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A&A
Volume 587, March 2016
Article Number A58
Number of page(s) 15
Section Planets and planetary systems
DOI https://doi.org/10.1051/0004-6361/201526906
Published online 16 February 2016

© ESO, 2016

1. Introduction

Direct imaging (DI) of nearby stars represents the only viable method to complete our view of the planetary system architectures, related formation mechanisms, and dynamical evolution at large (>5 AU) separations. Nowadays, more than 40 planetary mass companions have been detected using DI1. Most of them are found orbiting at large separations (≫50 AU) around young (<300 Myr) K- and M-type stars. The large projected separations and high mass ratio between the system components, suggest that alternative formation mechanisms to the classical Core-accretion paradigm (Pollack et al. 1996) are responsible for this population of objects.

Nonetheless, the favorable contrast of these companions with their host stars and the angular separation of the systems on sky make them amenable to follow-up multi-band photometry and near-infrared (1−2.5 μm) spectroscopy. The companions are found to share the characteristics of young free-floating brown dwarfs (red near-infrared colors, triangular H-band shape, reduced alkali lines) discovered in clusters, star forming regions, and young nearby associations (Lucas et al. 2001; Kirkpatrick et al. 2006; Lodieu et al. 2008; Rice et al. 2010; Alves de Oliveira et al. 2012, 2013; Allers & Liu 2013; Gagné et al. 2014a,b; Bonnefoy et al. 2014a; Dawson et al. 2014; Zapatero Osorio et al. 2014). Among them, 2MASSW J1207334-393254 b (hereafter 2M1207b; Chauvin et al. 2004), 2MASS J01225093-2439505 b (Bowler et al. 2013), and VHS J125601.92-125723.9 b (Gauza et al. 2015) appear to lie at the transition between the cloudy L-type and cloudless T-type dwarfs. Because they orbit stars with known distance, age, and (sometimes) metallicity, these rare young L/T-type companions offer the opportunity to study the key processes driving the disappearance of dust grains in the atmosphere of planets and brown dwarfs (e.g. Stephens et al. 2009). Both 2MASSW J1207334-393254 b and VHS J125601.92-125723.9 b are underluminous with respect to field dwarfs. Modelling with atmospheric models of the flux and spectral shape of these objets suggests that their atmospheres have a high content in atmospheric dust (thick clouds) and might be affected by non-equilibrium chemistry (Barman et al. 2011b; Skemer et al. 2011, 2014). The red spectra, colors and luminosity problem of these extreme objets are also observed for a growing population of isolated dusty L dwarfs identified in the field (e.g. Liu et al. 2013; Schneider et al. 2014; Marocco et al. 2014; Gizis et al. 2015).

Table 1

Currently available fluxes of HR8799 b at 10 pc gathered from narrow-band and broad-band photometry.

The breaktrougth detections of four young, warm (Teff ~ 1000 K), and self-luminous planets around the A-type star HR8799 (Marois et al. 2008, 2010) has opened a new window for the constraint of planet formation processes and physics of gas giants soon after their formation. HR8799 (HD 218396; V432 Pegasi) is a 1.5 M⊙ star (Gray & Kaye 1999; Baines et al. 2012) located at a distance of 39.4 ± 1.0 pc (van Leeuwen 2007). At the estimated age of the system (~30 Myr, Marois et al. 2010; Baines et al. 2012; Malo et al. 2013), the luminosity of the four planets yields estimated masses of ~7, 7, 7, and 5 MJup using “hot-start” cooling tracks (Baraffe et al. 2003). Their mass ratio with their host star and short projected separations (~15–70 AU) distinguish them from the population of previously known planetary mass companions. The existence of a warm inner belt of debris and cold Kuiper belt bracketing the orbits of the planets (Su et al. 2009; Hughes et al. 2011; Matthews et al. 2014; Contro et al. 2015) indicates that the companions likely formed into a circumstellar disk.

Beyond our Solar System, HR8799 provides the only sample of companions most likely originating from a “planet-like” formation process (Pollack et al. 1996; Boss 1997; Lambrechts & Johansen 2012) that allow for comparative characterization. So far, studies of the atmospheres of HR8799 bcde were conducted using mostly photometric measurements in the infrared (1−5 μm; Marois et al. 2008, 2010; Lafrenière et al. 2009; Hinz et al. 2010; Janson et al. 2010; Currie et al. 2011a; Galicher et al. 2011; Skemer et al. 2012; Esposito et al. 2013; Skemer et al. 2014; Currie et al. 2014). The measurements indicate that the four planets add to the restrained list of young companions at the L/T transition. They are also underluminous with respect to field dwarf counterparts (Marois et al. 2008, 2010).

Similar to the case of 2M1207b, the planets spectrophotometry are better reproduced by models with thick clouds (e.g. Barman et al. 2011a; Madhusudhan et al. 2011; Marley et al. 2012). Models with local variation of the cloud thickness (“patchy” clouds) have been proposed to improve the fit of the planet spectral energy distributions (SEDs; Currie et al. 2011a, 2014; Skemer et al. 2012). At longer wavelengths, the planets show evidence for disequilibrium carbon chemistry, exhibiting weak CH4 absorption at 3.3 μm and strong CO absorption at 5 μm (Hinz et al. 2010; Janson et al. 2010; Galicher et al. 2011; Skemer et al. 2012, 2014; Currie et al. 2014).

Near-infrared integral field spectroscopy (1−2.5 μm) with the KECK/OSIRIS and P1640 instruments (Bowler et al. 2010; Barman et al. 2011a, 2015; Konopacky et al. 2013; Oppenheimer et al. 2013) provided a direct evidence for CO and H2O absorption. They revealed the lack of strong CH4 absorption, altough such absorption appears in the spectra of old field dwarfs at similar effective temperatures. This confirmed the efficient vertical mixing and disequilibrium CO/CH4 chemistry in the atmosphere of the planets. These spectra along with the existing photometry were used to investigate whether traces of (differential) heavy element enrichment at formation could be retrieved in the atmosphere of HR8799b and c (Lee et al. 2013; Konopacky et al. 2013; Barman et al. 2015) and help in discriminating between different formation pathways (e.g. Helled & Bodenheimer 2010; Öberg et al. 2011).

