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A Spatially Resolved au-scale Inner Disk around DM Tau

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Published 2018 November 14 © 2018. The American Astronomical Society.
, , Citation Tomoyuki Kudo et al 2018 ApJL 868 L5 DOI 10.3847/2041-8213/aaeb1c

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2041-8205/868/1/L5

Abstract

We present Atacama Large Millimeter/submillimeter Array (ALMA) observations of the dust continuum emission at 1.3 mm and 12CO $J=2\to 1$ line emission of the transitional disk around DM Tau. DM Tau's disk is thought to possess a dust-free inner cavity inside a few au, from the absence of near-infrared excess on its spectral energy distribution (SED). Previous submillimeter observations were, however, unable to detect the cavity; instead, a dust ring ∼20 au in radius was seen. The excellent angular resolution achieved in the new ALMA observations, 43 × 31 mas, allows discovery of a 4 au radius inner dust ring, confirming previous SED modeling results. This inner ring is symmetric in continuum emission, but asymmetric in 12CO emission. The known (outer) dust ring at ∼20 au is recovered and shows azimuthal asymmetry with a strong-weak side contrast of ∼1.3. The gap between these two rings is depleted by a factor of ∼40 in dust emission relative to the outer ring. An extended outer dust disk is revealed, separated from the outer ring by another gap. The location of the inner ring is comparable to that of the main asteroid belt in the solar system. As a disk with a "proto-asteroid belt," the DM Tau system offers valuable clues to disk evolution and planet formation in the terrestrial-planet-forming region.

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1. Introduction

An outstanding problem in planetesimal formation from aggregating dust in protoplanetary disks is radial drift of dust (Weidenschilling 1977; Nakagawa et al. 1986): particles embedded in a gaseous disk with surface density decreasing outward feel a headwind, lose angular momentum to the gas, and drift toward the central star. One solution to this problem is a dust trap (Rice et al. 2006; Johansen et al. 2009), in which mm-sized particles are trapped and accumulate at a local gas pressure maximum. To facilitate the formation of planetesimals in protoplanetary disks on the scale of the inner solar system, dust traps at a few au from the star are needed. Such structures can be searched for by high angular resolution observations of mm continuum emission.

Many mechanisms have been proposed for producing pressure bumps in disks, such as the edges of gaps opened by planets (Zhu et al. 2012; Dong et al. 2015; note that one planet may produce multiple pressure bumps; Dong et al. 2017a). Magnetohydrodynamic (MHD) effects can also form pressure bumps in disks, generated by zonal flows (e.g., Johansen et al. 2009), or at the boundary of dead zones (e.g., Dzyurkevich et al. 2010). Pressure bumps may form at the locations of snowlines too, due to a change in the activity of the magnetorotational instability (e.g., Kretke & Lin 2007). Dust trapped at radial pressure bumps appears to be annular rings in millimeter continuum observations. Such structures have been found in many objects, such as HL Tau (ALMA Partnership et al. 2015), TW Hya (Andrews et al. 2016; Tsukagoshi et al. 2016), HD 163296 (Isella et al. 2016), and MWC 758 (Dong et al. 2018).

Our target, DM Tau (SpT: M1; Kenyon & Hartmann 1995, Teff: 3705 K; Andrews et al. 2011, M*: 0.53 M; Piétu et al. 2007, distance: 145 pc; Gaia Collaboration et al. 2018), has a known transitional disk (Espaillat et al. 2014). A central dust cavity ∼3 au in radius has been inferred based on its spectral energy distribution (SED; Bergin et al. 2004; Calvet et al. 2005, shown in Appendix, Figure 4). Previous Submillimeter Array (SMA) submillimeter continuum observations were not able to resolve the 3 au cavity due to insufficient angular resolution; instead, a dust ring at 19 au was discovered (Andrews et al. 2011). Modeling of previous low-resolution ALMA continuum observations (project ID:2013.1.00198.S; resolution ∼0farcs4) suggested the presence of another faint dust ring at ∼80 au (Zhang et al. 2016). DM Tau has also been extensively studied in gas emission observations. Bergin et al. (2016) resolved a C2H emission ring at the edge of the dust continuum disk, and many other molecular species, such as H2CO and CS, have been detected (Loomis et al. 2015; Semenov et al. 2018).

