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Lunar and XLVIII (2017) 1576.pdf

PLANET SIZE DISTRIBUTION FROM THE KEPLER MISSION AND ITS IMPLICATIONS FOR FORMATION. Li Zeng1, Stein B. Jacobsen1, Eugenia Hyung1, Andrew Vanderburg2, Mercedes Lopez- Morales2, Dimitar D. Sasselov2, Juan Perez-Mercader1, Michail I. Petaev1,2, David W. Latham2, Raphaëlle D. Hay- wood2, and Thomas K. R. Mattson3. 1Department of Earth & Planetary Sciences, Harvard University, 20 Oxford Street, Cambridge, MA 02138 ([email protected]), 2Harvard-Smithsonian Center for Astrophysics, 60 Garden Street, Cambridge, MA 02138, 3Sandia National Laboratories, PO Box 5800 MS 1189, Albuquerque, NM 87185.

Introduction: The overall size distribution of ex- Bi-Modal Distribution. More careful analysis of oplanets found by the Kepler mission so far appear to plotting 2-D histogram of fluxes received Vs. radii best fit a log-normal distribution, indicative of a popu- reveals a bi-modal distribution on top of the log- lation formed by a material-limited and time-limited normal. The modes are centered around 1.3 R⊕ and 2.3 growth process. Further detailed analysis of their size R⊕, with a gap at 2 R⊕. This seems to be a universal distribution with respect to that of the stellar fluxes feature throughout FGKM . These two modes they receive suggests a bimodal modification on top of could correspond to two types of in general, the log-normal distribution - a division of planets into independent of the host type (especially taking into two groups: rocky planets (<2 R⊕) and water-rich plan- account that M-Dwarf radius in Kepler Input Catalog ets (>2 R⊕) with or without gaseous envelopes. (KIC) could be underestimated by ~20% [4]). Planet Size Distribution from Observations: Log-Normal Distribution. Analyzing the overall radius distribution of 5000+ Kepler planet candidates [1], we have obtained the best fit to a log-normal dis- tribution, indicative of growth process, as planets are formed by growing from small bits and pieces. In na- ture, things that grow from small increments where each increment is stochastic follows a log-normal dis- tribution (growth rate proportional to a certain power of its size or mass), such as the size distributions of apples, our finger nails, and pumpkins (yes, pumpkins, Figure 2. Two-dimensional smoothed histogram of as occasionally we find pumpkins that grown really planet radii versus stellar fluxes they receive. big, but those are rare), and the size distribution of Interpretations: cities on Earth [2]. Two types of Planets: rocky and water worlds. These two distinct types of planets are rocky ones (Earths and super-Earths, planets made up of mostly 0.6 silicates and metals with bulk composition similar to 0.5 Earth), and volatile-rich ones. The volatile-rich planets should be water-worlds (made of a significant amount 0.4 (>25%) of H-compounds: H2O, NH3, CH4, in addition 0.3 Density to the silicates/metal and small amount of gas). They Probability 0.2 are NOT gas dwarfs (H2/He-dominated envelope di- rectly on top of a rocky core), because according to 0.1 condensation/evaporation calculations, there is no way 0.0 0 1 2 3 4 5 to deplete the less volatile O, N, C more than H2 and He, in fact they should be enriched. For example, in r (R⊕) Figure 1. One-dimensional histogram of planet radii. our solar system, the Carbon in Uranus and Neptune Our galaxy is an orchard, in which stars and planets [5] is enriched ~50 times solar, and the O, N, C on grow. They grow from small bits and pieces, thus Jupiter and Saturn are enriched a few up to ~10 times obeying a log-normal distribution. Log-normal distri- solar [5]. In three aspects: (1) volatility (characterized bution maximizes the entropy, implying that the by equilibrium condensation temperature in the nebu- growth process is stochastic. Anything that grows by la), (2) density, and (3) cosmic abundance, the refrac- accumulation of random bits and pieces, with each tory elements making up silicates and metals (Si, Fe, increment stochastic, one would get a log-normal dis- etc.), the H-compound forming elements (O, N, C), tribution. There is a completeness correction that may and H2/He always form a ladder or hierarchy, with the

need to be applied to planets <~1.5 R⊕ [3]. Lunar and Planetary Science XLVIII (2017) 1576.pdf

elements O, N, C always falling in the middle of this ets (<2 R⊕, red and yellow ones in the lower-left part) hierarchy: complies very well with that of silicates/metal (2:1 Table 1. Hierachy of Planet-Building Elements weight ratio) composition trend within uncertain- Cosmic Condensation Density ty. This trend was first pointed out by [10] and later Abundance Temperature (solid) followed up by [11].

(by mass) (K) (g/cc) The second group (>2 R⊕, blue and green ones), on H2/He 1000 1~10 0.2 the other hand, complies reasonably well with the fol- O, N, C 6+1+3 100~300 2 lowing formation scenario: Stage (1) accrete met-

Mg-Silicates 2 1300~1400 4 al/silicate materials up to a few M⊕. Stage (2) accrete Fe, Ni metal 1 1300~1400 8 icy materials (H2O, NH3, CH4, i.e., Hydrogen- There seems to be a problem with water line, as to compounds), if they are available, for another few M⊕, whether the water worlds could form so close to the following the trend of the dashed cyan curves, asymp- star. However, recent isotope dating of meteorites sug- totically approaching 100% H2O, NH3, CH4 curve. gests that form quickly after the first Stage (3) then accrete H2/He gas, if they are available, condensates from the nebula (<~1 million years), thus following the trend of the dashed purple curves, as- allowing wet directly from the nebula before ymptotically approaching 100% cold H2/He curve. its dissipation [6]. Other evidence. Contaminated white-dwarf spectra Alternative View: photo-evaporation? An alterna- show H2O-rich planet debris. Although, the amount of tive view is that the two populations (bi-modal distri- debris is small compared to 1 Earth mass, it could indi- bution) is a result of photo-evaporation, but there are cate the existence of water worlds out there, if those controversial results in the literature regarding XUV debris come from the breakup of those planets [12, 13]. evaporation models, some predict a bimodal distribu- Conclusion: The planet formation process leads to tion [7], while some do not [8]. three types of planets: rocky, water and gas worlds.