Additional spectra are still needed in order to deepen our understanding of the physics and chemistry of these objects. The new generation of high-contrast imaging instruments such as SPHERE, GPI, and ScEXAO (Beuzit et al. 2008; Macintosh et al. 2014; Martinache & Guyon 2009) can now provide in a single shot the emission spectra of planets in the near-infrared (1−2.5 μm) at small angular separation without being limited by the contaminating stellar halo.

Ingraham et al. (2014) already presented K-band (1.9−2.4 μm) GPI low-resolution (R ~ 60 to 80) spectra for planets c and d. In this paper we take advantage of the new low-resolution (R ~ 30) 0.98−1.64 μm spectra of HR8799d and e, and photometry of the four planets, obtained by SPHERE (Zurlo et al. 2016, hereafter Paper III), and of previously published photometry of the planets, to reinvestigate the properties of the planets.

The outline of the paper is the following: in Sect. 2, we give a summary of the photometric points available from literature and from the new SPHERE measurements used in this study. We conduct in Sect. 3 an analysis of the spectral properties of the planets based on the comparison to known objects. We extend this analysis in Sect. 4 with the use of atmospheric models. Our results are compared to previous studies and discussed in Sect. 5. We summarize our findings in Sect. 6.

2. Data sample

SPHERE provided H2 (1.593 μm), H3 (1.667 μm), K1 (2.110 μm), and K2 (2.251 μm) narrow-band and J broad-band (1.245 μm) photometry of the four planets, in addition to the 0.96−1.64 μm low-resolution spectra of planets d and e. The K1–K2 photometry overlaps with the GPI spectra of HR8799c and d (Ingraham et al. 2014), and the OSIRIS spectrum of HR8799b (Barman et al. 2011a). For the latter, we considered the re-extracted spectrum of the planet presented in Barman et al. (2015). The Keck He I B, H2(ν = 1−0), Brγ, and H2(ν = 2−1) photometry of HR8799b provided in Barman et al. (2011a) is also redundant with the OSIRIS spectrum. The J-band photometry of HR8799d and e is in agreement with the SPHERE spectra.

We attempted to add to the analysis the P1640 IFS spectra of HR8799b and c originally obtained by Oppenheimer et al. (2013) and re-extracted by Pueyo et al. (2015). The P1640 spectrum of HR8799b appears to be dominated by noise below 1.4 μm and is super-seeded by the one obtained by Barman et al. (2011a) at longer wavelengths. We did not use it for that reason. Conversely, the spectrum of HR8799c was flux-calibrated using the SPHERE J-band photometry and used in our analysis.

We completed these data shortward of 2.5 μm with Subaru z-band photometry (Currie et al. 2011a) of HR8799 b (upper limits for HR8799 c and d), and LBT/PISCES H-band of the four objects (Skemer et al. 2012). We took the Keck Ks-band photometry of the four planets on top of the CH4,S/CH4,L for HR8799cde published in Marois et al. (2008, 2010). The CH4,S/CH4,L photometry of HR8799 b and c is in agreement with the P1640 and OSIRIS data. The CH4,L photometry of HR8799c however does not agree with the SPHERE H3 photometry although the two filters overlap. It is at odds with the current knowledge of the planet SED and was discarded (see Sect. 3). We also chose not to account for the HST photometry of HR8799b obtained by Rajan et al. (2015) because of the discrepancy of this photometry with that obtained at z and J-bands from the ground and whose origin is unclear (see Sect. 5.1). The HST photometry obtained for the c planet is consistent, but redundant, with the P1640 spectrum. We did not consider it as well for that reason.

Longward of 2.5 μm, we added the Keck/NIRC2 L′ and VLT/NaCo [4.05] photometry from Currie et al. (2014), and the M′-band photometry from Galicher et al. (2011). We considered the 3.3 μm photometry for the four planets and the narrow-band (L_ND1 to L_ND5) photometry of HR8799c and d obtained with LBT/LMIRCam by Skemer et al. (2012) and Skemer et al. (2014).

We converted each published contrast to fluxes using the flux-calibrated model spectra of HR8799A produced in Paper III. We summarized the fluxes of HR8799 bcde considered for this study into Tables 1–4. They are plotted in Fig. 4.

The following analysis assumes that if the planets turn out to be variable, the multi-epoch measurements considered above are not strongly affected by the variability.

Table 2

Same as Table 1 but for HR8799 c.

Table 3

Same as Table 1 but for HR8799 d.

Table 4

Same as Table 1 but for HR8799 e.

3. Empirical study

3.1. Comparison to benchmark objects

We showed in Paper III that among a large sample of MLT field dwarfs from the SpeXPrism library, the colors of HR8799bcde and spectra of the d and e planets were best reproduced by those of some dusty L dwarfs. We took advantage of the new SPHERE data to make a more in-depth empirical analysis of the planet spectra and photometric data points.

3.1.1. Colors

thumbnail Fig. 1

Comparison of HR8799 bcde colors inferred from the IRDIS photometry of the system to those of M, L, T field dwarfs (dots), and of young companions and red dwarfs straddling the L/T transition (green stars). Reddening vectors for a 0.5 mag K-band extinction and reddening parameters RV = 3.1 and 5.5 are overlaid (red and blue arrows). We show the reddening vector for forsterite dust grains with size distribution centered on radii r = 0.8 μm (green arrow), r = 0.4 μm (violet-purple arrow), and r = 0.2 μm (orange arrow), as well as the vectors for different grain species in gray (AK = 0.15 mag considered).
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thumbnail Fig. 2

