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THE OPACITY OF GALACTIC DISKS AT z ∼ 0.7

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Published 2010 April 5 © 2010. The American Astronomical Society. All rights reserved.
, , Citation M. T. Sargent et al 2010 ApJL 714 L113 DOI 10.1088/2041-8205/714/1/L113

2041-8205/714/1/L113

ABSTRACT

We compare the surface brightness–inclination relation for a sample of COSMOS pure disk galaxies at z ∼ 0.7 with an artificially redshifted sample of Sloan Digital Sky Survey (SDSS) disks well matched to the COSMOS sample in terms of rest-frame photometry and morphology, as well as their selection and analysis. The offset between the average surface brightness of face-on and edge-on disks in the redshifted SDSS sample matches that predicted by measurements of the optical depth of galactic disks in the nearby universe. In contrast, large disks at z ∼ 0.7 have a virtually flat surface brightness–inclination relation, suggesting that they are more opaque than their local counterparts. This could be explained by either an increased amount of optically thick material in disks at higher redshift or a different spatial distribution of the dust.

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1. INTRODUCTION

After a long-lasting controversy on whether galactic disks are optically thick or thin (e.g., Disney et al. 1989; Burstein et al. 1991), a consensus emerged during the last decade that disks in the local universe (1) behave like optically thick systems as far as integrated photometric properties in the ultraviolet (UV) and visual are concerned (e.g., Shao et al. 2007; Driver et al. 2007; Maller et al. 2009), while at the same time (2) peripheral and inter-arm regions in spiral galaxies are more transparent than spiral arms or the core of the disk (e.g., White et al. 2000; Holwerda et al. 2005, and references therein).

Beyond the nearby universe, observational constraints on the extinction in disk galaxies have been hard to obtain (see, e.g., the review by Calzetti 2001) as (1) some of the locally employed measurement techniques can only be gainfully applied over a limited redshift range (e.g., Holwerda et al. 2007); (2) the spectral energy distribution (SED) of distant galaxies between the UV and infrared (IR) is often only partially sampled; and (3) statistical tests—such as attenuation–inclination relations—could only be applied to fairly small samples (e.g., Lilly et al. 1998).

Pan-chromatic wide field surveys like COSMOS in principle provide both the necessary multi-wavelength information, as well as the means to select a statistically significant and (morphologically) well-defined sample of disk galaxies thanks to high-resolution Hubble Space Telescope (HST) imaging. Here we perform a comparative study of the surface brightness–inclination relation in a sample of local and distant (z ∼ 0.7) pure disk galaxies with the aim of testing if their average opacity has evolved in the past 6.5 Gyr. Our galaxy samples are described in Section 2, followed by results (Section 3) and conclusions (Section 4).

We adopt a concordance cosmology with Ωm = 0.25, ΩΛ + Ωm = 1, and H0 = 70 km s−1 Mpc−1. Magnitudes are given in the AB system of Oke (1974).

2. THE DISK SAMPLES

2.1. Strategy

A study of the opacity of distant disk galaxies that relies on structural information (e.g., surface brightness) requires both high-resolution imaging and a consistent sampling of rest-frame wavelengths. Avoiding so-called morphological K-corrections is especially important in view of, e.g., size gradients with color (e.g., de Jong 1996) and also because unrecognized bulge components can induce spurious signals in attenuation–inclination relations (Tuffs et al. 2004).

The limitation of COSMOS HST imaging to a single band (the F814W filter; see Scoville et al. 2007) prevents the construction of disk galaxy samples over a continuous redshift range. We hence resort to a comparative study, taking advantage of the fact that the central wavelength of the Sloan Digital Sky Survey (SDSS) g band matches the rest-frame wavelength of objects observed in the F814W filter at redshift z ∼ 0.7. By artificially redshifting local galaxies to z ∼ 0.7 (cf. Kampczyk et al. 2007) it becomes possible to directly compare the attenuation properties of distant disks to those in the nearby universe. Moreover, since our COSMOS disks and the redshifted local sample are well matched in terms of both photometric and morphological K-corrections, comparisons between the two data sets should eliminate systematic biases.