0.4 0.60.81 1.5 22.53 4 5 6 789101215 20 30 4050 70 100 200 400 600 1000 2000 4000 They give well-defined fields in the mass-radius dia- 25 25 flux(F/F⊕) T(K) ● K-435 b gram as shown in Figure 4. 20 20 3000 2000 T K-12 b● =1000 ● T=3000 K-7 b● K-447 b K @ 100bar K KOI-13 b● 1000 @ CoRoT-1 b● CoRoT-2 b● CoRoT-12 b● CoRoTK--5K11b-●433b● b● 1400 100 CoRoT-5 bK●-8 b● 15 K-412 b● K2-K34-76b●b● 15 bar EPICK●-6211351816b● ●b● K-CoRoT17 b●-18 b● 14 CoRoTK-26-41b●b CoRoTK2-99-19b b 14 300 K-427 b● ● ● K-43 b● 13 CoRoTK-CoRoT-16423b●b-4 b K-CoRoT40 b●-6 b● 13 1000 K-422 b● K-434 b● K-432 b●K-14 b● 12 CoRoT-25K-b●426 b● K-44K-b●428 b● CoRoT-14 b● 12 100 K2-30CoRoTb● -9 b● CoRoT-23●b● K-75 b● 11 KOI●-94 d● ●● CoRoT-17 b CoRoT-27 b● CoRoT11 K-425 b CoRoTK-77K--28b45●KbK●b-●-7415b●b● CoRoTK-419-10b●b●Cold H 100bar K-420 b● 2/He 10 700 K @ CoRoT-K29CoRoT-424b● b●-13 b● 10 30 T=400 ● ● 9 K-9 c●K-9 b ●● Jupiter CoRoT-20 b 9 ● Saturn K-34 b K-16 b● K-539 b● 8 10 500 K-35K2b-●39 b● 50%H2/He 8 7 ● 7 K-18 d 20%H /He KOI-94 e● ● 2 6 CoRoT-8 b 6 K-18 c● 5%H2/He

) K-25 c● 5 CoRoT-24 c● 100%H O, NH ,CH 5 ⊕ CoRoT-22 b● 2 3 4

R Uranus O ( EPIC 211391664 b● K-413 b● 50%H2 Gas K-11 e● GJ 436 b● r 4 ●● K-4 b● 4 GJ 3470 b● ●● KOI-142 b● ) 3(rock 3.5 K-94 b● Neptune MgSiO 3.5 K-95 b● K-11 d● 3 K-20 c● 50%Fe 3 K-11 c● GJ 1214 b● K-20 d● K-K96-25b●b●K-48 c● K-106 e● 2.5 K-11 ●f K-106 c● 2.5 ●K2-38 c●K-131 b● K-K68-454b●b K-10 c● Fe K-102 e●BD+20 594 b● 100% 2 K-48●d● 2 K-98 b● K-18 b ● K-48 b● 55 CncK-e20 b● 1.8 K-11 b● K-113 b● 1.8 KOI-94 b● 1.6 K-21 b●● 1.6 CoRoT-7 b K2-38 b● KK--10K97-b●93b●b●K-99 b● 1.4 K-406 b● 1.4 Water K-100 b● 1.2 1.2 GJ 1132 b●● K-102 d● K-78 b 1 ●● 1 Earth●● 0.9 Venus 0.9 K-406 c● ● 0.8 K-131 c 0.8 0.4 0.60.81 1.5 22.53 4 5 6 789101215 20 30 4050 70 100 200 400 600 1000 2000 4000 Rock m (M⊕) Figure 3. Mass-radius diagram of planets with RV- determined masses, color-coded by Tequilibrium. “Main-Sequence” of Planets: If we restrict our Figure 4. Mass-radius diagram of the three types of samples to the planets with masses determined by the planets that form in protoplanetary disks. radial-velocity (RV) method (generally more robust References: [1] NASA Archive. [2] than other methods [9]), then the distribution of planets Limpert E. et al. (2001) BioScience, 51, 5. [3] Petigura on the mass-radius diagram form a main-sequence, that E. A. (2015) arXiv:1510.03902 [4] Newton E. R. et al. is a limited width array, similar to that of stars on (2015) ApJ, 800, 85. [5] Atreya S. K. et al. (2016) Hertzsprung–Russell Diagram (Luminosity- arXiv:1606.04510 [6] Kleine et al. (2009) GCA, 73, Temperature Diagram). This is consistent with the 5150-5188. [7] Owen J. E. and Wu Y. (2013) ApJ, picture of a material-limited, stepwise growth process, 775, 105. [8] Lopez E. D. and Fortney J. J. (2013) ApJ, including two kinds of planet building materials – 776, 2. [9] Hadden S. and Lithwick Y. (2016) ApJ, rocky/metallic component and ices. 828, 44. [10] Dressing C. D. et al. (2015) ApJ, 800, In Figure 3, comparing the positions of planets to 135. [11] Zeng L. et al. (2016) ApJ, 819, 127 [12] Fa- the mass-radius curves of various theoretical composi- rihi J. et al. (2013) Science, 342, 218. [13] Farihi J. et tions (color curves as labelled): the first group of plan- al. (2016) MNRAS, 463, 3186-3192.