Same as Fig. 1 but for the J−K1 versus H2−K1 colors.
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We use the two color−color diagrams shown in Paper III and added the colors of the red L and T dwarfs (green and yellow stars in Figs. 1 and 2): WISEPA J020625.26+264023.6 and WISEPA J164715.59+563208.2 (L9pec, Kirkpatrick et al. 2011), PSO J318.5338-22.8603 (L7 ± 1, Liu et al. 2013), WISE J174102.78-464225.5 (L7pec ± 2, Schneider et al. 2014), WISEP J004701.06+680352 (L7pec, Gizis et al. 2015), ULAS J222711-004547 (L7pec, Marocco et al. 2014), WISE J064205.58+410155.5 (L/Tpec, Mace et al. 2013), WISE J173859.27+614242.1 (L/Tpec, Mace et al. 2013). For that purpose, we smoothed the low-resolution spectra of the objects to the resolution of the narrowest IRDIS filter, used the IRDIS filter pass-bands, a model of the Paranal atmospheric transmission generated with the ESO Skycalc web application2 (Noll et al. 2012; Jones et al. 2013), and a model spectrum of Vega (Bohlin 2007). The same procedure was applied to the continuous 1.1−2.5 μm spectra of the moderately young companions HN Peg B (age ~ 0.3 ± 0.2 Gyr, Luhman et al. 2007), VHS 1256-1257 B (Gauza et al. 2015), the younger companion 2MASS J01225093-2439505 b (possibly ~10–120 Myr old, Bowler et al. 2013; Rojo et al., in prep.).

In the color−color diagrams, the red L6-L8 dwarfs and the young and dusty L4-L6 companions 2MASS J01225093-2439505 b and VHS J125601.92-125723.9 B deviate from the sequence of field dwarfs. These objects have similar colors to HR8799 bcde planets. The dwarfs WISE 0206, WISE 0642, and WISE 1647 together with the young T2 companion HN Peg B and the T0.5-T1.5 dwarf SDSS J151643.01+305344.4 (hereafter SDSS J1516) seem to be later-type objects than the L6-L8 red dwarfs, but still have redder colors than the sequence of field dwarfs.

3.1.2. Spectra and SEDs

We compare in Fig. 3 the IFS spectra of HR8799 d and e to the ones of the aforementioned red dwarfs and companions. We considered as well a comparison to the spectra of the companions HD 203030B (age ~ 0.13−0.4 Gyr, Metchev & Hillenbrand 2006; Rojo et al. 2015, in prep.) and 2M1207b (8 Myr, Patience et al. 2010). This enables to identify 1.1−1.2 μm and 1.35−1.55 μm H2O absorption of both exoplanets. The HR8799 d spectrum is best reproduced by the one of the young L7 companion VHS J125601.92-125723.9 b. The one of HR8799 e is also well fitted by the one of the peculiar L/T transition dwarf WISE 0642.

thumbnail Fig. 3

Comparison of HR8799 d and e normalized low-resolution SPHERE YJH-band spectra to those of red late-L and early-T dwarfs.
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Ultimately, we attempted a comparison of the 0.96 to 4.67 μm SED of the planets to those of red L dwarfs built from their flux-calibrated near-infrared spectra and WISE W1 (λc = 3.35 μm, bandwidth = 0.66 μm) and W2 (λc = 4.60 μm, bandwidth = 1.04 μm) photometry, or taken from Stephens et al. (2009).

The results are reported in Fig. 4. Only a few known objects match the SED of the d and e planets. The SED of HR8799 e is well reproduced by the one of WISE 0047 (L7). The two red dwarfs WISE 1738 (late-L) and WISE 1741 (L7) also provide a decent fit, but reproduce less well the IFS spectrum of the planet. The SED of HR8799d is best fitted by the one of PSOJ318-22 (L7). We find that the two L7 dwarfs WISE 1741 and ULAS2227 provide a better match of the 3−4 μm flux of the planet at the price of a worse fit of the IFS spectra.

We do not find a good fitting template for HR8799b and c. The L/T transition dwarf WISE 1741-46 reproduces the presently available SED of HR8799 c, apart for the strength of the water absorption from 1.9 to 2.0 μm. ULAS2227 and WISE 1741 provide a good fit of the Y, J, [3.3], L′, and M′-band fluxes for the planet b but fail to reproduce the shape of the OSIRIS HK-band spectrum obtained by Barman et al. (2011a). The deeper water-bands in the H and K-bands (see Fig. 4) in the spectrum of these planets suggest that they both have latter spectral types than HR8799 d and e. The comparison to newly discovered L9pec-T2pec dwarfs in the near-future (e.g. Kellogg & Metchev 2014) may nevertheless solve the issue. The good matches found from the analysis of the SED and spectra of HR8799d and e confirm the analysis based on Figs. 1 and 2.

Most of the companions and red dwarfs representing well the properties of HR8799d and e are thought to be low-mass and low surface gravity objects in the Solar neighbourhood. Gagné et al. (2014c) deduce that WISE 0047 and PSOJ318-22 are strong candidates of the AB Doradus and β Pictoris moving groups, respectively. WISE 1741 is also proposed as potential member of one of these two groups (Schneider et al. 2014). We note that, if truly members of these groups, all these objects have estimated masses 6−18 MJup, which bracket the present mass estimates of the two planets.

thumbnail Fig. 4

Comparison of the current set of spectrophotometric points of HR8799 b, c, d, and e to the normalized SEDs of red L dwarfs (gray) and to the SED of peculiar early-T dwarfs reddened by additional forsterite extinction (light blue).
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Table 5

Reddening parameters needed to ajust the peculiar T-type templates onto the 1−2.5 μm spectrophotometry of HR8799b and c (r, AK) and to represent the 1–5 μm SED of these two planets (rSED, AKSED).

3.2. Effect of additional cloud opacity

The deviation of the colors of young and dusty dwarfs, and of the HR8799 planets with respect to the sequence of field dwarfs in Figs. 1 and 2 follows the reddening vector computed from the synthetic interstellar extinction curves of Draine (2003a), Draine (2003b), and Draine (2003c) with RV = 3.1 and 5.5. These curves are based on a model of extinction caused by a mixture of silicate and carboneous grains with log-normal size distributions extending from 3.5 Å to μm-size3. The models with RV = 3.1 and 5.5 consider grain abundances per unit H column of C/H = 55.8 ppm (in log-normal size distributions) and 42.6 ppm respectively. This result is consistent with the results of Marocco et al. (2014), who show that the spectra of red L6-L8 dwarfs could match partially the 0.7−2.5 μm spectra of mid to late-L field-dwarfs once dereddened by interstellar extinction laws (Cardelli et al. 1989; Fitzpatrick 1999).

