ABSTRACT
Motivated by recent discoveries of low-density super-Earths with short orbital periods, we have investigated in situ accretion of H–He atmospheres on rocky bodies embedded in dissipating warm disks, by simulating quasi-static evolution of atmospheres that connect to the ambient disk. We have found that the atmospheric evolution has two distinctly different outcomes, depending on the rocky body's mass: while the atmospheres on massive rocky bodies undergo runaway disk-gas accretion, those on light rocky bodies undergo significant erosion during disk dispersal. In the atmospheric erosion, the heat content of the rocky body that was previously neglected plays an important role. We have also realized that the atmospheric mass is rather sensitive to disk temperature in the mass range of interest in this study. Our theory is applied to recently detected super-Earths orbiting Kepler-11 to examine the possibility that the planets are rock-dominated ones with relatively thick H–He atmospheres. The application suggests that the in situ formation of the relatively thick H–He atmospheres inferred by structure modeling is possible only under restricted conditions, namely, relatively slow disk dissipation and/or cool environments. This study demonstrates that low-density super-Earths provide important clues to understanding of planetary accretion and disk evolution.
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1. INTRODUCTION
An increasing number of low-mass exoplanets with masses of less than about 20 M⊕, which are often called super-Earths (SEs),4 have been detected recently, thanks to progresses in radial velocimetry and transit photometry including operation of two space telescopes, Kepler and CoRoT. The size measurement allows us to access the planetary interiors theoretically and thereby estimate the planetary bulk compositions. It has been revealed that there are many low-density SEs that are larger in size than rocky (i.e., iron-silicate) objects of the same masses. As for SEs, the variety of possible ingredients obscures the composition estimation, namely, causing degeneracy in composition (Valencia et al. 2007; Seager et al. 2007; Adams et al. 2008; Grasset et al. 2009; Rogers & Seager 2010). In particular, low-density SEs are subject to the degeneracy. Sometimes, the degeneracy has a crucial impact on understanding the origin of planets and planetary systems.
A typical example is degeneracy originating from the uncertainty of the presence and mass of H–He atmospheres. The mass–radius relationship for a planet alone is insufficient to distinguish whether the planet is rock-dominated or water-dominated because the H–He atmosphere makes up the difference in size between rocky and water bodies of the same mass. Since transiting SEs in general orbit close to their host stars (namely, well inside the snow line), whether they are rocky or water planets would affect considerably the understanding of the accretion and migration history of the planets. An example of that is recently detected SEs orbiting a Sun-like star named Kepler-11.
The Kepler-11 system is a multiple-planet system that contains at least five low-density SEs (Lissauer et al. 2011). Of them, the densities of Kepler-11d and 11e are as low as 0.9 g cm−3 and 0.5 g cm−3, respectively, which are lower than those of pure-water planets. This suggests the presence of H–He atmospheres on the planets. Indeed, the structure modeling by Lissauer et al. (2011) suggests a possibility that those two SEs are rock-dominated planets with thick H–He atmospheres that account for 10%–20% of the planetary masses. If so, they are a new type of planet that we have never seen in the current solar system.
The H–He atmospheres, if primordial, came from the protoplanetary disk where the planets formed. In the framework of the core accretion model (Hayashi et al. 1985), solid planetary embryos first form, and then collect the ambient disk gas gravitationally to form H–He atmospheres. If this proceeds well before disk dispersal, the disk-gas accretion enters a runaway state at some critical point, which results in forming envelopes of gas giants (Mizuno 1980; Bodenheimer & Pollack 1986) which are much more massive than the predicted atmospheres of the Kepler-11 planets. The critical point is when the atmospheric mass is approximately one-fourth to one-third of the protoplanet's total mass (Stevenson 1982; Wuchterl 1993)—the fraction being similar to those of the atmospheres of interest. This means that the inferred masses of the H–He atmospheres of the Kepler-11 planets are close to critical, which motivates us to investigate the possible amounts of H–He gas that proto-SEs with short orbital periods gain from protoplanetary disks.
