albedo of 0.3.

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We additionally performed fits with the eccentricity e and periastron longitude ω as free parameters with uniform priors on each. As expected, the relatively shallow transits provide only weak constraints on eccentricity of e < 0.53, 0.54, 0.45 at 95% confidence for planets b, c, and d, respectively. Orbit crossing constraints would restrict the range of allowed eccentricities to even smaller values. We ultimately adopted the circular model because it is simpler (lower BIC); the other fitted parameters changed by <1σ, and previous studies of compact multi-planet systems find typical eccentricities of a few percent (Hadden & Lithwick 2014; Van Eylen & Albrecht 2015; Xie et al. 2016). We also investigated the effect of eliminating the Gaussian prior on the mean stellar density prior (requiring only that $a/{R}_{* }\gt $ 1). These fits, which are presented in the Appendix, resulted in ${R}_{P}/{R}_{* }$ distributions with longer tails toward more positive values, corresponding to solutions with higher impact parameters and unrealistically low stellar densities. The median parameter values from these fits all changed by ≲1σ and the stellar density implied by each planet was within 1σ of the value we adopted, providing assurance that the star has been properly characterized and our prior on this parameter is well-justified.

3. Stellar Characterization

We acquired high-resolution optical spectroscopy of K2-233 on UT 2018 January 22 (BJD 2458141.152490) with Keck I/HIRES (Vogt et al. 1994) using standard procedures of the California Planet Search (Howard et al. 2010). We then used SpecMatch (Petigura 2015) to compare the spectrum to Coelho et al. (2005) model atmospheres and determined Teff = 4950 ± 100 K, log g = 4.71 ± 0.10 dex, [Fe/H] = 0.07 ± 0.06 dex, and $v\sin {i}_{* }=4.5\pm 1.0$ km s−1. As a consistency check, we also used SpecMatch-Emp (Yee et al. 2017) to compare the spectrum with a library of empirical spectra of benchmark stars, finding values for Teff, R*, and [Fe/H] that are consistent within 1σ of those found with SpecMatch. From this analysis, we found the best-matching template spectrum to be that of HD 110463 (K3V), from which we assigned a spectral type of K3 to K2-233. A precise distance to K2-233 has been measured from trigonometric parallax (69 ± 1 pc; Gaia DR1), which provides tight constraints on the stellar parameters. With the isoclassify package (Huber et al. 2017), using the parallax, spectroscopic parameters (Teff, $\mathrm{log}\,g$, and [Fe/H]), and the 2MASS JHKs magnitudes as input, we determined precise values for the model-dependent mass, M* = 0.80 ± 0.02 ${M}_{\odot }$, and radius, R* = 0.745 ± 0.011 ${R}_{\odot }$. To account for possible systematic uncertainties in the models, we added in quadrature a 2% uncertainty in these parameters. Combined with our spectroscopic Teff, the stellar radius and Stefan–Boltzmann law imply a luminosity of L* = 0.300 ± 0.032 ${L}_{\odot }$.

In an effort to better constrain the age of the system, we next considered the stellar kinematics, rotation, activity, and spectroscopic age indicators. The barycentric radial velocity was measured to be −9.73 ± 0.20 km s−1 using the telluric A and B absorption bands as a wavelength reference (Chubak et al. 2012). Combined with the proper motions and distance from Gaia, we found the stellar kinematics are not a good match to any known moving groups, nearby open clusters, or star-forming regions. Using the BANYAN Σ tool (Gagné et al. 2018), we found a 68.5% probability that the star belongs to the field population, with the remaining 31.5% probability assigned to membership in the Upper Scorpius OB association. The mean distance to Upper Scorpius is ∼140 pc, with a unidirectional spread of ≲35 pc. Given the precisely determined distance (at half the mean distance to Upper Scorpius), a radius and mean stellar density consistent with a main sequence star, and lack of lithium absorption (discussed below), we can confidently rule out that K2-233 belongs to that association. Based on age diagnostics from the stellar rotation and activity, we suggest K2-233 is a young field star.

Figure 1.