Marocco et al. (2014) showed that the near-infrared spectra of red L dwarfs dereddened by corundum (Al2O3), iron (Fe), or enstatite (MgSiO3) extinctions could also provide a good match to standard field dwarfs spectra. These three grains species along with forsterite (Mg2SiO4) are expected to play a dominant role onto the chemistry and radiative transfer into the atmosphere of brown dwarfs and warm young giant planets (Fegley & Lodders 1996; Tsuji et al. 1996; Allard et al. 2001; Lodders & Fegley 2002; Visscher et al. 2010). Therefore, we used the extinctions curves of corundum, enstatite, and iron computed by Marocco et al. (2014) for a range of characteristic grain radii (hereafter r) from 0.05 to 1.00 μm, in steps of 0.05 μm for the analysis of HR8799 planet properties. For each mean grain size, a Gaussian size distribution of width is adopted. We also computed for this work the extinction curves of amorphous forsterite (Mg2SiO4) following the procedure described in Marocco et al. (2014). We used for those grains the optical constants of Scott & Duley (1996). Corundum has a higher condensation temperature than the other three species considered here (Lodders 2003). Consequently, it is expected to be found into the hotter deeper atmospheric layers, unless its distribution is affected by (vertical) mixing. This grains is also expected to occur in an order of magnitude lower concentrations than forsterite and enstatite in a solar composition (because Al is at least 10 times less abundant than Mg and Si).

We used the extinction curves of the grains species considered here to compute reddening vectors for the SPHERE colors. We report them in Figs. 1 and 2. The reddening vectors for the four grain types vary considerably in direction and norm with the grain size, but they display qualitatively the same behavior. This is illustrated in Figs. 1 and 2 for the forsterite. We also compare the reddening vectors for the four grain species (gray arrows) for a AK = 0.15 mag. The orientation of the vectors for the forsterite, corundum, and the enstatite reproduces well the color deviation of the HR8799 planets and of the red L dwarfs only for grains with sizes distributed around r ~ 0.3−0.6 μm. The iron grains must have sizes distributed around 0.2 μm to reproduce the color deviation in both diagrams. This is consistent with the best dereddening values found by Marocco et al. (2014) for most of the red L6-L7 dwarfs when compared to the spectra of L4.5-L7 field dwarfs. The reddening vectors found for the 0.5 μm forsterite grains are also consistent with the reddening vectors produced by interstellar dust, which consider this grain species among a mixture of silicates.

Given the lack of proper empirical templates for HR8799 b and c, we investigated whether the available photometry for the two planets could be reproduced by the spectrum of a dwarf later than L7 and reddened by the grain opacities studied here. We considered as original templates the spectra of Stephens et al. (2009) which cover the 3−4 μm region as well as spectra of standard L and T fields dwarfs from the SpeXPrim library (~0.65−2.55 μm) combined with the existing WISE photometry of the sources. We let the 2MASS KS-band extinction varies between 0 and 3.0 mag in steps of 0.05 mag as well as the grain size (see above) in the fitting process.We used the g′′goodness-of-fit indicator defined by Bowler et al. (2010) to identify the best-fitting template in the wavelength interval 0.95−2.5 μm. This weighted χ2 indicator accounts for an inhomogeneous sampling of the SED of the object and errors bars on the template and the object. We took the maximum uncertainty of our assymetric error bars to compute g′′since we did not have apriori on the posterior distributions for the photometric values. The fit was repeated for the four grain species considered above. To conclude, we determined visually for each grain species which combination of AK and grain size was needed to ajust the WISE W1 and W2 photometry of the templates (Cutri & et al. 2012) together with their 1−2.5 μm fluxes onto the SED of the planets.

Among L and T-type field dwarfs standards4, only T1-T2 objects reddenned either by the extinctions of forsterite, enstatite, corundum, or iron reproduce the slope of the SED of HR8799b and c. However, the reddened templates fail to represent the shape and flux of the planets in the K-band. These differences arise from a variation of the collision-induced absorption of H2 that tends to suppress the K-band flux in higher surface-gravity atmospheres (Borysow et al. 1997).

The missmatch in the K-band is reduced for HR8799b considering reddenned spectra of the peculiar T2 brown dwarf 2MASS J13243553+6358281 (Looper et al. 2007; Metchev et al. 2008). Conversely, we find that the reddened spectrum of SDSS J1516 represents well the 1−2.5 μm flux od HR8799c. It has been proposed that these sources are younger than the field population (<300 Myr, Looper et al. 2007; Stephens et al. 2009). Marley et al. (2012) noticed that SDSS J1516 has similar cloud properties as HR8799b,c, and d based on atmospheric modelling. The reddened spectrum of the extremely red dwarf WISE J064205.58+410155.5 (Mace et al. 2013), which could fall into the T-dwarf category, provides a good alternative fitting solution to the SED of HR8799 c in the 0.95−2.5 μm range. But its dereddened WISE photometry fails to reproduce the planet flux longward of 3 μm. As noted by Mace et al. (2013), this object lacks the CH4 absorption in its spectrum, as HR8799 c. Gagné et al. (2014c) propose it as a candidate of the AB Doradus moving group with a modest probability (53%). Similarly, the reddened spectrum of the extremely red T dwarf WISE J075430.95+790957.8 (Mace et al. 2013) reproduces well the H-band shape of HR8799 b, especially the red slope/plateau from 1.6 to 1.72 μm and the lack of a methane absorption longward of 1.6 μm. But the fit is not as good for the rest of the SED. The disagreement between the objects SEDs longward of 3 μm could be due to a blend of its WISE photometry with that of a neighboring source (Mace et al. 2013).