In this study, we explore the possibility of the in situ accretion of H–He atmospheres. As for the origin of H–He atmospheres of short-period SEs, possibilities of Neptune-like planets (i.e., water-dominated SEs) that form far out and migrate close to host stars (Rogers et al. 2011) and remnants of gas giants whose envelopes were stripped (Nayakshin 2011) were previously discussed. The in situ accretion of H–He atmospheres on rocky SEs from disks has not been explored by direct simulation of disk-gas accretion in the mass and orbital period regimes of transiting SEs. The in situ accumulation of H–He atmospheres would be reasonable in the modern picture of planet formation. Short-period SEs are likely to have migrated to their current locations. The promising mechanism to move them inward is the type-I migration which occurs via planet–disk tidal interaction (Ward 1986). The protoplanets formed in this way are packed closely together due to resonance capture, according to recent N-body simulations (Terquem & Papaloizou 2007). After the migration, the disk dissipates. In many cases, the decline of disk-gas density triggers dynamical instability of a multiple-protoplanet system, resulting in orbital crossing and collisions of the protoplanets (e.g., Ogihara & Ida 2009). Subsequently, the protoplanets collect the surrounding disk gas to form atmospheres in the dissipating disk. Thus, the competition between the atmospheric accumulation and the disk dissipation may yield intermediate-mass atmospheres like the predicted atmospheres for the Kepler-11 planets.
This paper is organized as follows. In Section 2, we describe our theoretical model of the atmospheric accumulation with emphasis on effects that we newly incorporate in this study. Then, we show numerical results of the atmospheric growth and the sensitivities of the final atmospheric masses to parameters involved in the model. In Section 3, the masses of the accreted atmospheres that we calculate are compared with those of the atmospheres of Kepler-11 planets inferred by internal-structure modeling. Based on the comparison, we discuss the possibility of the in situ accretion of the atmospheres. Other possibilities are also discussed. Finally, we conclude this paper in Section 4.
2. ACCUMULATION OF ATMOSPHERE
2.1. Model
We simulate the radially one-dimensional structure and quasi-static evolution of the atmosphere of a protoplanet embedded in a protoplanetary disk. The atmosphere's contraction (or expansion) results in its mass gain (or loss). The detail of the model is described in Ikoma & Genda (2006). The numerical integration is done with the code that we developed and used in Hori & Ikoma (2010, 2011). Below is a brief summary of the model.
The planet consists of a compressive atmosphere with solar elementary abundance on top of an incompressive "rocky" body with density of 3.9 g cm−3. Choice of value of the rocky density and incorporation of rocky small compressibility have tiny impacts on the structure and mass of the atmosphere. We integrate a usual set of four equations describing the spherically symmetric, quasi-hydrostatic structure of a self-gravitating atmosphere, which includes the equations of hydrostatic equilibrium, mass conservation, radiative/convective energy transfer, and energy conservation (i.e., time change in entropy). The equation of state for the atmospheric gas that we use in this study is from Saumon et al. (1995).
The atmosphere is assumed to be equilibrated with the disk at the smaller of the Bondi and Hill spheres (see Ikoma & Genda 2006); namely, the atmospheric density and temperature are equal to those of the ambient disk gas there. On the other hand, the bottom of the atmosphere corresponds to the interface between the atmosphere and the rocky body. The atmosphere is heated by the underlying rocky body at the bottom. In this study, the energy flux from the rocky body is given at the atmospheric bottom as an inner boundary condition, as described below.
In this paper, we consider grain-free atmospheres, unless otherwise noted, to investigate upper limits to the masses of the H–He atmospheres that the SEs gain via the in situ accretion. Thus, we assume that the atmospheric opacity includes only the gas opacity, which is taken from Freedman et al. (2008) in this study. We suppose that the protoplanet formed via giant impacts in a dissipating disk. Each simulation of the atmospheric growth starts with an arbitrarily hot state (i.e., a given high luminosity). The initial choices of the luminosity do not affect our results because the initial cooling of the atmosphere occurs fast relative to the disk dissipation. No continuous energy supply by planetesimal bombardment is assumed. This assumption also leads to finding upper limits of the atmospheric mass.
In this study, we include two effects newly: we assume that disk dissipation occurs concurrently with the atmospheric growth. Furthermore, we incorporate the effect of the heat capacity of the rocky body. While both effects were not included in previous studies, they have crucial impacts on atmospheric growth in the situations considered in this study, as shown below.