2. Observations

DM Tau was observed with Atacama Large Millimeter/submillimeter Array (ALMA) in band 6 in the C43–9 configuration on 2017 October 27, UT as part of the project 2017.1.01460.S, utilizing 47 antennas with the baseline length extending from 135.1 m to 14.9 km. The observations were conducted in five spectral windows: two with bandwidths 117.188 MHz, velocity resolutions ∼0.166 km s−1, and centered at 220.39868 GHz for 13CO ($2\to 1$) and 219.56035 GHz for C18O ($2\to 1$); one with bandwidth 117.118 MHz, velocity resolution ∼0.079 km s−1, and centered at 230.53800 GHz for 12CO ($2\to 1$); and the last two windows for continuum observations with bandwidth 2.0 GHz. The precipitable water vapor was ∼0.5 mm during observations. The total on-source integration time was 66.1 minutes. The data were calibrated by the Common Astronomy Software Applications (CASA) package (McMullin 2007) version 5.1.1, following the calibration scripts provided by ALMA. We had experimented with self-calibrating the new, high angular resolution ALMA data. However, in these observations, only 16 antennas were located at ≳2 km baselines. With the 66.1 minutes on-source integration of our observations, our uv sampling at long baselines is insufficiently redundant. In addition, the continuum flux of our target source is dominated by structures with relatively extended (∼0farcs2) angular scales. As a result, the gain phase self-calibration flagged out over 50% of the ≳2 km baseline data even when using a per-scan solution interval and combining all spectral windows. This is unfavorable for our major science case of resolving the innermost region of DM Tau. On the other hand, the phase rms of the <2 km baseline data is low, and the gain phase self-calibration does not help much. Therefore, we decided on not performing self-calibration. We utilized the observations of the check (quasar) source J0449+1121 to assess how much our target source can be attenuated due to phase decoherence. The continuum fluxes of J0449+1121 with and without phase self-calibration are 293 and 255 mJy, respectively. This corresponds to a 13% attenuation, which is much smaller than the uncertainty of the dust mass opacity and the dust opacity depth in general.

We combined our data with another ALMA data set (project ID: 2013.1.00498.S; Pinilla et al. 2018) to recover the missing flux (∼70 mJy out of a total of ∼110 mJy; Beckwith & Sargent 1991) due to the sparseness of short baseline data. The phase centers of long and short baseline data were determined separately by ellipse isophoto fitting at 10σ rms noise in the dust continuum images synthesized by CASA with the CLEAN task using a multi-scale multi-frequency deconvolution algorithm (Rau & Cornwell 2011), and were shifted by fixvis in the CASA tools. We compared the amplitudes as a function of uv-distance at less than 200  between our long baseline data and archival short baseline data, and confirmed their consistency. The CLEANed dust continuum image was synthesized with a Briggs weighting of 2.0 to maximize the signal-to-noise (S/N) ratio, providing rms noise levels of 11 μJy beam−1. The total flux density after combining long and short baseline data is 116.75 ± 0.14 mJy, consistent with previous single-dish observations assuming a 10% uncertainty in absolute flux calibration.

The 12CO ($2\to 1$) line data in both long and short baseline data were extracted by subtracting the continuum in the visibility space with uvcontsub in the CASA tools. The combined line cube was generated by the CLEAN algorithm with a velocity resolution of 0.5 km s−1, and was spatially smoothed with a circular Gaussian kernel of 75 mas by imsmooth in CASA for presentation purposes. Though the 13CO and C18O ($2\to 1$) line data were processed with the same procedure as 12CO, they were not detected significantly.

3. Results

Figure 1 shows the 1.3 mm dust continuum image of DM Tau after the CLEANed process. We clearly resolve the dust disk into three components: an inner dust ring, an outer dust ring, and an extended outer disk (Figures 1(a) to (c)). The peak flux density at the inner and the outer rings is detected with 24 and 59σ, respectively. An extended structure beyond r = 0farcs4 is also marginally detected with ∼5σ. To derive the azimuthally averaged radial brightness profile (Figure 1(d)), we deprojected the dust continuum image in the visibility domain following Zhang et al. (2016). The inclination and the position angle of the disk were derived by fitting an ellipse to the outer ring. The fitting results and derived disk's geometric parameters are shown in Table 1.

Figure 1.