Figure 1. Full K2 light curve of K2-233 (top), with the stellar variability removed and individual transits shown (middle), and phase-folded to the transits of planets b, c, and d with transit model fits shown as shaded lines (bottom).

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From an autocorrelation function (ACF) analysis of the light curve, we measured a rotation period of Prot = 9.754 ±0.038 days. The period was determined by the slope of a linear fit to the first four peaks of the ACF plus the origin, and the uncertainty was estimated from the scatter about that fit. We note that typical observed rates of surface differential rotation (≲0.07 rad days−1) in dwarf stars of a similar temperature and rotation period might introduce an additional uncertainty in the rotation period of ≲1.4 days. In period–color space (Figure 2), the star is situated between members of the Pleiades (∼125 Myr) and Praesepe (∼790 Myr), suggesting an age intermediate to these clusters if the star is on the main sequence (Rebull et al. 2016, 2017). The variability amplitude, 0.014 mag (measured from the 10th to the 90th percentile) is also similar to those seen among Pleiades and Praesepe members of a similar color (Rebull et al. 2016, 2017). Different gyrochronology relations predict ages of ${270}_{-70}^{+80}$ Myr (Barnes 2007), ${440}_{-110}^{+120}$ Myr (Mamajek & Hillenbrand 2008), and ${500}_{-120}^{+140}$ Myr (Angus et al. 2015), where these estimates reflect the 16th, 50th, and 84th percentile values adopting a conservative error on the rotation period of 1.4 days to allow for the possibility of differential rotation. Existing gyrochronology relations are in need of re-calibration, so these ages should be regarded with caution, but all relations suggest an age younger than 1 Gyr.

Figure 2.

Figure 2. Period–color diagram for open cluster members observed by K2 (Rebull et al. 2016, 2017) and K2-233 (gold star).

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The HIRES spectrum shows Hα in absorption and no detectable absorption at Li I 6708 Å, which argues for an age older than that of the Pleiades. From the spectrum, we also measured the SHK index and $\mathrm{log}\,{R}_{\mathrm{HK}}^{{\prime} }=-4.361$ dex using the method of Isaacson & Fischer (2010), which is a value typical for Hyades (∼625–850 Myr) and the Ursa Major moving group (∼400–600 Myr) members of a similar color (see Figures 4 and 5 of Mamajek & Hillenbrand 2008). From the Mamajek & Hillenbrand (2008) activity–age relation, we calculated an age of 220 Myr, consistent with the younger gyrochronology age quoted above. The age relations considered are here are statistical in nature and carry large uncertainties. New calibrations of age–activity and gyrochronology relations are clearly in order, but outside of the scope of this paper. We ultimately adopt an age of ${\tau }_{* }\approx {360}_{-140}^{+490}$ Myr, corresponding to the mean of the four estimates above, with the lower bound originating from the activity age and the upper bound from the oldest ages suggested for the Hyades and Praesepe clusters. We summarize the basic observables and results of our stellar characterization analyses in Table 2.

Table 2.  Parameters of K2-233

Parameter Value Source
Kinematics and position    
R.A., J2000 (hh mm ss) 15 21 55.198 A
decl., J2000 (dd mm ss) −20 13 53.991 A
Parallax (mas) 14.50 ± 0.23 A
Distance (pc) 69 ± 1 A
${\mu }_{\alpha }$ (mas yr−1) −20.174 ± 0.687 A
${\mu }_{\delta }$ (mas yr−1) −30.921 ± 0.412 A
Barycentric RV (km s−1) −9.73 ± 0.20 B
 
Photometry    
G (mag) 10.333 ± 0.001 A
B (mag) 11.664 ± 0.027 C
V (mag) 10.726 ± 0.019 C
J (mag) 8.968 ± 0.020 D
H (mag) 8.501 ± 0.026 D
Ks (mag) 8.375 ± 0.023 D
 
Physical properties    
Spectral type K3 B
Tspec (K) 4950 ± 100 B
M* (${M}_{\odot }$) 0.800 ± 0.032 B
R* (${R}_{\odot }$) 0.745 ± 0.025 B
L* (${L}_{\odot }$) 0.300 ± 0.032 B
$\mathrm{log}g$ (dex) 4.71 ± 0.10 B
$[\mathrm{Fe}/{\rm{H}}]$ (dex) 0.07 ± 0.06 B
$v\sin {i}_{* }$ (km s−1) 4.5 ± 1.0 B
Prot (days) 9.754 ± 0.038 B
SHK 0.686 B
$\mathrm{log}{R}_{\mathrm{HK}}^{{\prime} }$ (dex) −4.36 B
${\tau }_{* }$ (Myr) ${360}_{-140}^{+490}$ B

Note. A: Gaia DR1, B: this work, C: APASS DR9, D: 2MASS.

