ABSTRACT
We present an analysis of an occulting galaxy pair, serendipitously discovered in the ACS Nearby Galaxy Survey Treasury observations of NGC 253 taken with the Hubble Space Telescope's (HST) Advanced Camera for Surveys in F475W, F606W, and F814W (SDSS − g, broad V, and I). The foreground disk system (at z ⩽ 0.06) shows a dusty disk much more extended than the starlight, with spiral lanes seen in extinction out to 1.5 R25, approximately 6 half-light radii. This pair is the first where extinction can be mapped reliably out to this distance from the center. The spiral arms of the extended dust disk show typical extinction values of AF475W ∼ 0.25, AF606W ∼ 0.25, and AF814W ∼ 0.15. The extinction law inferred from these measures is similar to that of the local Milky Way, and we show that the smoothing effects of sampling at limited spatial resolution (<57 pc, in these data) flattens the observed function through mixing of regions with different extinction. This galaxy illustrates the diversity of dust distributions in spirals, and the limitations of adopting a single dust model for optically similar galaxies. The ideal geometry of this pair of overlapping galaxies and the high sampling of HST data make this data set ideal to analyze this pair with three separate approaches to overlapping galaxies: (1) a combined fit, rotating copies of both galaxies, (2) a simple flip of the background image, and (3) an estimate of the original fluxes for the individual galaxies based on reconstructions of their proper isophotes. We conclude that in the case of high-quality data such as these, isophotal models are to be preferred.
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1. INTRODUCTION
Dust absorbs starlight and re-emits it in the infrared, producing profound effects on the observed light of galaxies. The degree to which dust extinction affects observations of their stellar disks was a source of contention in the early 1990s (Disney et al. 1989; Valentijn 1990), but a consensus was soon reached; disks are semi-transparent within much of the optical radius, but with more opaque spiral arms (Davies & Burstein 1995). However, the radial extent, distribution, and evolution of the dust in spirals at large remain poorly known. While progress can be made using mid- and far-infrared emission from dust, such maps depends strongly on the availability of local dust heating sources, rather than solely the total amount of dust. As an alternative, one can map the extinction caused by dust directly, provided one can identify a suitable background source. The challenge is, therefore, to find a sufficiently smooth and known background light source with which to identify and characterize dust extinction in a foreground galaxy.
With a method proposed by White & Keel (1992), one can estimate the extinction, using cases where a foreground spiral is observed partially in front of a background galaxy. The few suitable galaxy pairs known at the time were studied with ground-based imaging (Andredakis & van der Kruit 1992; Berlind et al. 1997; Domingue et al. 1999; White et al. 2000), spectroscopy (Domingue et al. 2000), and subsequent Hubble Space Telescope (HST) observations (Keel & White 2001a, 2001b; Elmegreen et al. 2001). The fact that spiral disks are semitransparent, with more opaque spiral arms, is in part based on these studies and confirmed with distant galaxy counts through the disks of spirals (Holwerda et al. 2005a, 2005b, 2005c, 2005d, 2005e, 2007a, 2007d). The dust appears to be distributed in a fractal pattern and the extinction law in normal spirals is close to the Milky Way law, provided the extinction is measured on scales of 60 pc or less (Keel & White 2001a).
The occulting galaxy technique can be used to address outstanding questions about the distribution of dust-rich interstellar medium in spiral galaxies. First, what is the radial extent of dust in spirals? The interstellar matter (ISM) extends to large radii in the form of atomic hydrogen (Hi) but thus far there is little direct evidence of dust beyond the optical disk (de Vaucouleurs' R25). Some indications have been found however, partly through studies of the thermal emission by dust. For example, Nelson et al. (1998) stacked Infrared Astronomical Satellite (IRAS) profiles of hundreds of galaxies, and found dust emission beyond R25. Cuillandre et al. (2001) reported reddening in the outer parts of M31's Hi disk. Gordon et al. (2003) find that there is a second ring structure just outside R25 in M31, Regan et al. (2004) finds a similar ring in NGC 7321, and Hinz et al. (2006) present the best evidence to date in Spitzer data for a radially extended cold dust component in the dwarf UGC 10445. While the existing occulting-galaxy studies typically find dust scale lengths comparable to the optical starlight, the sample is too sparse to tell much about how the dust distribution might vary within the disk-galaxy population.