2.2. COSMOS Disks at 0.6 < z < 0.8

2.2.1. Morphological Measurements

The z ∼ 0.7 COSMOS disks used for the present analysis are selected from a complete sample of 55,324 galaxies with I ⩽ 22.5 listed in the Zurich Structure and Morphology Catalog v1.0 ("ZHSM catalog"; C. M. Carollo et al. 2010, in preparation). Morphological measurements are carried out on HST/Advanced Camera for Surveys (ACS) F814W (I-band) images with a pixel scale of 0farcs05 pixel−1 and a resolution of ∼0farcs1 (Koekemoer et al. 2007). 99.5% of all catalog entries have a classification as either "early type," "late type" or "irregular/peculiar" according to the Zurich Estimator of Structural Types (v1) algorithm (ZEST; Scarlata et al. 2007). Briefly, ZEST performs a principle component (PC) analysis on five non-parametric structural estimators: asymmetry A, concentration C, Gini coefficient G, second-order moment of the brightest 20% of the pixels associated with an individual galaxy, M20, and ellipticity epsilon. Late-type galaxies (ZEST CLASS = 2) are further divided into four bulgeness categories based on the distribution of Sérsic indices in the different regions of a three-dimensional PC space11 occupied by these galaxies.

The complete sample has also been modeled with single-component Sérsic (1968) profiles using the Gim2d package (Marleau & Simard 1998; Simard et al. 2002). We thus obtain total flux Ftot; semi-major axis half-light radius R1/2; ellipticity e = 1 − b/a (where a and b are the semi-major and semi-minor axes of the fitted Sérsic profile); and the value of the Sérsic index n (for details, see Sargent et al. 2007). For the current analysis, we will only use the recovered size and axis ratio, which are essential to estimating the surface brightness and orientation of our disks.

We select all COSMOS disk galaxies with a negligibly small bulge component (ZEST CLASS = 2.3; median Sérsic index $\overline{n}$ < 1) that are not candidates for being either spurious sources (flags JUNK > 0 and ACS_CLEAN = 0) or stars (flag STELLARITY > 0). This results in a sample of 6015 pure disks with I ⩽ 22.5 that are not located in an area where the COSMOS multi-wavelength photometry (cf. Section 2.2.2) is affected by charge bleeds from saturated stars.

2.2.2. Multi-wavelength Photometry and Redshift Estimates

The i+-band-selected COSMOS photometry catalog (Ilbert et al. 2009; P. Capak et al. 2010, in preparation) contains >500,000 sources with i < 25, is complete down to this magnitude, and provides point-spread function (PSF) matched (FWHM = 1farcs5) photometry in 30 broad, medium, and narrowband filters. The wavelength range covered by these observations extends from 1550 Å to 8 μm (Taniguchi et al. 2007; Capak et al. 2007; Sanders et al. 2007).

We cross-correlated the ZHSM catalog with the photometry catalog in order to obtain multi-wavelength and distance information for our disk galaxy sample. Straightforward positional matching using a search radius of 0farcs6 resulted in ground-based optical identifications for 1598 pure disk galaxies in the redshift range of interest, 0.6 < z < 0.8. Twenty-three of these were excluded because the association between ACS and ground-based candidates was not unique. Most of these ambiguous matches consist of two ACS objects being blended into a single source in the ground-based imaging.