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4. Validating the Planets

The K2 photometry were extracted from a rectangular aperture 24'' × 36'' in size. Pan-STARRS1 imaging shows there are no stars of comparable brightness within 1 arcminute, excluding the possibility that the transit signals arise from a widely separated companion. We acquired high spatial resolution imaging in the Br-γ band with Keck II/NIRC2 on UT 2017 December 29 and found no evidence for additional closely projected sources. Our 5σ contrast limits rule out sources with Δmag < 4 outside of 0farcs15 and Δmag < 8 from 1farcs7 to 3farcs8. Using the vespa package (Morton 2015), we statistically validated each planet, using 3× the light curve rms as a conservative estimate of the maximum secondary eclipse depth and 0farcs1 (3× the NIRC2 resolution) as the photometric exclusion radius. From this analysis, we found false positive probabilities of 1.9 × 10−7, 9.6 × 10−5, and 6.9 × 10−7 for planets b, c, and d, respectively. Notably, these probabilities are calculated for each planet individually, and the overall false positive probability is in fact lower given the presence of multiple transiting planets.

We searched for secondary spectral lines in the HIRES spectrum using the method described in Kolbl et al. (2015) and found no evidence for a projected companion within 0farcs8 down to 3% the brightness of the primary star. We note this method is blind to companions with velocity separations <15 km s−1. Further assurance that the transit signals originate from K2-233 comes from the transit fits with no direct prior on the mean stellar density. For each planet, the median value for the stellar density was within 1σ of the value we adopted for K2-233. While not conclusive, this observation is suggestive that the transiting planets are indeed orbiting K2-233. If K2-233 is a binary that evaded our detection, the planetary radii might be larger by ≲20%, given our vetting through high-resolution imaging and spectroscopy (Ciardi et al. 2015).

5. Discussion

Recent studies of Kepler multi-planet systems have found a high degree of intra-system uniformity (Ciardi et al. 2013; Fabrycky et al. 2014; Millholland et al. 2017). For example, planet sizes within an individual system are correlated, i.e., a planet is more likely to have a size similar to its neighbor than a size drawn at random from the observed distribution of planet sizes (Weiss et al. 2018, hereafter W18). The W18 study also found that (1) in about 65% of planet pairs in multi-transiting systems, the outer planet is larger than the inner planet, (2) planet separations are evenly spaced in log semimajor axis, and (3) adjacent planets tend to be separated by about 20 mutual Hill radii.

The K2-233 system largely adheres to these trends. The inner two planets have very similar sizes, while the outer planet is nearly twice as large as the inner two. This type of configuration is well within the scatter of Figure 2 from W18. The spacing between the three planets in log semimajor axis is indeed similar, about 0.307 dex and 0.358 dex (the planets are also apparently not in resonance, with period ratios of Pc/Pb = 2.8618 and Pd/Pc = 3.4506). Using the mass–radius relations of Wolfgang et al. (2016) and Chen & Kipping (2017) to predict planet masses based on the radii, we found Mb ∼ 2–5 M, Mc ∼ 2–5 M, and Md ∼4–13 M. From these predicted planet masses, the stellar mass, and orbital period ratios, we calculated that the planets in the K2-233 system are each separated by about 30–35 mutual Hill radii, a separation larger than ∼80% of adjacent pairs in three-planet systems. Observational biases are also important to consider, in that more compact systems are more likely to present multiple transiting planets. There may also be additional planets in the system that are non-transiting or below the sensitivity limits of the K2 photometry. We also note that the W18 sample does not include stars with spectral types later than K3, though we do not expect this to dramatically change any of the conclusions presented here.