There is also indirect evidence of dust at large radii from observations of extended star formation in spiral disks. The existence of excess-ultraviolet (XUV) disks detected with GALEX (Gil de Paz et al. 2005; Thilker et al. 2005, 2007) suggests the presence of a cold molecular gas component at large radii, confined to spiral arms. This molecular component is also likely to host dust—suggesting that there may well be extinction at these large radii—at least in spiral structures.
The second question that can be addressed in occulting pairs is: how is the dust distributed spatially? For the inner parts of spiral disks the distribution of the dust-rich ISM is well traced by the emission observed with Spitzer (Dale et al. 2005, 2007; Draine et al. 2007). However, studies of warm dust leaves the structure of the cold ISM traced by dust unexplored over much of the Hi disk. In contrast, backlit dust can be detected independent of its temperature. In these regions, extinction studies that use occulting pairs are a reliable probe of the dust distribution. The size distribution of dust extinction can then be compared with the sizes of giant molecular clouds (Rosolowsky 2005).
The final outstanding question is how the opacity of spiral disks changes over time. There was more star formation at z ≈ 1 by an order of magnitude (Madau et al. 1998; Steidel et al. 1999; Giavalisco et al. 2004; Thompson et al. 2006; Hopkins 2007). The resulting increase in the gas phase metallicity should result in more dust and, consequently, in an increase in the average disk opacity with time. Some models suggest a peak in dust content and opacity at intermediate redshifts, as some galaxies exhaust their interstellar gas (Calzetti & Heckman 1999). Holwerda et al. (2007c) sought to address this using ideal (spiral/elliptical) occulting pairs from the Sloan Digital Sky Survey (SDSS). They estimate the disk radial opacity as a function of redshift to a redshift of z = 0.2 and find no evolution. With the HST, occulting pairs can be studied up to a redshift of z ∼ 1, provided a sufficient number of pairs can be found. Local pairs, such as the one presented here, serve as the local reference frame to interpret the more distant pairs and as a test of different methods for analyzing the extinction.
In this paper, we report on an occulting pair with nearly ideal geometry. The background galaxy (z = 0.06) is a spiral with a prominent, regular, and smooth bulge, which is partially occulted by a foreground spiral. The pair was serendipitously discovered in HST images from the Advanced Camera for Surveys (ACS) Nearby Galaxy Survey Treasury (ANGST) survey. We explore the radial and spatial distribution and the inferred extinction law of the dust in a smaller foreground spiral, which displays an extent of dust hitherto unseen in backlit galaxies. In Section 2 we present the data, in Section 3 the analysis and different approaches, and in Section 4 the optical depth estimates. We discuss the results and approaches in Section 5 and list our conclusions in Section 6.
2. DATA
The HST/ACS data were obtained for the ANGST (Dalcanton et al. 2007) as part of their observations of NGC 253 to characterize stellar populations as a function of radius (Figure 1). Data are in three filters: F475W, F606W, and F814W, corresponding approximately to SDSS − g, broad V, and I, respectively. Exposure times are 2256, 2283, and 2253 s, respectively. Figures 1 and 2 show a gray-scale and color composite of the three filters. The image shows clear dust structures associated with the foreground spiral, extending to (and slightly beyond) the center of the bulge of the background galaxy.
Figure 1. Position of our occulting pair with respect to NGC 253. The Digitized Sky Survey image of NGC 253 retrieved from NED. The blow-up is a gray-scale version of the color image, Figure 2.