Figure 1. 1.3 mm dust continuum image around DM Tau. The synthesized beam size of 0farcs043 × 0farcs031 with a position angle of 22fdg7 is shown at the bottom left. The 1σ noise level is 11 μJy beam−1. (a): Overview of the DM Tau disk. (b): Zoomed-up image to the outer ring. The color range is the same as in panel (a). (c): Image focusing on the inner disk region indicated by a dashed white square in panel (b). The white star denotes the center of the outer dust ring determined by ellipse fitting (Table 1). (d): Azimuthally averaged radial profiles in the deprojected image. To minimize effects of the beam elongation and obtain a circular beam, we apply tapering in the CLEAN process of the deprojected image. The beam size is 0farcs051×0farcs050 and the noise level is 12 μJy beam−1. The 3σ noise level of the deprojected image is indicated by the dashed line.

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Table 1.  Best-fit Parameters of Ellipse Fitting in the Outer Ring

R.A. (ICRS) decl. (ICRS) Radius i Position Angle (PA)
    ('': au) (°) (°)
04:33:48.749 [0.001] +18:10:09.64 [0.01] 0.176 ± 0.001: 25.5 ± 0.2 35.2 ± 0.7 157.8 ± 1.0

Note. Parentheses of R.A. and decl. indicate 1σ error in arcsecond. The heliocentric distance of the system (145 pc) is used to convert arcsecond into au.

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An inner dust ring at r ∼ 0farcs03 is discovered in our dust continuum images. The ring is spatially resolved into a north and a south blobs (Figure 1(c)); the north blob is 20 ± 8% (2.5σ) brighter than the south one. More data are needed to confirm the apparent asymmetry. The total flux density of the inner ring inside 0farcs06 is 1.33 ± 0.03 mJy. The contamination from possible free–free emission is less than 8% (3σ level), determined by extrapolating the flux density measured at 3.4 cm (Zapata et al. 2017) to 1.3 mm assuming a spectral index of +0.6. Assuming a distance of 145 pc, a dust opacity per gas mass κν = 2.3 cm2 g−1 at 230 GHz (Beckwith & Sargent 1991), a temperature of 100 K, and a gas-to-dust mass ratio of 100, the total mass of the inner disk is measured as 0.04 MJup.

Our observations also clearly spatially resolved the outer dust ring and the gap between the two rings at 0farcs18 and r ∼ 0farcs1, respectively (Figures 1(b) and (c)). The dust continuum emission is detected with ≳5σ in the gap region, suggesting that the gap is not dust free. The outer ring is asymmetric: the brightness contrast between the peak flux density at PA = ∼270° and that at the opposite position is 1.28 ± 0.04. The inner edge of the outer ring is steeper ($I(r)\propto {r}^{3.9\pm 0.3}$) than the outer edge ($I(r)\propto {r}^{-2.8\pm 0.1}$). Because the outer ring is spatially resolved with a radial width of ∼0farcs1 (15 au), the gradient difference is real. The extended structure beyond the outer ring has a nearly flat radial brightness profile (Figure 1(d)). A possible shallow gap at r ∼ 0farcs5 can be seen in this structure as well.

Figures 2(a) and (b) show the integrated intensity (zeroth moment) map for 12CO obtained from 1.6 to 11.1 km s−1 with 1σ = 3.5 mJy beam−1 km s−1. The peak emission is 56.5 mJy beam−1 km s−1, located at the north blob around the inner dust ring. The total integrated intensity is 185 ± 7 Jy km s−1 inside 0farcs18. The intensity-weighted velocity (first moment) map is shown in Figures 2(c) and (d). The center of the CO gas motion nearly coincides with the center of the outer dust ring derived from the ellipse fitting, and might be closer to the north than to the south blob. To check whether or not the center of the outer ring is consistent with the rotational center of the CO gas, we plot loci of the peak emission of a Keplerian disk around a 0.53 M star (DM Tau's mass) in the position–velocity diagram (Figure 2(e)), finding that the outer ring's center is the center of the gas rotation.

Figure 2.

Figure 2. CLEANed 12CO ($2\to 1$) line emission maps of the DM Tau disk overlaying the dust continuum contours (14, 19, 34, and 44σ). Panels (a) and (b) show zeroth moment maps, while panels (c) and (d) show first moment ones. The 12CO images are spatially smoothed with a circular Gaussian of a 0farcs075 kernel. The white star denotes the center of the outer dust ring determined by ellipse fitting (Table 1). Panel (e) shows the position–velocity diagram along the dashed line centered on the outer ring's center in panel (c), and loci of peak emissions in the Keplerian disk around DM Tau with a mass of M = 0.53 M and systemic velocity of 6.0 km s−1 (Piétu et al. 2007).