K2-233 is relatively bright and thus amenable to follow-up observations to characterize the planets in more detail. There are presently 18 (30) stars brighter than V = 11 mag (Ks =9 mag) that host at least one known transiting planet smaller than 3 R, and only 9 (13) of which host multiple transiting planets (Akeson et al. 2013).25 Most of the bright multi-planet systems have been found with K2, but this will soon change with TESS. Based on the planetary radii and our current understanding of the exoplanet mass–radius relation, the inner two planets are likely to be rocky while the outer planet is likely to have a substantial volatile envelope (e.g., Fulton et al. 2017). From the planet mass estimates above, we calculated predicted radial velocity semi-amplitudes of ∼1.1–2.7, 0.8–1.9, and 1–3.3 m s−1 for planets b, c, and d, respectively. These amplitudes are at the limit of detectability for current instruments.

The apparent brightness and the relative small radius of the host star, K2-233, make all three planets potential targets for spectroscopic characterizations of their atmospheres. Depending on the surface gravity and hydrogen fraction of the atmosphere, the atmospheres of all three planets may be readily detectable using a single JWST visit. We estimate transit depth variation of the order of 10–100 ppm for atmospheres dominated by ices or hydrogen/helium, respectively. Figure 3 shows a simulated JWST/NIRISS transmission spectrum for the sub-Neptune K2-233 d assuming a planetary mass of 8 M and hydrogen-dominated atmosphere with clouds below the 100 mbar level. Transit depth variations as a function of wavelength, predominantly due to water vapor absorption, can readily be detected.

Figure 3.

Figure 3. Model transmission spectra and simulated observations of the sub-Neptune K2-233 d, binned over 40 resolution elements resulting in λλ = 150–250. Assuming a planetary mass of 8 M and a single transit observation by JWST/NIRISS, water absorption is detectable at high significance for a H2-dominated scenario with clouds below the 100 mbar level. Models were generated as described in Benneke & Seager (2012) and Benneke (2015). The observational uncertainties are 110% of the photon-noise limit accounting for the exact throughput, duty-cycle, and dispersion of the instruments.

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An interesting question worthy of further exploration is to what degree do the properties and configurations of exoplanetary systems vary in time? Berger et al. (2018) recently showed that larger sub-Neptunes preferentially orbit stars younger than the Hyades age (∼625–850 Myr). Such a trend might be the result of photo-evaporation, core cooling, or both. While K2-233 is merely a single planetary system, it joins a growing sample of young exoplanet hosts from which temporal trends in planet properties can be investigated.

This research was carried out at the Jet Propulsion Laboratory, California Institute of Technology, under a contract with the National Aeronautics and Space Administration. We thank Laura Kreidberg, Lauren Weiss, Dan Foreman-Mackey, and John Livingston for helpful discussions and the anonymous referee for comments which improved this manuscript. T.J.D. and E.E.M. gratefully acknowledge support from the Jet Propulsion Laboratory Exoplanetary Science Initiative. E.E.M. acknowledges support from the NASA NExSS program. This paper includes data collected by the Kepler mission. Funding for the Kepler mission is provided by the NASA Science Mission directorate. A portion of this work was supported by a NASA Keck PI Data Award, administered by the NASA Exoplanet Science Institute. Data presented herein were obtained at the W. M. Keck Observatory from telescope time allocated to the National Aeronautics and Space Administration through the agency's scientific partnership with the California Institute of Technology and the University of California. The Observatory was made possible by the generous financial support of the W. M. Keck Foundation. The authors wish to recognize and acknowledge the very significant cultural role and reverence that the summit of Maunakea has always had within the indigenous Hawaiian community. We are most fortunate to have the opportunity to conduct observations from this mountain.

Appendix:  

As mentioned in Section 2, we performed additional transit fits for each planet with no direct prior on the mean stellar density (requiring only $a/{R}_{* }\gt 1$ and assuming the same uniform prior on orbital period). We present the results of these fits in Table 3 and illustrate the parameter covariances from both fits in Figures 4, 5, and 6.

Figure 4.