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Standard image High-resolution imageFigure 2. RGB color composite of the pair with F475W for blue, F606W for green, and F814W for red. The RGB stars of the halo and disk of NGC 253 contaminate the foreground. The effect of the foreground galaxy's dust can be seen extending to the center of the central background galaxy. Image thanks to Zolt Levay of the Hubble Heritage Team.
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Standard image High-resolution imageThe background galaxy was catalogued as 2MASXJ00482185 −2507365 by the Two Micron All Sky Survey. Ratcliffe et al. (1998) give its redshift as z = 0.06. At this distance a single ACS pixel (0
05) corresponds to a physical scale of 57 pc, assuming h0 = 70 km s−1 Mpc−1. The redshift of the foreground companion spiral is not known, so we take z = 0.06 as an upper limit when computing physical scales within the foreground system.
3. ANALYSIS
To map the extinction in the foreground galaxy, we assume that the foreground and background galaxies are rotationally symmetric around their respective centers. This assumption holds well for ellipticals and generally well for grand-design spirals (with rotational symmetry rather than axisymmetry). Figure 3 shows a sketch of the method, where F and B indicate the unobscured flux due to the foreground and background galaxy, respectively. The flux in the overlap region comes from both galaxies, with the background galaxy dimmed by the opacity of the foreground disk with an optical depth τ: 〈F + Be−τ〉. Assuming appropriate symmetry, we can estimate the local optical depth using the flux from the overlap region and the corresponding point-symmetric sections in the foreground (F') and background (B') galaxy:

When the contribution from the foreground galaxy becomes negligible compared with the background galaxy (B ≫ F), this can be approximated by (White et al. 2000)

Figure 3. The occulting galaxy method. There are three flux measurements in the image: the overlap region (F + Be−τ), and the non-overlap parts of the background galaxy (B') and foreground galaxy (F'). The optical depth of the foreground galaxy in the overlap region is estimated from these three observed fluxes, assuming symmetry for both galaxies (B ≈ B', F ≈ F), from:
. If the background galaxy is much brighter than the foreground disk (B ≫ F), the optical depth estimate simplifies to
, as used in the case of method B. In the case of method A, the free parameters for the fit are the position angles of the rotated foreground and background galaxy (PAF, PAB ∼ 180) and the centers of both galaxies.
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Standard image High-resolution imageThe key step in this analysis is clearly estimating F and B at each location in the overlap region. Using this formalism, we consider three approaches, whose applicability depends on the geometry of the system and the data quality. The first approach (method A) is to rotate both background and foreground galaxies 180° and then subtract both from the original image, minimizing the residual image. The optical depth is then obtained separately from Equation (1) (see also Holwerda et al. 2007c). The second approach (method B) assumes the contribution of the foreground galaxy is negligible. The background galaxy is rotated by 180°, and the optical depth is obtained from the ratio of the original and rotated image in Equation (2). This method provides a lower limit to the opacity, because any foreground light will masquerade as background light, reducing the inferred extinction. The third option (method C) is to model the background galaxy with an appropriate isophotal model (e.g., with a Sérsic profile, or via elliptical fits to a set of isophotes), and then to estimate the galaxies' contributions (B' and F') from the model before estimating the optical depth from Equation (1) or (2).
The appropriate approach to analyze the dust structure of the foreground galaxy depends on the geometry of the pair. In the pair considered in this paper, we can use any of the three approaches because the background bulge completely dominates the flux in the outer overlap region of the foreground spiral, and there are large unobscured regions of both galaxies. Thus, we use these data to compare the performance of these three approaches. Using each of these, we will discuss the spatial extent, distribution of the extinction, and the inferred extinction law. For this pair, we expect methods B and C to give more reliable results, given that the assumption of axisymmetry is not as well justified for the outer regions of the foreground galaxy.