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4. Model Fitting

To test whether the observed asymmetry in the outer dust ring is significant, we performed fitting for dust continuum emission in the visibility domain using a simple analytic disk model, and then subtracted the modeled disk from the data. Our disk model has a simple power-law radial profile with an exponential taper at the outside (e.g., Lynden-Bell & Pringle 1974; Hartmann et al. 1998):

where αi and ${r}_{{c}_{i}}$ are a scaling factor and a characteristic scaling radius, respectively. The two global components (i) in the profile are: component 1 for the inner and outer dust rings, and component 2 for the extended outer disk (Figure 3(a)). The q parameter is introduced to specify the radial dependence of the dust temperature Td, that is ${T}_{d}\propto {r}^{-q}$. Optically thin emission in the Rayleigh–Jeans regime scales as

where Bν and τ are the blackbody intensity at frequency ν and the optical depth (τ = κΣ; where κ and Σ denote the opacity and the surface density, respectively).

Figure 3.

Figure 3. (a): Generic surface brightness model. The red and blue solid lines represent the surface brightness profiles of component 1 (the inner and outer rings at ${r}_{\mathrm{cav}}\lt r\lt {r}_{{\mathrm{gap}}_{1}}$ and ${r}_{{\mathrm{gap}}_{1}}\lt r\lt {r}_{{\mathrm{gap}}_{2}}$, respectively) and component 2 (the extended outer disk at ${r}_{{\mathrm{gap}}_{2}}\lt r$) scaled down by the scaling factor αi, respectively. At r < rcav, no dust emission is assumed due to absence of near-infrared (NIR) excess in the DM Tau's SED. (b): Normalized surface brightness profile in our best-fit disk model. (c): Real part of the visibilities for the data (black dots) and the best-fit model (red line) in top panel. The bottom panel shows residual visibilities between best-fit and observations. (d): Residual image (data-model) overlaying the dust continuum contours (14, 19, 34, and 44σ). (e): Zoom-in version (see the white dotted box in panel (d)).

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In the radial direction, we have the following components with their scaling factors

We normalize the total flux in the model (Ftotal) to the observed value. The disk inclination (i) and PA are fixed as in Table 1. There are 11 free parameters in the model (rcav, ${r}_{{\mathrm{gap}}_{1}}$, ${r}_{{\mathrm{gap}}_{2}}$, δ1, f, q, γ1, γ2, ${r}_{{c}_{1}}$, ${r}_{{c}_{2}}$, and Ftotal). The depletion factor δ2 at ${r}_{{\mathrm{gap}}_{2}}$ (Figure 3(a)) is measured after the calculations complete. To convert a modeled disk image to complex visibilities with identical uv-coverages of observations, we utilize the public python code vis_sample.8 The computed visibilities are deprojected in the uv-plane to calculate their azimuthal averages. For the fitting, we used the Markov Chain Monte Carlo (MCMC) method in the emcee package (Foreman-Mackey et al. 2013). Our calculations used flat priors with the parameter ranges summarized in Table 2. The burn-in phase (from initial conditions to reasonable sampling) employs 500 steps, and we run another 500 steps for convergence, totaling 1000 steps with 100 walkers.

Table 2.  Results of MCMC Fitting and Its Parameter Ranges

Rcav ${R}_{{\mathrm{gap}}_{1}}$ ${R}_{{\mathrm{gap}}_{2}}$ δ1 δ2 q γ1 γ2 Rc1 Rc2 Flux
(au) (au) (au)           (au) (au) mJy
${3.16}_{-0.23}^{+0.22}$ ${21.00}_{-0.02}^{+0.02}$ ${75.64}_{-0.39}^{+0.37}$ ${0.028}_{-0.001}^{+0.001}$ ∼0.356 ${0.01}_{-0.02}^{+0.01}$ ${1.10}_{-0.03}^{+0.05}$ ${0.01}_{-0.01}^{+0.02}$ ${18.28}_{-1.14}^{+0.90}$ ${124.10}_{-1.05}^{+1.05}$ ${93.30}_{-0.46}^{+0.52}$
{0.00-7.25} {14.50-29.00} {72.50-101.50} {1.000-0.001} {0.00-1.00} {0.00-2.00} {0.00-2.00} {0.00-29.00} {58.00-145.00} {90.0-105.0}

Note. Parentheses describe parameter ranges in our MCMC calculations. The errors in ${\gamma }_{i}$ are large due to local maxima in calculations. The depletion factor of ${\delta }_{2}$ is measured in Figure 3(b). The factor of log f is $-{1.82}_{-0.07}^{+0.05}$.