Successfully matched disk galaxies generally have a photometric redshift estimated with the code Le Phare (Ilbert et al. 2009). The accuracy of the photometric redshifts was calibrated with more than 4000 high-confidence spectroscopic redshifts from zCOSMOS sources (Lilly et al. 2009) with i+ ⩽ 22.5. In this magnitude range and at z < 1.25, Ilbert et al. found that photo-z measurements have a dispersion of σ(Δz/(1 + z)) ≃ 0.007. Based on this statistically expected accuracy of the photometric redshifts, we exclude objects with uncertain photo-z values. To remain in the sample, the width of the photo-z probability distribution for a specific source must be <2σ of the dispersion. Thirty (∼2%) of the 1575 disks were rejected due to this criterion, leaving 1545 pure disk galaxies with good quality photometric redshifts 0.6 < z < 0.8 .

2.3. SDSS Reference Sample

Kampczyk et al. (2007) use SDSS g-band images of a volume-limited sample of local disk galaxies (median redshift z ∼ 0.02) to simulate the appearance of these galaxies in COSMOS ACS I-band images if redshifted to z ∼ 0.7. As mentioned in Section 2.1, the ACS F814W filter almost perfectly samples the rest-frame SDSS g band at this redshift. Furthermore, Kampczyk et al. (2007) account for effects of bandpass shifting, cosmological surface brightness dimming, changing spatial resolution, and increased noise. The simulations used here do not include luminosity evolution as its implementation is not straightforward (e.g., non-uniform brightening of galaxy pixels as conceivably caused by a dust component of unknown geometry and composition).

The SDSSz = 0.7 galaxies were processed in exactly the same way as the real COSMOS data. This not only applies to structural measurements and fits to the SED, but also to source detection with SExtractor (Bertin & Arnouts 1996) following the insertion of the simulated galaxies into COSMOS ACS pointings. In particular, the same SExtractor configuration parameters used to generate the original list of COSMOS ACS detections in Leauthaud et al. (2007) were adopted for the extraction of the SDSSz = 0.7 objects. About 6% of the SDSSz = 0.7 galaxies were not recovered by SExtractor. The success rate of the morphological measurements was 100%. We thus obtain a comparison sample of 75 pure disk galaxies that, after redshifting, are brighter than I = 22.5.

3. RESULTS

In the following, we consider the surface brightness–inclination relation in the rest-frame B band. This has the twofold advantage of bordering on the SED region (g band) sampled by our SDSS and COSMOS imaging, and of providing results that are readily comparable with predictions and previous findings in the literature.

The average surface brightness is obtained by distributing half (hence the second term in Equation (1)) of the total I-band flux over an ellipse with a semi-major axis R1/2 (in arcseconds). The semi-minor axis follows from the Gim2d value of the axis ratio:

Equation (1)

The K-correction KF814W,B(z) is determined using the best-fit SED in the template library of the ZEBRA package (Feldmann et al. 2006). The relation between μ(B) and that of the system when viewed face-on (μfo) is often parameterized as

Equation (2)

Here i is the inclination angle (i = 0 for face-on and π/2 for edge-on systems). The amount of attenuation is parameterized by the opacity constant C which ranges from unity for transparent disks to zero for opaque disks. For a non-zero C, the apparent surface brightness of an inclined disk is thus always more intense than in the face-on object.

The distribution of axis ratios b/a can be an indication of the opacity of disks (e.g., Jones et al. 1996). In Figure 1, we plot the axis ratios for our COSMOS disks (right ) and the SDSSz = 0.7 sample (left ). Instances of b/a ∼ 1 and 0 are rare due to intrinsic disk ellipticity (Ryden 2004) and the finite thickness of edge-on systems. A one-sided Kolmogorov–Smirnov (K–S) test indicates that—within the errors shown—there is a non-negligible probability that the measured axis ratios in the entire samples are drawn from a flat distribution (SDSSz = 0.7: p = 0.19; COSMOS: p = 0.16), as illustrated by the cumulative distribution function (CDF) crossing both panels on an approximate diagonal. Figure 1 also shows the histograms (in gray) of b/a for the subset of disks with physical half-light radii r1/2 ⩾ 5 kpc. We introduce this restriction in order to obtain a complete12 sample of disks for the final analysis. While the axis ratio distribution of large SDSSz = 0.7 disks remains flat (K–S probability p = 0.99), that of the corresponding COSMOS population is skewed toward elongated objects (p < 10−5 for the distribution being flat). The different behavior hints at opacity variations which we quantify in the following paragraph.