We summarize into Table 5 the results of the fits of the 1−2.5 μm and 1−5 μm SED of the planets considering these four peculiar objects as templates and the different grain species. The iron grains used for the extra reddenning need to be of smaller sizes than those of forsterite, enstatite, and corundum. This is in agreement with Marocco et al. (2014) and the reddening vectors shown in Figs. 1 and 2. We show in Fig. 4 the best fit of the whole SED of HR8799b and c (all grain species considered, all empirical templates considered). For each grain specie, we always find a combination of AK and r which reproduces the SED of the planets. The forsterite grain sizes needed (0.45−0.70 μm) for SDSS J1516 and WISE J064205.58+410155.5 to match the whole SED of HR8799c are roughtly consistent with the reddenning vectors needed to bring the IRDIS colors of these objects to the location of the planet c in Figs. 1 and 2 (yellow stars). The same is true for 2MASS J13243553+6358281 with respect to HR8799 b. We did not compare the position of WISE J075430.95+790957.8 with respect to HR8799 b in these diagrams since the synthetic J-band IRDIS magnitude is biased by artefacts in the spectrum of this source around 1.37 μm. However, this object seems to requiere a reddenning with bigger forsterite, enstatite, or corundum grains than 2MASS J13243553+6358281 to reproduce the SED of HR8799b.

In summary, our empirical modelling of the presently available spectrophotometry of HR8799 d and e suggests that these planets are part of a growing population of dusty L6-L8 dwarfs. Furthermore, we show that the properties of the planets b and c can be explained empirically by an increased amount of occulting photospheric dust with respect to the photosphere of red – and possibly young – early-T dwarfs known to date. The empirical analysis of HR8799 b and c is clearly limited by the lack of young and dusty free-floating objects with spectral types L9-T2. This motivates the use of atmospheric models to complement the understanding of the planet properties.

Table 6

Characteristics of the atmospheric model grids fitted on the planet full SED.

4. Spectral synthesis

4.1. Description of the models and fitting procedure

We compared the available spectrophotometry of HR8799 bcde to the predictions of three atmospheric models:

  • The Exo-REM models (Baudinoet al. 2015). The models accountfor the formation of condensates from Si and Fe, the two mostabundant condensing elements in exoplanets. They do notaccount for non-equilibrium chemistry. But they are the onlymodels used here to consider the most recent (EXOMOL)CH4 linelist (Yurchenko & Tennyson 2014). In addition of Teff, log g, and M/H, the models require as input the optical depth of the iron cloud (τref) at 1.2 μm and the mean radius r of the particle size. The first grid of synthetic spectra (hereafter Exo-REM1) corresponds to models where no cloud forms in the atmosphere of the object (r = 0 μm, τref = 0.). The second grid (hereafter Exo-REM2) considers r = 30 μm and τref = 0.1 and corresponds to atmospheres with thin clouds. The third (Exo-REM3) and fourth grids (Exo-REM4) correspond to models with the same particle sizes but τref = 1 and 3. The Exo-REM4 models correspond to the case of a strong impact of the cloud cover (“thick clouds”). To conclude, the fifth grid (Exo-REM5) explores the case of an atmosphere with smaller dust grains (r = 3 μm) and a medium content in dust (τref = 1). The relation between τref and the optical depth of iron and forsterite at a pressure level of one bar is given in Table 3 of Baudino et al. (2015) for the five flavors of Exo-REM models described above.

  • The parametric models of Madhusudhan et al. (2011) already used to represent the SED of HR8799bcde (Madhusudhan et al. 2011; Currie et al. 2014). We considered the “thick cloud” AE models where the particle density decays at the cloud tops with a scale height that is equal to twice that of the gas. The cloud particles are distributed in size using the Deirmendjian distribution (Sudarsky et al. 2000). We used the models with a mean particle size of 60 μm since the available grids covered a large interval in log g and Teff. The models do not handle non-equilibrium chemistry.

  • The 2014 version of the PHOENIX BT-Settl atmospheric models. The models are described in Allard (2014) and Baraffe et al. (2015). Recent updates to the brown dwarf and planetary domain are reported in Vigan et al. (2016). They consider the formation and settling of dust particles in a self-consistent way, e.g. the spatial extent, microphysics, and composition of the dust cloud is determined by the fundamental atmospheric parameters (Teff, log  g, composition). The particle sizes change with the cloud depth and the atmospheric parameters, ranging from sub-micron to 102μm sizes. The chemical model accounts for the non-equilibrium chemistry of CO, CH4, N2, NH3, and CO2.

The coverage of each model grid is reported in Table 6. The Exo-REM4 and BT-SETTL grids enable to explore the effect of metallicity. We used the models with solar metallicity to compare the results obtained with the different grids first, and then explored the effect of metallicity later on.

We considered a joint fit of the available spectra, and non-overlapping broad and narrow-band photometry of the four planets. The fluxes obtained from the synthetic spectra (fluxes emitted per surface unit at the top of the atmosphere) were fitted onto the apparent fluxes of the planets using a dilution factor which scales with the radius of the objects.

In order to account for the non-homogeneous wavelength sampling of the photometry and spectra and for the filter widths, we used the G goodness-of-fit indicator proposed by Cushing et al. (2008). Our implementation of the method is described in Vigan et al. (2016). We considered a correlated error on the absolute photometry of the P1640 spectrum of HR8799c and OSIRIS spectrum of HR8799b of 0.13 and 0.11 mag, respectively. This corresponds to the uncertainty on the broad-band photometry of the planets used to flux-calibrate their spectra. We derived the three most probable fitting solutions inferred from the Monte-Carlo simulations (fMC indicator, see Cushing et al. 2008) and kept the one producing the best visual fit.

We also performed a comparison considering a standard χ2. In that case, the fit is mostly sensitive to the spectral shape, and not so much on the photometry which complements the SEDs of the planets. This means that the fit is sensitive to a wavelength range where the effect of dust opacity dominates, and not so much to non-equilibrium chemistry effects which dominate longward of 2.5 μm.