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The fitting result and the best-fit surface brightness profile are shown in Table 2 and Figure 3(b), respectively. The corner plot with the MCMC posteriors is also shown in the Appendix. The depletion factor δ2 at ${r}_{{\mathrm{gap}}_{2}}$ is measured as ∼0.356 using the best-fit brightness profile in Figure 3(b). The reduced-χ2 calculated with the observed and modeled visibilities in Figure 3(c) is 2.4. The residual map prepared using the residual visibilities (data-model) is shown in Figures 3(d) and (e). The residual map shows a structure at ∼7σ level to the west in the outer dust ring, indicating a real azimuthal asymmetry.

5. Discussions

The most intriguing result in our continuum observations is the detection of the inner dust ring at r ∼ 4 au and the cavity inside. Combining the SED and measured accretion rate of the system ($\dot{M}$ ∼ 6 × 10−9 M yr−1; Manara et al. 2014, only slightly lower than that of typical T Tauri stars; Najita et al. 2015), we now have a more complete picture of its inner region: the cavity inside r ∼ 4 au has no detectable dust, consistent with the absence of NIR excess on the SED; however, the cavity must have a substantial amount of gas in order to sustain a close-to-normal accretion rate. While dust cavities are now commonly found in ALMA continuum observations (e.g., Hashimoto et al. 2015; Isella et al. 2016; Dong et al. 2017b; Tang et al. 2017, see also van der Marel et al. 2018 for a gallery), the inner cavity in the DM Tau disk, together with the cavity at 2.4 au in the TW Hya disk (Andrews et al. 2016; Tsukagoshi et al. 2016), are among the smallest, visible only in long baseline ALMA observations.

The origin of the inner cavity is unclear. The measured close-to-normal accretion rate of DM Tau disfavors photoevaporation (e.g., Alexander et al. 2006). A planet can open a gap in gas (e.g., Lin & Papaloizo 1993), in which case the outer edge of the gap (even a shallow on) acts as a "dust filter", trapping ∼millimeter-sized large dust grains and forming a cavity in them (e.g., Rice et al. 2006; Zhu et al. 2012), consistent with our ALMA dust observations. Note that our gas observations are performed with 12CO, to which the disk easily becomes optically thick. We therefore cannot detect a possible gas gap inside the edge of the inner dust cavity. Future observations of optically thinner CO isotopologues are needed to probe the gas surface density structure across the inner cavity (e.g., van der Marel et al. 2016). However, as argued in Zhu et al. (2011), disk–planet interactions have difficulties in depleting the small (μm-sized) dust in the inner disk, which tend to flow in with the gas. The DM Tau disk is at the extreme—there is no detectable dust inside the inner cavity based on the SED, while CO emission extends all the way toward the central star.

Alternatively, the presence of gas and the absence of small dust inside the cavity may be explained as icy dust being evaporated inside the cavity, fully or partially replenishing the gas. To produce this scenario, the dust that enters the inner cavity has to comprise fully evaporable volatiles (e.g., water), and the gas inside the cavity must be rich in them. If all small icy grains do not evaporate, however, the decreased grain size inside the evaporation front increases the fragmentation efficiency (e.g., Pinilla et al. 2017), thus enriching the cavity with small grains well coupled to the gas, inconsistent with the SED. Overall, both the planet scenario and the grain evaporation scenario have advantages and disadvantages, and additional observations are needed to determine the origin of the inner cavity.

The inner ring is located at a strikingly similar distance to the main asteroid belt in the solar system between Mars and Jupiter. The main belt, located beyond the water snowline at 2.7 au (e.g., Abe et al. 2000), is thought to have profoundly impacted water delivery onto Earth (e.g., Morbidelli et al. 2000). A fraction of the water snowballs in the main belt found their way into the inner solar system and bombarded the early Earth, as their orbits were perturbed by Jupiter. The water snowline in the DM Tau system, with a host star less luminous than the proto-Sun, should be located closer to its host star than that in the solar system (see also Martin & Livio 2013; Notsu et al. 2016). Should terrestrial planets be forming inside its snowline, water delivery from the inner ring onto the inner planets might be plausible.