Figure 1.

Figure 1. Distribution of axis ratios b/a for pure disk galaxies at 0.6 ⩽ z < 0.8 in the COSMOS field (right ) and SDSSz = 0.7 disks (left ). The histograms are normalized to the total number of galaxies in the two samples. The distributions of axis ratios of disks with r1/2 ⩾ 5 kpc are indicated in gray. The upper axis shows the correspondence between inclination i and axis ratio b/a. The CDF of axis ratios in the total disk population is plotted with a solid black line (see the scale at right). Dashed lines delimit the associated 99% confidence region.

Standard image High-resolution image

Axis ratios are related to inclination (see also the scale along the upper edge of Figure 1) by the Hubble (1926) formula:

Equation (3)

with (b/a)min = 0.15, in keeping with measurements of the minimal flattening in late-type spirals (e.g., Guthrie 1992; Yuan & Zhu 2004).

We present the surface brightness–inclination relation for large SDSSz = 0.7 and COSMOS disks (51 and 611 objects, respectively) in Figure 2. The error bars on the median surface brightness values in bins of increasing inclination (see also Table 1) span the 95% confidence region, estimated with Ncos(i)× 100 bootstrap realizations (Ncos(i) is the number of disks in a given bin of inclination). The uncertainties on the COSMOS median are significantly smaller, in agreement with the expectation that they should scale roughly as ${1/\sqrt{N_{{\rm cos}(i)}}}$.

Figure 2.

Figure 2. Rest-frame B-band surface brightness–inclination relation for large (r1/2 ⩾ 5 kpc) artificially redshifted local disk galaxies (left) and observed large disks at z ∼ 0.7 (right). Dotted lines: median surface brightness averaged over all inclinations. Black circles: median surface brightness and inclination in discrete bins of inclination (error bars span the 95% confidence interval). Red lines represent the best-fitting surface brightness–inclination relation in Equation (2) for local and z ∼ 0.7 disks. On the left, the blue line shows the prediction by Möllenhoff et al. (2006) based on the mean B-band opacity of local spiral disks in the Millennium Galaxy Catalogue (τfoB = 3.8 ± 0.7; Driver et al. 2007).

Standard image High-resolution image

Table 1. Median Values of Inclination (Column 2) and of the Associated Average Rest-frame B-band Surface Brightness (Column 3; cf. also Figure 2)a

Sample/Redshift $1-\overline{{\rm cos}(i)}$ $\overline{\mu }(B)$
SDSSz = 0.7 0.148+0.062−0.018 22.237+0.082−0.511
  0.310+0.058−0.036 21.866+0.269−0.187
  0.551+0.034−0.037 21.728+0.213−0.307
  0.793+0.058−0.018 21.432+0.393−0.165
COSMOS 0.212+0.021−0.019 21.281+0.138−0.142
(z ∼ 0.7) 0.438+0.018−0.015 21.110+0.054−0.078
  0.603+0.013−0.018 21.031+0.073−0.087
  0.746+0.007−0.009 21.042+0.082−0.070
  0.883+0.017−0.018 21.109+0.089−0.102

Note. aErrors span the 95% confidence interval.

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The dashed blue line in Figure 2 (left ) marks the surface brightness–inclination relation for a B-band central face-on optical depth of τfoB = 3.8, the average opacity of nearby disks recently determined by Driver et al. (2007). The plotted line is taken from the predictions13 of Möllenhoff et al. (2006), based on radiative transfer models of stable local disks (Popescu et al. 2000; Tuffs et al. 2004). The good agreement with our measurements demonstrates that we correctly recover the attenuation properties of local disks even when they are redshifted to z ∼ 0.7.