Figure 4. Corner plots from the planet b MCMC posterior samples in the case of a circular orbit with a Gaussian prior on mean stellar density (left) and with no direct prior on mean stellar density (right). At right, the positions of the red squares indicate the median values obtained (or assumed) from the fit with the imposed prior on mean stellar density.

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Figure 5.

Figure 5. Same as Figure 4 for planet c.

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Figure 6.

Figure 6. Same as Figure 4 for planet d.

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Table 3.  Planet Transit Fit Parameters with No Direct Prior on Mean Stellar Density

Parameter Planet b Planet c Planet d
Directly fitted parameters      
Time of mid-transit, T0 (BJD-2450000) ${7991.6911}_{-0.0026}^{+0.0026}$ ${7996.3522}_{-0.0057}^{+0.0057}$ ${8005.5801}_{-0.0025}^{+0.0025}$
Orbital period, P (days) ${2.46746}_{-0.00014}^{+0.00014}$ ${7.06142}_{-0.00083}^{+0.00083}$ ${24.3662}_{-0.0022}^{+0.0021}$
Radius ratio, ${R}_{P}/{R}_{* }$ ${0.01789}_{-0.00087}^{+0.00224}$ ${0.0170}_{-0.0010}^{+0.0021}$ ${0.0325}_{-0.0013}^{+0.0035}$
Scaled semimajor axis, $a/{R}_{* }$ ${8.3}_{-2.8}^{+1.2}$ ${18.1}_{-6.1}^{+2.9}$ ${44.7}_{-13.2}^{+5.6}$
Cosine of inclination, $\cos i$ ${0.061}_{-0.044}^{+0.088}$ ${0.027}_{-0.020}^{+0.041}$ ${0.0108}_{-0.0077}^{+0.0143}$
 
Derived parameters      
Planet radius, RP (R ) ${1.462}_{-0.092}^{+0.180}$ ${1.39}_{-0.10}^{+0.17}$ ${2.66}_{-0.15}^{+0.28}$
Inclination, i (deg) ${86.5}_{-5.1}^{+2.5}$ ${88.4}_{-2.4}^{+1.1}$ ${89.38}_{-0.82}^{+0.44}$
Impact parameter, b ${0.51}_{-0.34}^{+0.32}$ ${0.50}_{-0.34}^{+0.32}$ ${0.48}_{-0.33}^{+0.31}$
Total duration, T14 (hr) ${2.01}_{-0.09}^{+0.10}$ ${2.63}_{-0.17}^{+0.19}$ ${3.82}_{-0.11}^{+0.16}$
Full duration, T23 (hr) ${1.873}_{-0.118}^{+0.092}$ ${2.45}_{-0.20}^{+0.18}$ ${3.45}_{-0.23}^{+0.12}$
Semimajor axis, a (au) ${0.03317}_{-0.00045}^{+0.00044}$ ${0.06687}_{-0.00090}^{+0.00088}$ ${0.1527}_{-0.0021}^{+0.0020}$
Insolation flux, S (S ) ${273}_{-30}^{+30}$ ${67.1}_{-7.3}^{+7.4}$ ${12.9}_{-1.4}^{+1.4}$
Equilibrium temperature, Teq (K)a ${1110}_{-77}^{+248}$ ${753}_{-57}^{+172}$ ${480}_{-29}^{+91}$
Mean stellar density, ${\rho }_{* }$ (g cm−3) ${1.81}_{-1.27}^{+0.90}$ ${2.3}_{-1.6}^{+1.3}$ ${2.9}_{-1.9}^{+1.2}$

Note. In this fit, a circular orbit was assumed (e = 0), with no direct prior on the mean stellar density (only the requirement that $a/{R}_{* }\gt 1$). Reported values and 1σ errors are the 50, 15.87, and 84.13 percentile levels from the MCMC chain. The fits presented here assumed no contaminating flux and quadratic limb-darkening coefficients u1 = 0.587, u2 = 0.136. Derived parameters assume all three planets are orbiting the target star and that the target star is single.

aAssuming an albedo of 0.3.

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Footnotes

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10.3847/1538-3881/aabde8