The disk-gas density, ρd(a, t), is assumed to decrease in an exponential fashion, namely,
where a is the semimajor axis, t is time, and τd is the dissipation time that is regarded as a parameter; the initial disk density, ρ0d(a), is taken from Hayashi (1981) in this study. According to modern theories of disk evolution (see Calvet et al. 2000 for a review), the overall dissipation first occurs via viscous diffusion in ∼107 yr. Once the gas density becomes so low in the inner disk that the stellar UV penetrates through the disk, photoevaporation occurs around the gravitational radius of several AU. From that time on, the inner disk is separated from the outer disk and evolves via viscous diffusion separately. Since this is equivalent to the fact that the disk size decreases by a factor of 10, the diffusion timescale (being proportional to the square of disk size) for the inner disk decreases by a factor of 100 to become ∼105 yr. Based on a simple analytical argument, namely, solving the one-dimensional viscous-diffusion equation for surface gas density, Σd,
with Σd = 0 at the inner and outer edges, one finds that the inner disk dissipates in such a way that ρd∝exp (− π2t/105 yr), which corresponds to τd ∼ 104 yr. This is consistent with results from recent numerical simulations of disk evolution (e.g., Gorti et al. 2009).
Decrease in disk density results in cooling of the atmosphere (Ikoma & Genda 2006). The rocky body below the atmosphere also cools down. Detailed treatment of the rocky body's thermal evolution is beyond the scope of this paper. Instead, we evaluate its contribution by inputting the luminosity from the rocky body in the form of Lrock = −CrockMrockdTb/dt + Lradio as an inner boundary condition for the atmospheric structure, where Crock is the specific heat of silicate (=1.2 × 107 erg K−1 g−1), Mrock is the mass of the rocky body, Tb is the temperature at the atmospheric bottom, and Lradio is the luminosity due to the radioactive decay of chondrites, 2 × 1020(Mrock/M⊕) erg s−1 (see Guillot et al. 1995). In the present case, since the decline of Tb is caused by that of ρd,
Furthermore, from the analytical solution of the radiative atmosphere (Ikoma & Genda 2006), Tb is related to the disk temperature, Td, as dTb/dln ρd = Td/4. Hence, we calculate Lrock as
2.2. Atmospheric Growth
Examples of atmospheric growth are shown in Figure 1. In the simulations, Mrock is assumed to be 4 M⊕. The dotted (blue) line shows the atmospheric growth when the disk gas density is constant through the simulation. In this case, after gradual growth, runaway gas accretion starts at t ∼ 3 Myr, resulting in forming an atmosphere that is much more massive than the atmospheres of interest in this study.
The dashed (green) and solid (red) lines show the atmospheric mass evolution with concurrent disk dissipation with τd = 1 × 105 yr; the former and latter represent the cases with Crock = 0 (i.e., no contribution of the rocky body's cooling to heating the atmosphere) and Crock = 1.2 × 107 erg K−1 g−1, respectively. As shown by the two lines, the atmospheric growth levels off at some point in these cases because the disk is assumed to disperse before the runaway gas accretion would happen if it were not for disk dispersal. After the leveling-off, the atmosphere is found to be eroded. The simulations were stopped when the disk-gas density became low enough that the mean free path of the ambient gas molecules was longer than the planetary radius;
where k is the Boltzmann constant, G is the gravitational constant, and σ is the collisional cross-section of the molecule (=2.5 × 10−16 cm2).
The atmospheric erosion during disk dissipation has been newly found in this study. The erosion is due to atmospheric expansion. The expansion occurs because disk depressurization enhances the outward pressure gradient near the outer boundary, which pushes the atmosphere outward. Then, the atmospheric gas seeps out from the protoplanet's gravitational sphere, which continues until the atmosphere is equilibrated with the ambient, depressurized disk. The decrease in atmospheric mass due to this effect (the dashed, green line) is, however, small, relative to the decrease due to heatup by the cooling rocky body (the solid, red line). As described in Section 2.1, the disk dissipation cools the surface of the rocky body, resulting in heat supply to the atmosphere. This lifts up the atmosphere, which results in further atmospheric erosion. This is why the atmospheric erosion is more significant when the rocky heat capacity is incorporated.
2.3. Final Masses of the H–He Atmospheres
In Figure 2, the final mass of the H–He atmosphere, MH + He, which is divided by the rocky body's mass, Mrock, is shown as a function of Mrock for different values of the disk's temperature, Td, and dissipation time, τd. While those two parameters are focused on in this study because upper limits of MH + He are of special interest, the sensitivity of MH + He to the initial disk density, ρ0d, and the atmospheric opacity is briefly seen below.