We now determine the average correction between face-on and observed surface brightness. At first sight, Figure 2 might suggest that—within uncertainties—the surface brightness–inclination relation is flat both for SDSSz = 0.7 and COSMOS disks (see the dotted horizontal line marking the global surface brightness average). However, as we will now show, the opacity constants describing local and z ∼ 0.7 disks turn out to be significantly different.

To properly account for strongly asymmetric error bars (see Figure 2), we interpret the distribution of bootstrapped medians as a probability distribution and accordingly draw pairs of medians ($\overline{{\rm cos}(i)}$, $\overline{\mu }(B)$) in all bins of inclination. We then fit Equation (2) to each of the sets of resampled medians and subsequently locate the peak of the resulting distributions of the free parameters C and μfo.

Figure 3 (main window) shows the best-fitting parameter pairs (〈μfo(B)〉, C) from 10,000 realizations. The cores of the point clouds are highlighted with (smoothed) equal density contours that enclose 68%, 90%, and 95% of the points. By projecting the scatter plots along the vertical and horizontal axes, we obtain 95% confidence intervals14 for the free parameters 〈μfo(B)〉 and C for the local and high-z disk samples (Table 2). The average surface brightness of face-on disks, 〈μfo(B)〉, increases by ∼1 mag between z ∼ 0 and 0.7 (see also Lilly et al. 1998; Barden et al. 2005). For the opacity constant we find C(z ∼ 0.7) ∈ [0.18, 0.62] and C(z ∼ 0) ∈ [0.01, 0.13], and for the most probable values15 C(z ∼ 0) = 0.47 and C(z ∼ 0.7) = 0.07. The corresponding surface brightness–inclination dependence (Equation (2)) is indicated in red in Figure 2.

Figure 3.

Figure 3. Distribution of the best-fit parameter pairs (〈μfo(B)〉, C) in Equation (2), obtained by repeated fits to the resampled data in Table 1 (see the text for details). Light gray and dark gray are used for the low- and high-redshift samples, respectively, as in Figure 2. The contours in the main window are isopycnics enclosing 95%, 90%, and 68% of the points. The panels along the edges of the figure show the projected distributions of average face-on surface brightness in the B band, 〈μfo(B)〉 (top ), and of the opacity constant C (right).

Standard image High-resolution image

Table 2. Favored Values (cf. Figure 3) of the Free Parameters 〈μfo(B)〉 and C in the Surface Brightness–Inclination Relation of Equation (2)a

Sample/Redshift 〈μfo(B)〉 C
SDSSz = 0.7 22.172+0.158−0.339 0.465+0.158−0.281
COSMOS (z ∼ 0.7) 21.168+0.091−0.086 0.065+0.060−0.061

Note. aErrors span the 95% confidence interval.

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We note that by using the "unbrightened" sample of Kampczyk et al. (2007; see Section 2.3) only the most luminous local disks satisfy the selection criterion I ⩽ 22.5 when redshifted to z ∼ 0.7. The general luminosity evolution of the disk galaxy population (e.g., Scarlata et al. 2007) implies that only the brightest COSMOS disks at 0.6 < z < 0.8 have masses similar to those of the SDSSz = 0.7 sample. As the degree of extinction depends on the amount of attenuating material (e.g., Masters et al. 2010), this could be partly responsible for the derived difference in the opacity constant C. We can generate a sample of COSMOS disks that, to first order, have masses similar to the SDSSz = 0.7 galaxies by brightening the selection limit for COSMOS galaxies by ∼Δz magnitudes to I ≈ 21.8. This restriction does not change our finding of a nearly flat (C(z ∼ 0.7) = 0.05+0.08−0.14, in this case) surface brightness–inclination relation at z ∼ 0.7.