4.2. Results

The best-fitting parameters, including the dilution radii are reported in Table 7. We only give the best solution found among the five grids of Exo-REM model. We plot in Figs. 5–7 the best fitting solutions for the BT-SETTL14, Exo-REM, and Cloud AE-60 models, respectively.

Table 7

Fitting solutions for HR8799bcde spectral energy distributions and the three sets of atmospheric models.

Our analysis reveals that the BT-SETTL models fail to reproduce the shape and the absolute fluxes of the SED of each planets simultaneously. The fitted temperatures are too high compared to what is expected from the luminosity of the object, or equivalently they produce fits with unphysical sub-Jupiter radii. This is consistent with the conclusions derived for the dusty L7 dwarfs WISEP J004701.06+680352.1 and PSO J318.5338-22.8603 (Liu et al. 2013; Gizis et al. 2015), e.g. the two objects whose SED represent the best the ones of HR8799d and e (Sect. 3). In addition, the models do not provide a good fit of the datapoints in the 3−4 μm regime while they are the only ones that account for non-equilibrium chemistry. Manjavacas et al. (2014) suggested that the BT-SETTL models do not seem to produce naturally enough dust, especially at high altitude in the cloud. The problem could be emphasized here with the HR8799 planets.

In that respect, the fit of HR8799bcde is much improved using the two sets of “thick cloud” models. This is in agreement with the conclusions from previous studies (Madhusudhan et al. 2011; Marley et al. 2012; Currie et al. 2014; Skemer et al. 2014, and ref. therein). However, we can still notice that the Cloud AE-60 models do not have a pseudo-continuum slope red enough to reproduce simultaneously the whole SEDs. Their water-band absorption are too deep compared to the ones of the planets. In comparison, Madhusudhan et al. (2011) find Teff 100 to 350 K lower than the ones we estimate, based on a χ2 fitting process and the same models. These differences may arise from the lower number of photometric points used to perform the fit and to the fitting procedures.

thumbnail Fig. 5

Comparison of the SEDs of HR8799bcde to the best-fitting BT-SETTL14 synthetic spectra found minimizing the G and χ2 goodness-of-fit indicators. The corresponding atmospheric parameters Teff/ log g/ [M/H] / [α] are reported in each panel.
Open with DEXTER

thumbnail Fig. 6

Same as Fig. 5 but for the Cloud AE-60 models from Madhusudhan et al. (2011).
Open with DEXTER

The remaining issues found with the Cloud AE-60 models are solved by the Exo-REM models. These models fit within 2σ the whole set of photometric datapoints of the HR8799d and e simultaneously at solar metallicity. The best fits are always obtained with the Exo-REM4 grid, which corresponds to models with the thicker clouds. The whole fit is improved – in particular the water band absorptions – for the four planets using models with super-solar metallicity (M/H = 0.5 dex). Our χ2 maps indicate that the constraint onto this parameter is not significant (<1σ). But 88%, 79%, 100%, and 77% of the solutions found for HR8799e, d, c, and b with the G estimator are for M/H = +0.5. The models successfully reproduce the spectrophotometric properties of HR8799d and e for Teff = 1200 K and log g typical of young objects (e.g. Bonnefoy et al. 2014a) and compatible with previous studies of the planets (Marley et al. 2012, and ref. therein). The best fitting log g increases when models with increasing M/H are used, as expected (Mohanty et al. 2007).

The Exo-REM models provide radii around 1 RJup which are still 20 to 30% smaller than those expected from evolutionary models (Baraffe et al. 2003), especially for HR8799b. We attempted a fit of the SEDs with a restrained grid (800 ≤ Teff ≤ 1500, 3.0 ≤ log g≤ 4.5) of Exo-REM models with extremely thick clouds (τref = 5), a mean particle size of 30 μm, and solar metallicity (hereafter Exo-REM 6). The fit is slightly improved (lower χ2 and G values) for HR8799b and d, but not for the c and e planets. Moreover, the determined Teff and radii remain unchanged. But we find that the determined log g decreases when the content of dust increases (models 1 to 6, exept for model 5). It is consistent with the trend seen when increasing the metallicity for the Exo-REM4 models. This exploration of the model degeneracies calls for more finetuning of the cloud properties (e.g. similar to Marley et al. 2012; Lee et al. 2013), considering cases with different dust size distributions and fully exploring the impact of metallicity. We also note that despite the reasonable fit of the SEDs found here, the Exo-REM models should be validated on field L and T dwarf objects.

In summary, we find that the Exo-REM atmospheric models with thick clouds provide a simultaneous fit (within 2σ) of the SED of HR8799de for Teff = 1200 K and log g (3−4.5 dex). These temperatures are ~100−200 K higher than the ones found so far (see the summary in Skemer et al. 2014) and to evolutionary models predictions (from the luminosity estimate). This and the worse fit for HR8799b imply that the cloud modelling still needs to be improved.

thumbnail Fig. 7

Same as Fig. 5 but for the Exo-REM models.
Open with DEXTER

5. Discussion

5.1. Are the HR8799 planets properties so peculiar?

The conclusions of the empirical analysis are in line with recent results reporting good matches between known directly imaged young companions and low gravity field dwarf spectra (Allers & Liu 2013), of which some are candidate members of young moving groups (Gagné et al. 2014c). For instance, the presently available spectra of the exoplanet β Pictoris b are known to be reproduced by those of young L0-L1 dwarfs (Bonnefoy et al. 2014b; Chilcote et al. 2015). The same happens for AB Pic b (Bonnefoy et al. 2010) or 1RXS J160929.1-210524 b (Manjavacas et al. 2014).