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Standard image High-resolution imageFirst, for a given set of the parameters, MH + He increases with Mrock in the small-Mrock regime. Also, it is found that there is a critical value of the rocky body's mass, M*rock, beyond which the atmosphere becomes quite massive eventually. This is because the atmospheric accretion enters the runaway state before the disk is depleted significantly. Thus, the atmospheric growth has two distinctly different outcomes, depending on Mrock. The atmospheric growth beyond the critical point is discussed in Section 3.
The three red lines of different types show the sensitivity of MH + He to τd. For a given Mrock, larger τd results in larger MH + He. The sensitivity is not large; MH + He increases by a factor of less than 10 for two-order-of-magnitude increase in τd. Also, M*rock increases, as τd decreases. This is because a short lifetime of the disk (i.e., small τd) allows only massive protoplanets to start runaway accretion. Difference in τd also makes only a small change in M*rock and also MH + He at the critical point (<0.1Mrock). It is noted that while physically small, the sensitivities of MH + He may suffice to validate observationally inferred masses of the atmospheres, as discussed in Section 3.
The results for different three disk temperatures are shown by the solid green (Td = 940 K), red (Td = 550 K), and blue (Td = 200 K) with τd = 100 kyr in Figure 2. It is found that Td has a significant impact on MH + He and M*rock. Qualitatively, high Td results in small MH + He and, therefore, large M*rock. This is basically because atmospheres made from warmer gas (more exactly, higher-entropy gas) are gravitationally less bound. However, the impact of the outer boundary conditions on the atmospheric mass is known to be negligibly small in the case of massive atmospheres embedded in cool disks like proto-envelopes of gas giants. This is because most of the atmospheric mass is concentrated in the deep region of the atmosphere whose structure is insensitive to the outer boundary conditions (Mizuno 1980; Stevenson 1982; Wuchterl 1993; Ikoma et al. 2001). In contrast, in the case of low-mass atmospheres embedded in warm disks which are appropriate to SEs with short orbital periods, our results in Figure 2 reveal that the impact is significantly large.
The initial disk density, ρ0d, has only a small impact on MH + He and M*rock. For example, the yellow line shows the result for the case of ρ0d being 10 times larger than that used for the red solid line. Since high density corresponds to low entropy, the atmosphere embedded in denser disks tends to be more massive for the same reason described above. However, it is realized that the atmosphere before being eroded is massive enough that the structure in its deep part is insensitive to disk properties.
Finally, the values of MH + He and M*rock that we have derived are upper and lower limits, respectively, for a given set of Td and τd in the sense that no grain opacity and no additional energy input are assumed. In the case represented by the purple line, the effect of grain opacity is evaluated. To do so, we have adopted Semenov et al.'s (2003) protoplanetary-disk grain-opacity model. This would be an extreme case of large opacity, namely, a lower limit to MH + He because large opacity slows down contraction of the atmosphere (Ikoma et al. 2000). Thus, the actual solutions are in between the lines of grain-free (red solid line) and grain-rich (purple line) atmospheres.
3. APPLICATION TO KEPLER-11 SUPER-EARTHS
3.1. Comparison with Atmospheric Masses Inferred by Modeling
The SEs orbiting Kepler-11 are thought to have relatively thick H–He atmospheres, as described in the Introduction. In this section, we apply our theory to the planets and, thereby, get some implications for their composition and origin. Specifically, we compare the atmospheric masses derived from modeling with those which we have calculated in this study.
The comparison is made in Figure 3: the x-axis is the planetary total mass, Mp (i.e., Mrock + MH + He); the y-axis is the percentage of MH + He relative to Mp. The black crosses represent MH + He derived by the structure modeling of the planets, which account for the observed masses and radii. The data were kindly provided by Lopez et al. 2012 who calculated them using a modified version of the modeling method from Lissauer et al. (2011); the effect of the rocky heat capacity having been incorporated in the thermal evolution, which yielded a slight decrease in MH + He (Lopez et al. 2012).