3.1. Method A: Fit Rotated Galaxies
To construct the extinction map with the first approach, we applied the method described in Holwerda et al. (2007c). First, we ran Source Extractor (Bertin & Arnouts 1996; Holwerda 2005) on the image to segment it into different objects. Those sections assigned to either galaxy are copied to be used in the fit. The script uses the central positions of the background and foreground galaxy and their rotation angles (PAB, PAF) as fit parameters to minimize the flux in the residual image after both rotated galaxies are subtracted from the original. If both galaxies are perfectly symmetric and there is no dust extinction at all, the residual image should have zero flux. Simply rotating copies of both galaxies and minimizing the flux in the overlap region can be effectively automated, enabling its application to many pairs. We applied separate fits in all three HST filters and the resulting optical depth maps are presented in Figure 4. The best-fit rotation angles were 180
67 and 180
74.
Figure 4. Optical depth maps in F475W, F606W, and F814W for the overlap region, indicated in the F475W-band negative image. The scale of the optical depth maps is matched to range from τ = 0 to 1. Each row of optical depth maps has been derived with the three different approaches (methods A, B, and C).
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Standard image High-resolution image3.2. Method B: Flipped Background Galaxy
For the second approach, we rotated the background galaxy 180° and constructed an optical depth image of the overlap region from the ratio between the original and the flipped image (Figure 4, second row). No fit was performed, and the center of the background galaxy was estimated visually. This approach is appropriate for a quick analysis, and can be done in cases where one has the luxury of a near-perfect geometry and a background galaxy that is both bright and smooth.
3.3. Method C: Isophotal Models
To estimate the underlying values of F and B, we used the stsdas ellipse and bmodel tasks to generate smooth models for both galaxies. First, the areas affected by the foreground galaxy were masked, and a set of elliptical isophotes were fit to the background galaxy. We then subtracted a noiseless realization of this mean profile, and modeled the foreground galaxy after masking off areas where absorption might be important, notably the overlap region and dark lanes in the background galaxy. The masking typically left more than 60% of each isophote. Subsequently, we subtracted the model of the foreground galaxy from the data, and refit the background galaxy. If some masked regions were missed in this first iteration, these are masked in a second iteration. Original images, background and foreground isophotal models, and the residual image are shown in Figure 5 for all three HST filters. We used the isophotal model galaxies to construct an optical depth map from Equation (1) using the model values for B' and F'. The resulting optical depth maps are presented in Figure 4.
Figure 5. Original image, background, and foreground isophotal model, and the residual image (the original image with both models subtracted) for the three HST filters, F475W, F606W, and F814W. Images are shown to the same logarithmic grayscale. In the residual images, the dust structures in the foreground and the spiral structure in the background galaxy stand out.
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Standard image High-resolution imageThe isophotal model fit gives an estimate of R25 for each galaxy (the radius at which the profile intercepts 25 mag arcsec−2 in F475W). The foreground galaxy's R25 occurs at 80 ± 1 pixels or 4
0 (4.5 kpc at z = 0.06).
4. OPTICAL DEPTH MAPS
To compare the different methods of deriving extinction, the optical depth maps for the overlap section are shown in Figure 4 for methods A, B, and C and filters F475W, F606W, and F814W. The full optical depth map from method C is shown in Figure 6 for comparison.
Figure 6. Optical depth maps in F475W, F606W, and F814W from method C for the pair. A nearly opaque spiral structure is visible extending out of the foreground spiral's disk. Near the center of the background galaxy, a second spiral arm is visible. The spiral pattern of the background galaxy is also visible in each map. The black rectangle in F606W is the extended aperture used to construct the radial profile in Figure 11. The apertures in the F814W map are the overlap region used for Figures 7, 10, and 11 and the check-apertures in Figure 8 to verify the zero point.
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Standard image High-resolution imageThe optical depth maps in Figure 4 have numerous features. Most noticeable is the clear presence of spiral arms. These features suggest that a cold, dense ISM does exist at larger radii, and that it remains concentrated in the spiral arms. Figure 4 shows little extinction in between the spiral features. These features are most prominent in F475W due to the increase in dust absorption at shorter wavelengths. In addition, the effect of substructure in the foreground disk is also the most profound in this filter. The F606W and F814W filters also show the dust structures, but at progressively smaller optical depths.