Previous studies of the HR8799 planets have also proposed that the photometric and spectroscopic properties of the objects could be explained by 1/ disequilibrium chemistry (Barman et al. 2011a; Marley et al. 2012; Skemer et al. 2012, 2014; Ingraham et al. 2014), and/or 2/ patchy atmospheres (Marley et al. 2012; Skemer et al. 2012, 2014), and/or 3/ non-solar compositions (Barman et al. 2011a; Konopacky et al. 2013; Lee et al. 2013; Barman et al. 2015). The good fit in the 3−5 μm region for the planets d and e (along with the other wavelengths), despite the lack of non-equilibrium chemistry, non-solar metallicity compositions, and local variation of the cloud thickness in the models, suggest that these ingredients are not critically needed here. Our analysis rather demonstrates that a higher content in dust and reduced CIA of H2 resulting from a low surface gravity can explain the deviation of the planet’s SED with respect to those of standard field L and T dwarfs.

This does however not mean that such additional ingredients do not play a role, especially for HR8799b and c. Barman et al. (2011a) noted that the K-band spectrum of the high-amplitude variable brown dwarf T1 dwarf 2MASS J21392676+0220226 fitted well the SED of HR8799 b. The spectrophotometric properties of the two objects representing the best the properties of HR8799 b and c, 2MASS J13243553+6358281 and SDSS J151643.01+305344.4, can be modeled by blended spectra of L-T dwarfs, e.g. as unresolved L/T transition binary at field dwarf ages (Burgasser et al. 2010; Geißler et al. 2011). Beside its possible young age, we can speculate that SDSS J151643.01+305344.4 is a good template because the integrated flux of the possible binaries mimics layered patchy atmospheres. Conversely, Heinze et al. (2015) find that 2MASS J13243553+6358281 experiences high amplitude variability in the red-optical.

The planets e and d could also be variable objets. The best fitting template to HR8799d’s SED – PSO J318.5338-22.8603 – was recently found to experience photometric variability in the near-infrared (Biller et al. 2015). In addition, the red late-L dwarf WISE 1738, which reproduces well the properties of HR8799d and e also has a highly variable near-infrared spectrum (Mace et al. 2013).

In that sense, the good fit of the planet spectra with field dwarfs templates reddened by sub-micron iron, corundum, or silicate grain opacities in Sect. 3 is in line with the conclusions of Yang et al. (2015) who find that the observed variability of L5 dwarfs can be explained by the presence of spatially varying high-altitude haze layers above the condensate clouds. Such a layer may exist into the planet atmospheres and could be added to the current self-consistent cloud models (e.g. BT-SETTL, DRIFT-PHOENIX) to bring the Teff and radii estimate in agreement with the expectations from evolutionary models.

5.2. Masses and diversity among the HR8799 system

Marois et al. (2008), Marois et al. (2010), and Currie et al. (2011b) used the bolometric luminosity of the planets to estimate masses of 5, 7, 7, and 7 MJup for HR8799b,c,d and e, respectively if the system is 30 Myr old. We retrieve the same luminosity – and then mass estimate – for HR8799d and e using the bolometric correction estimated for the dusty L7 dwarf WISE 0047 by Gizis et al. (2015). The radii and log g derived from the best atmospheric model fit yield masses marginally consistent with these values. This is most likely due to the incomplete exploration of the degeneracies between log g, Teff, M/H, and the cloud properties, and also to remaining uncertainties in the models. A revision of these mass estimate based on evolutionary models coupling the interior with atmospheres containing thick cloud layers would also be needed (e.g. Burrows et al. 2011; Marley et al. 2012).

It is worth comparing the original mass estimates of the planets to the conclusions from the empirical analysis. The planets d and e have very close SEDs and are both fitted by dusty L7 dwarfs. The ages of the two best fitting templates, and the position of the objects in the color−color diagrams with respect to the reddening vectors produced by silicate, corundum, and iron grains, suggest that the remaining differences between the SED of the two planets may come from slight differences on the cloud properties and atmospheric parameters (as suggested by the Exo-REM models). On the contrary, the deeper water-band absorption of HR8799c and the semi-empirical fit rather indicate that this planet has a later spectral type. HR8799b pursues this trend (Sect. 3). The COND hot-start evolutionary models (Baraffe et al. 2003) predict that the log g of the four planets should be nearly the same (3.90−4.04 dex) assuming that the mass can be safely derived from the object luminosity and cooling tracks. Therefore, this suggests that 1/ a tiny change in log g and/or Teff and/or composition in-between the planets d and e and the planets b and c is also responsible for the observed differences; or 2/ the Teff – therefore the mass if the hot-start scenario holds – of planets d and e are identical, but the Teff and mass of HR8799c and then b are lower.

6. Conclusions

We used a compilation of SPHERE photometry and spectra in addition to 1−5 μm photometry of the four planets around HR8799 to reinvestigate the properties of these objects. We demonstrate that the 1−5 μm spectro-photometric properties of HR8799 d and e are similar to those of the population of dusty L dwarfs with estimated spectral type L6-L8 dwarfs that start to be unearthed in the solar neighborough. We show in addition that the spectrophotometric properties of HR8799b and c are reproduced exclusively by the SED of proposed young, and/or binary candidates, and/or variable early-T brown dwarfs that we reddened by the opacity of sub-micronic silicate (enstatite, forsterite), corundum, or iron grains, e.g. species expected to be abundant in the atmosphere of brown dwarf and young warm giant planet atmospheres.

We use the BT-SETTL, Exo-REM, and Madhusudhan et al. (2011) models to confirm that models with thick clouds reproduce better the 1−5 μm flux and spectral shape of the planets. Despite the increased number of photometric points, the Exo-REM models fit the whole SED of HR8799d and e within 2σ. They provide Teff in the range 1100−1300 K for HR8799d and e and fitted radii almost consistent with predictions from hot-start evolutionary models. The models still fail to reproduce the shape and absolute fluxes of HR8799 b and c. Because the Exo-REM models do not consider non-equilibrium chemistry and patchy atmospheres, we conclude that these two ingredients are not critically needed to explain the properties of HR8799d and e. Instead, the analysis confirms that the atmosphere of these planets is heavily affected by dust opacity.