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Standard image High-resolution imageThe curves show the results of our calculations in this study for four different cases. The temperatures 940 K and 550 K correspond to those at Kepler-11b's and 11f's semimajor axes (a = 0.088 and 0.25 AU), respectively, in an optically thin disk (Hayashi 1981). Points indicated by filled squares are the critical points (see Section 2.3). Beyond the critical points, we have also drawn extrapolated lines (hereafter called super-critical lines) by assuming that H–He atmospheres accrete on the non-growing rocky bodies with the critical masses; mathematically, the super-critical lines are expressed by y = (1 − M*rock/x) × 100%, where x = Mrock + MH + He and y = MH + He/(Mrock + MH + He). To check the validity of the super-critical lines, we have simulated the super-critical (i.e., runaway) accretion whose rate is not higher than supply limit of the disk gas due to viscous diffusion, 3πΣdνd, where Σd and νd are the surface density and viscosity of the disk gas, respectively. We have adopted the α-prescription for the disk viscosity; τd = 10 kyr and 1 Myr correspond to α ≃ 10−2 and 10−4, respectively. It is shown that the numerical solutions are certainly on the super-critical lines. In the case of Td = 550 K and τd = 10 kyr, for example, Mrock = 13.0 M⊕ at the point on the super-critical line, which is close to M*rock = 12.9 M⊕; nevertheless, MH + He/Mp is larger by a factor of ∼5. This demonstrates that a slight difference in Mrock around M*rock results in a large difference in MH + He.
Recent N-body simulations of the formation of hot SEs (Terquem & Papaloizou 2007; Ogihara & Ida 2009) suggest that disk dissipation often causes collisions between embryos of SEs. The major accretion of atmospheres occurs after the collisions. In the late stages of disk evolution, photoevaporation separates the inner disk from the outer disk; then, the inner disk dissipates on a timescale of as short as 104 yr (Gorti et al. 2009). The dashed lines in Figure 3 correspond to the cases of τd = 1 × 104 yr. Comparing the lines with the crosses, one finds that the values of MH + He inferred from modeling are much larger than those derived in this study, except for Kepler-11b and 11c. Furthermore, because the atmospheres are assumed to contain no grains, the derived atmospheric masses are maximal. Thus, the predicted atmospheres of the Kepler-11 planets are not accounted for by the in situ accretion in such a quickly dissipating disk.
Slower disk dissipation may be preferable in this respect. The green solid line shows the case of τd = 1 Myr and Td = 550 K. While the corresponding line for Td = 940 K is not drawn, the difference between the solid and dashed lines is similar to that for Td = 550 K. In this case, as far as Kepler-11b to 11e are concerned, the values of MH + He inferred from modeling seem to be consistent with those derived in this study. Kepler-11f lies above the line; only the high-mass end is close to the line. Furthermore, a cooler disk would be compatible with the MH + He inferred for all the planets. As a reference, we show the result for Td = 200 K by a blue solid line. However, it would be worth noting that Kepler-11d and 11e are near the critical points in the super-critical regime. As seen above, such cases are rare because slightly large cores result in much more massive MH + He.
3.2. Mass Loss
Before concluding this study, we discuss the loss of the atmospheres. The Kepler-11 planets are orbiting relatively close to their host star which is a G dwarf aged 8 ± 2 Gyr. Since the star is old, the current irradiation level of X-ray and EUV (XUV) is low. In the past, however, the planets should have been exposed to intense stellar XUV. Stellar-XUV irradiation results in loss of planetary atmospheres.
Here we estimate the mass of the H–He atmosphere that a planet with a given density loses via the energy-limited hydrodynamic escape (e.g., Watson et al. 1981). We integrate the equation
where is the heating efficiency, FXUV is the incident flux of stellar XUV, is the planetary bulk density, and Ktide is a correction factor for the Roche lobe effect (Erkaev et al. 2007; Lecavelier des Etangs et al. 2004). We adopt = 0.4 (see Valencia et al. 2010), the fitting formula of FXUV from Ribas et al. (2005), and Ktide = 0.92 appropriate for the Kepler-11 system.
Figure 4 shows the mass that the planet loses for 10 Gyr as a function of semimajor axis and planetary bulk density, together with the measured values of a and for Kepler-11b to 11f. It is revealed that despite different distances to the host star, all the planets have lost similar amounts of atmospheric gas, which are of the order of 0.1 M⊕. Even for Kepler-11b () and 11f (Mp = 2.3 ± 1.2 M⊕) which are the two lightest planets among them, the amounts of mass loss correspond to ∼1%–10% of the planetary masses. (Although their early-stage inflated structure being neglected in this estimate, the results are similar to those from more detailed simulations by Lopez et al. 2012). Thus, the consideration of mass loss does not affect the implications obtained above for Kepler-11c to 11f. As for Kepler-11b, the condition becomes more severe.