From Figure 4 it is clear that the automated fit approach has a significant drawback for this pair. Because of the many foreground stars associated with NGC 253 and the resolved structure in the foreground galaxy, using rotated images leads to artifacts in the resulting optical depth map. The other two approaches suffer much less from this effect. Because the bulge of the background galaxy is largely axisymmetric, methods B and C generally agree well, and the dark extended structures can be identified in both. Notably, the nearly opaque spiral arm can be seen in all three types of optical depth maps, independent of the method used.
4.1. Distribution of Extinction
To quantify the distribution of extinction seen in Figure 4, we plot in Figure 7 histograms of the optical depth in each pixel for all three filters and all three methods. The distribution of optical depths shows the broadest distribution of optical depth values in the F475W band and the narrowest in the F814W. It also shows that the median of the distributions shifts to lower values with redder filters. This effect is expected because the bluest band is the most affected by extinction. In each filter, the optical depth stays below 1, which is consistent with the paucity of molecular gas seen at large radii in nearby spirals.
Figure 7. Distribution of τF475W, τF606W, and τF814W in the overlap region indicated in Figure 4 for each of the approaches, methods A, B, and C.
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Standard image High-resolution imageMethod C shows no peak, and instead, the distribution of extinction rises smoothly toward zero. In contrast, for methods A and B, the distribution of optical depths peaks at τ = 0.25 for F475W and F606W and τ = 0.15 for the F814W band with method A having the most extreme extinction values due to the additional structure in the subtracted foreground galaxy.
This shift to higher optical depths can be explained by the construction of the background light model. Because methods A and B use the background galaxy itself, any dust structures in the background galaxy increase the inferred extinction distribution in the foreground galaxy. Method C is not affected by this contaminant due to the use of an isophotal light model.
4.1.1. Zero-point Check
We can verify that method C's extinction values are unaffected by the contamination of substructure by applying the same method to two apertures where we expect the mean extinction to be close to zero. Figure 8 shows the resulting distribution of optical depth values using method C for three apertures, one in the overlap region, and two in the mostly unobscured region (Figure 6). In both low-extinction apertures there is a clear and narrow peak at τ = 0. Similar plots for methods A and B also show a peak at τ = 0, however, with a wider distribution of values around zero. This wider spread of optical depth values around the zero point can be attributed to asymmetric structure in the background galaxy.
Figure 8. Optical depth histograms for F475W, F606W, and F814W from method C in the overlap aperture and two equal size apertures on the bulge of the background galaxy. Check apertures 1 and 2 (see Figure 6) are not completely devoid of the extinction signature of the foreground galaxy but show a clear peak at τ = 0 in each band.
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Standard image High-resolution imageUnlike for the unocculted regions, the distribution of extinctions for the occulted region is clearly skewed to significantly higher values. Comparing with the unobscured regions suggests that these higher extinction values in the overlap region are likely to be physical rather than an artifact of the background galaxy substructure.
4.1.2. Uncertainty Estimate
To obtain a simple estimate of the uncertainty in the optical depth values in method C, we shift the model background and foreground galaxy by a pixel in both x and y directions (x + 1, y + 1 and alternatively x − 1 and y − 1). Because asymmetry is one of the dominant sources of uncertainty in the occulting galaxy extinction measure, a shift of the center of these models is a straightforward way to estimate the uncertainty in method C's optical depth measurement. The fit of the center of these galaxies is unlikely to be off by more than a pixel. Figure 9 shows the differences between the optical depth map values in the overlap region in Figure 4. The change in optical depth as a result of a pixel shift is less than 0.05 mag. The uncertainty is less than the difference with method A or B (Figure 8) and it is likely of similar order as the uncertainty due to asymmetry in the general structure of both galaxies (see Figure 5).
Figure 9. Differences between optical depth from method C with those determined with shifted foreground and background galaxy models for F475W, F606W, and F814W (Top panels; x + 1, y + 1, bottom panels; x − 1, y − 1). The differences are smaller than the effects of structure in Method A (Figure 7).