4. CONCLUSIONS

We have investigated the average opacity of distant (0.6 < z < 0.8) COSMOS spiral galaxies by direct comparison with local disks artificially redshifted to z ∼ 0.7. The outcome of inclination-based attenuation measurements is susceptible to selection effects (e.g., Davies et al. 1993; Jones et al. 1996). By processing our two samples identically and by applying a morphologically and photometrically consistent sample selection, we have taken the necessary precautions to reduce such systematic biases. We recover the expected surface brightness–inclination relation for nearby disks even after the simulated shift to z ∼ 0.7 (in the parameterization of Equation (2) this implies an opacity constant C(z ∼ 0) = 0.47+0.16−0.28). For high-z COSMOS disks, a significantly lower value of C(z ∼ 0.7) = 0.07 ± 0.06 is found, implying, on average, a nearly constant relation between surface brightness and inclination as is expected for optically thick spiral galaxies.

Previous studies suggest that the extinction laws in star-forming galaxies at similar redshifts as our COSMOS sample do not differ strongly from those in local systems (e.g., Conroy 2010 or Calzetti 2001, and references therein). It thus seems unlikely that the increased opacity of our z ∼ 0.7 COSMOS disks is due to a different chemical composition of the dust. Given that our low- and high-z disk samples have similar luminosities we can also rule out that the evolution is due to the locally observed scaling of dust opacity with the blue luminosity of galaxies (Wang & Heckman 1996).

Other possible explanations for the flat surface brightness–inclination relation at z ∼ 0.7 are the presence of more attenuating material or a different spatial arrangement thereof. Evidence that both factors might contribute exists: Genzel et al. (2008) report stronger turbulent motion in disk-like systems at high redshift that could increase the scale height of the dust, and recent measurements of molecular line emission in typical late-type galaxies at z ∼ 1.5 have revealed large gas fractions in excess of 50% of the baryonic mass (Daddi et al. 2010). The measurements presented here are not sufficient to infer the relative importance of such potential contributions. Additional constraints from complementary measurements or different wavelength regions are thus indispensable to determine the causes for the opacity evolution we observe between z ∼ 0 and 0.7.

We gratefully acknowledge the anonymous referee's helpful suggestions and the contribution of the COSMOS collaboration and its more than 100 scientists worldwide. P.K., P.A.O., C.S., and M.T.S. acknowledge support from the Swiss National Science Foundation. This research was also financed by DFG grant SCHI 536/3-2. The HST COSMOS Treasury program was supported through NASA grant HST-GO-09822.

Facilities: HST (ACS) - Hubble Space Telescope satellite, Subaru (SuprimeCam) - Subaru Telescope

Footnotes

  • 11 

    The ZEST classification scheme reduces the initially five-dimensional space of structural parameters to three dimensions. The axes defining the new metric are linear combinations of A, C, G, M20, and epsilon, and correspond to the three dominant PCs. They represent 92% of the variance in the data set.

  • 12 

    The threshold of 5 kpc corresponds to the minimal size at z ∼ 0.7 which ensures that the selection limit in magnitude (I = 22.5) can be reached for the entire range of "normal" surface brightness values (i.e., neglecting likely rare very low surface brightness disks); see Lilly et al. (1998) and Sargent et al. (2007).

  • 13 

    The fact that our pure disks are fit by a single Sérsic component implies that average and central surface brightness μ0(B) are related by a constant offset (see, e.g., Graham & Driver 2005). The predictions of Möllenhoff et al. (2006) for the inclination dependence of $\overline{\mu _0}(B)$ can thus be meaningfully compared to our findings.

  • 14 

    Note that the 95% confidence limits include the diffuse cloud of outliers at 〈μfo(B)〉 ≈ 21.8 (Figure 3), occurring as a result of small number statistics in the first and last SDSSz = 0.7 inclination bins.

  • 15 

    The evolution of the opacity constant C is not brought about by differing distributions of axis ratios in the two samples. Resampling the surface brightness values measured for large COSMOS disks according to the distribution of b/a in the SDSSz = 0.7 sample also results in a flat surface brightness–inclination relation at z ∼ 0.7.

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10.1088/2041-8205/714/1/L113