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Standard image High-resolution image3.3. Other Possibilities
3.3.1. Degassing
Hydrogen-rich atmospheres may also be formed on rocky SEs via degassing. Planetesimals contain metallic iron, which is oxidized by water to produce hydrogen (Abe et al. 2000). However, detailed calculations show that the resultant hydrogen-rich atmosphere accounts for, at most, several percents of the planetary mass (Elkins-Tanton & Seager 2008; Rogers et al. 2011). This suggests that degassing is insufficient to explain, at least, the inferred masses of the atmospheres of Kepler-11d and 11e.
3.3.2. Water-dominated Planets
Another possibility is that those planets are water-dominated and covered with relatively thin H–He atmospheres, namely, warm Neptunes, which would have formed beyond the snow line, followed by inward migration. The structure and formation of warm Neptunes were recently discussed by Rogers et al. (2011). Looking at results of their modeling, one finds that the atmosphere constituting <1% of the planetary mass is compatible with the observed radii of Kepler-11d and 11e. Such atmospheres are stable for the current level of stellar XUV, as mentioned above (see also Rogers et al. 2011). However, the origin is yet to be explored. Also, the resultant masses and radii of the planets formed in the simulations by Rogers et al. (2011) do not match those of the Kepler-11 planets, although they do not have a special focus on Kepler-11 in the paper. Since migration requires the persistence of the disk gas, further gas accretion should occur after arriving near the host star. Hence the origin of such atmospheres is also a challenging issue.
4. CONCLUSION
Motivated by recent discoveries of low-density SEs with short orbital periods, we have investigated the in situ accretion of H–He atmospheres on short-period SEs. Specifically, we have simulated the quasi-static evolution of the H–He atmospheres embedded in dissipating, warm disks and, thereby, derived the atmospheric masses at the time when disk gas has disappeared. We have also applied our theory to recently detected short-period SEs orbiting Kepler-11, and examined the possibility that the planets are rocky with relatively thick H–He atmospheres. The application demonstrates that the in situ formation of relatively thick H–He atmospheres inferred by structure modeling is possible only under restricted conditions, namely, relatively slow disk dissipation and/or cool environments.
Through the application of our theory to detected low-density SEs, we have gotten some important suggestions for future improvement in the theory of the formation of H–He atmospheres of low-mass planets. (1) Atmospheric erosion occurs during disk dissipation. This suggests that not only when but also how protoplanetary disks dissipate are crucial factors for determining the atmospheric mass. (2) The thermal contribution of the rocky body to the atmospheric evolution has a significant impact on the atmospheric erosion. Thus, it is important to investigate in more detail the thermal evolution of the rocky body that concurrently occurs with the accretion of the surrounding atmosphere. (3) In relatively hot environments considered in this study, the atmospheric mass is rather sensitive to disk temperature, which means that the late-stage thermal evolution of disks should be also taken into account in simulating the formation of H–He atmospheres of disk origin.
Degeneracy in composition between rocky planets with thick hydrogen-rich atmospheres and water planets is a critical issue in planet formation theories. Findings from this study are applicable to any short-period SEs and would be helpful for removing the degeneracy. As demonstrated in this paper, the atmospheric mass inferred by structure modeling with observed mass and radius can be evaluated by comparison with that derived from the accretion theory. Also, low-density SEs provide important clues to understanding of planetary accretion and disk evolution. Planetary candidates observed by Kepler contain about thousand SE-size objects (Borucki et al. 2011). We expect that follow-up observations will identify them and determine their masses, which will lead to better understanding of the origins of low-mass planets.
We are grateful to T. Guillot and J. Fortney for fruitful discussions. We also thank E. Lopez for kindly providing us with the data of his modeling of the structure and thermal evolution of the Kepler-11 planets. We appreciate the anonymous referee's critical and constructive comments which helped us to improve this paper. M.I. is supported by the Challenging Research Award from the Tokyo Institute of Technology and Grant-in-Aid for Scientific Research on Innovative Areas (No. 23103005) from the Ministry of Education, Culture, Sports, Science and Technology (MEXT) of Japan. Y.H. is supported by the Grant-in-Aid for JSPS Fellows (No. 23003491) from MEXT, Japan.
Footnotes
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While exoplanets with masses of 10–20 M⊕ are sometimes called exo-Neptunes instead of super-Earths, we simply call them super-Earths in this paper.