The long-slit spectroscopic mode of SPHERE should soon be able to provide higher resolution spectra (R ~ 400) of the planets from 1 to 1.8 μm and extend the spectral coverage to the K-band, as shown by Hinkley et al. (2015) and Maire et al. (2016). The ALES integral field spectrograph (currently being installed on the LBT/LMIRCam instrument) will also be able to extend the spectral coverage of the planets up to 5 μm (Skemer et al. 2015). Together, the new data could bring additional constraints on the surface gravity, cloud properties, enrichments at formation, and role of non-equibrium chemistry in the atmosphere of these planets.

3

The smallest carboneous grains are PAH molecules. The largest grains consist of graphite. And grains of intermediate size have optical properties intermediate between those of PAHs and graphite. The silicate grains are composed of olivine species (Draine & Lee 1984).

Acknowledgments

We are grateful to the SPHERE team and all the people at Paranal for the great effort during SPHERE commissioning runs. We thank Rebecca Oppenheimer, Laurent Pueyo, and Travis Barman for providing an access to their spectra of the HR8799 planets. We also thank P. Ingraham, G. Mace, J. Gizis, M. Liu, A. Schneider, D. Stephens, M. Cushing, B. Bowler, D. Kirkpatrick, P. Rojo, K. Allers, J. Patience, M.-E. Naud, and B. Gauza for sending us their spectra of young companions and dusty dwarfs. This research has benefitted from the SpeX Prism Spectral Libraries, maintained by Adam Burgasser at http://pono.ucsd.edu/~adam/browndwarfs/spexprism. M.B., G.Ch, A.-M.L., J.-L.B., F.A., D.H. and D.M. acknowledge support from the French National Research Agency (ANR) through the GUEPARD project grant ANR10-BLANC0504-01 and from the Programmes Nationaux de Planétologie et de Physique Stellaire (PNP & PNPS, CNRS/INSU). A.Z., D.M., R.G., R.C., and S.D. acknowledge partial support from PRIN INAF 2010 “Planetary systems at young ages”. A.Z., D.M., A.-L.M., R.G., S.D., and R.U.C. acknowledge support from the “Progetti Premiali” funding scheme of the Italian Ministry of Education, University, and Research. A.Z. acknowledges support from the MillenniumvScience Initiative (Chilean Ministry of Economy), through grant “Nucleus RC130007”. SPHERE is an instrument designed and built by a consortium consisting of IPAG (Grenoble, France), MPIA (Heidelberg, Germany), LAM (Marseille, France), LESIA (Paris, France), Laboratoire Lagrange (Nice, France), INAF Osservatorio di Padova (Italy), Observatoire de Genève (Switzerland), ETH Zurich (Switzerland), NOVA (The Netherlands), ONERA (France) and ASTRON (The Netherlands), in collaboration with ESO. SPHERE was funded by ESO, with additional contributions from CNRS (France), MPIA (Germany), INAF (Italy), FINES (Switzerland) and NOVA (The Netherlands). SPHERE also received funding from the European Commission Sixth and Seventh Framework Programmes as part of the Optical Infrared Coordination Network for Astronomy (OPTICON) under grant No. RII3-Ct-2004-001566 for FP6 (2004–2008), grant No. 226604 for FP7 (2009–2012) and grant No. 312430 for FP7 (2013–2016). D.H. acknowledges support from the European Research Council under the European Community’s Seventh Framework Programme (FP7/2007–2013 Grant Agreement No. 247060) and from the Collaborative Research Centre SFB 881 “The Milky Way System” (subproject A4) of the German Research Foundation (DFG).

References

All Tables

Table 1

Currently available fluxes of HR8799 b at 10 pc gathered from narrow-band and broad-band photometry.

In the text
Table 2

Same as Table 1 but for HR8799 c.

In the text
Table 3

Same as Table 1 but for HR8799 d.

In the text
Table 4

Same as Table 1 but for HR8799 e.

In the text
Table 5

Reddening parameters needed to ajust the peculiar T-type templates onto the 1−2.5 μm spectrophotometry of HR8799b and c (r, AK) and to represent the 1–5 μm SED of these two planets (rSED, AKSED).

In the text
Table 6

Characteristics of the atmospheric model grids fitted on the planet full SED.

In the text
Table 7

Fitting solutions for HR8799bcde spectral energy distributions and the three sets of atmospheric models.

In the text

All Figures

thumbnail Fig. 1

Comparison of HR8799 bcde colors inferred from the IRDIS photometry of the system to those of M, L, T field dwarfs (dots), and of young companions and red dwarfs straddling the L/T transition (green stars). Reddening vectors for a 0.5 mag K-band extinction and reddening parameters RV = 3.1 and 5.5 are overlaid (red and blue arrows). We show the reddening vector for forsterite dust grains with size distribution centered on radii r = 0.8 μm (green arrow), r = 0.4 μm (violet-purple arrow), and r = 0.2 μm (orange arrow), as well as the vectors for different grain species in gray (AK = 0.15 mag considered).
Open with DEXTER
In the text
thumbnail Fig. 2

Same as Fig. 1 but for the J−K1 versus H2−K1 colors.
Open with DEXTER
In the text
thumbnail Fig. 3

Comparison of HR8799 d and e normalized low-resolution SPHERE YJH-band spectra to those of red late-L and early-T dwarfs.
Open with DEXTER
In the text
thumbnail Fig. 4

Comparison of the current set of spectrophotometric points of HR8799 b, c, d, and e to the normalized SEDs of red L dwarfs (gray) and to the SED of peculiar early-T dwarfs reddened by additional forsterite extinction (light blue).
Open with DEXTER
In the text
thumbnail Fig. 5

Comparison of the SEDs of HR8799bcde to the best-fitting BT-SETTL14 synthetic spectra found minimizing the G and χ2 goodness-of-fit indicators. The corresponding atmospheric parameters Teff/ log g/ [M/H] / [α] are reported in each panel.
Open with DEXTER
In the text
thumbnail Fig. 6

Same as Fig. 5 but for the Cloud AE-60 models from Madhusudhan et al. (2011).
Open with DEXTER
In the text
thumbnail Fig. 7

Same as Fig. 5 but for the Exo-REM models.
Open with DEXTER
In the text

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