As shown in Section 4, an axisymmetric inner dust ring is consistent with the data. On the other hand, 12CO line emission is clearly non-axisymmetric on an ∼au scale—the peak 12CO emission is located at the north blob (Figure 2), while the rotational center of CO roughly coincides with the stellar location and the center of the inner cavity. A candidate massive planet with Mp ∼ 3 MJup (COND model at 1 Myr; Baraffe et al. 2003) at a separation of r ∼ 6 au was detected by Keck sparse aperture masking interferometric observations (Willson et al. 2016). Whether this candidate planet introduces the asymmetry seen in CO emission is yet to be explored.

The continuum emission in the gap between the inner and outer rings (∼4–20 au) is substantially suppressed by a factor of ∼40 relative to the outer ring. The gap also has a steep inner edge (Figure 1(d)). Both features are consistent with predictions of gap openings by planets (Zhu et al. 2011; Dong et al. 2015), but inconsistent with some other gap formation mechanisms such as the secular gravitational instability (SGI; e.g., Takahashi & Inutsuka 2014) and the sintering of dust grains (Okuzumi et al. 2016)—the latter is expected to produce shallow gaps with depletion factors less than 10 (Okuzumi et al. 2016), while the formation timescale of the ring at r ∼ 10–20 au in the former mechanism is much longer than DM Tau's age.

In contrast to the symmetric inner ring, the outer ring has a small azimuthal asymmetry at PA ∼ 270°, similar to the asymmetries found in a few other disks, but with one of the lowest contrast levels, ∼1.3:1 (see, for example, ∼130 in Oph IRS 48; van der Marel et al. 2013, ∼30 in HD 142527; Fukagawa et al. 2013). This asymmetry may be caused by a local enhancement in the dust surface density, possibly the remnants of particle trapping in a vortex (Barge et al. 2017), or temperature, if the southwest side is the far side while we observe the inner rim of the outer ring there (see e.g., Muto et al. 2015; Soon et al. 2017, for a discussion of HD 142527). Note that if the outer ring is optically thick and the asymmetry traces dust surface density variations, the small contrast seen in the surface brightness may not trace the contrast in the dust surface density, which can be much bigger than 1.3. Our observations also reveal an extended outer disk beyond the outer ring at r > 0farcs4 in the dust continuum, and a shallow gap inside. The presence of these structures has been previously suggested by Zhang et al. (2016) and Bergin et al. (2016).

Figure 4.

Figure 4. DM Tau's SED.

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Our new ALMA observations reveal exciting new details, and yet raise more questions, in the DM Tau system. With an exo-asteroid belt under formation, the DM Tau disk will continue to offer crucial insights into disk evolution and planet formation in the terrestrial-planet-forming region.

We thanks an anonymous referee for a helpful review of the manuscript. This Letter makes use of the following ALMA data: ADS/JAO.ALMA#2017.1.01460.S and ADS/JAO.ALMA#2013.1.00498.S. ALMA is a partnership of ESO (representing its member states), NSF (USA) and NINS (Japan), together with NRC (Canada), NSC and ASIAA (Taiwan), and KASI (Republic of Korea), in cooperation with the Republic of Chile. The Joint ALMA Observatory is operated by ESO, AUI/NRAO, and NAOJ. This work was supported by NAOJ ALMA Scientific Research grant No. 2016-02A and JSPS KAKENHI grant No. 17K14258, 17K14244, 26800106, 15H02074, and 17H01103. Y.H is supported by JPL/Caltech under a contract from NASA.

Facility: ALMA. -

Software: CASA v5.1.1; (McMullin 2007), vis_sample (https://github.com/AstroChem/vis_sample), emcee (Foreman-Mackey et al. 2013).

Appendix:

In this section, we present the DM Tau's SED and the corner plot with the MCMC posteriors in Figure 5 calculated in Section 4.

Figure 5.

Figure 5. Corner plot with the MCMC posterior probability distribution calculated in Section 4. The histograms on the diagonal are marginal distributions of 11 parameters, provided by the last 500 steps of the 100 walkers' chain. The vertical dashed lines in the histograms represent the median values and the 1σ confidence intervals of parameters, which are also shown in the titles. The off-diagonal plots show the correlation for corresponding pairs of parameters.

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Footnotes

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10.3847/2041-8213/aaeb1c