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Standard image High-resolution image4.1.3. Exponential Fit to the Distribution of Extinctions
The distribution of extinction values is an essential prior to the Bayesian fits of SNIa lightcurve fits (see discussions in Wood-Vasey et al. 2007; Jha et al. 2007, their Appendix A). The Bayesian approach with an extinction prior was first used by Riess et al. (1996) and in much subsequent work. However, the well-known danger of using the extinction prior is that it may be in error and, thus, propagate systematic errors into the final distance estimate. The models by Hatano et al. (1998), Commins (2004), and Riello & Patat (2005) show that for late-type galaxies, the likelihood distribution for extinguished lines of sight follows an exponential function with a maximum at zero extinction:

The common exponential scale used is τ0 = 0.5 in Johnson V. Jha et al. (2007) use a series of Monte Carlo simulations to characterize the effect of a wrong prior, and conclude that it can result in a significant bias in the distance scale.
In Figure 10, we show the distribution of extinction values for method C, along with exponential fits to the positive values. The τ0 values decrease with wavelength as expected: τ0 is 0.28, 0.15, and 0.09 for F475W, F606W, and F814W, respectively. These decay rates are much smaller than the value of 0.5 commonly used as the SNIa prior. Moreover, the distributions do not continue to rise as an exponential all the way to no extinction. The peak in distribution at zero extinction is smeared somewhat by measurement uncertainties. However, assuming that Equation (3) holds for all values of τ would lead one to overestimate the fraction of the disk that has low extinction values.
Figure 10. Optical depth histograms for F475W, F606W, and F814W from model C in the overlap aperture (see Figure 6) with a finer resolution than Figures 7 and 8. We fit
to the distribution (dashed line) for τ>0.1. The values of τ0 are 0.28, 0.15 and 0.09 for F475W, F606W, and F814W, respectively.
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Standard image High-resolution imageThe caveats are that the distribution we measure is not necessarily the same as the one that the SNeIa experiences. Our distribution is for the outskirts of a smaller late-type spiral and includes extinction by dust through the entirety of the disk's height, rather than for what one might expect for an embedded source. On the other hand, our area weighted measurement may be representative for a smooth distribution of sources, such as one might expect for an old population of SNIa precursors. An additional issue is the z-distributions of dust and the target objects. The three-dimensional distribution of SNIa then factors into how the extinction statistics should be used to form a prior. We hope to obtain a large sample of optical depth distributions in occulting pairs with HST data to further specify these distributions and their variance among spirals.
4.2. Radial Extent of the Dust Extinction
The most remarkable feature of this overlapping pair is the extraordinary radial extent of dust in the foreground spiral. Using the extinction maps in Figure 4, we examine the distribution of extinction values as a function of the projected radius from the center of the foreground galaxy. Figure 11 shows dust opacity versus radius for the overlap region shown in Figure 4, and for the larger range in radii both derived with method C (Figure 6). Starting at ∼3 disk half-light radii, where we have good statistical sampling, there is a reasonably steady decline of extinction until ∼6 half-light radii.
Figure 11. Top: the radial distribution of τF475W, τF606W, and τF814W in the optical depth map of the overlap region using method C (Figure 4). The radius is expressed as the effective radius (R50, the radius containing 50% of the light) of the foreground galaxy. The thick gray lines are the mean value of the radial profile. Bottom: The radial distribution of optical depth for the three different filters in the extended overlap region based on the optical depth map from method C. The profile extends to beyond the position of the background galaxy's center. Due to the large area with no extinction in this aperture it nearly averages out to zero but the combined effect of the spiral arms at R = 3R50 and 4R50 can be seen.
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Standard image High-resolution imageThe peak at 4 half-light radii (R = 4R50) in all three filters can be attributed to the spiral arm visible in the optical depth maps as a single dark feature in Figure 4, which crosses the azimuth of the brightest background light and is thus detected with high signal-to-noise ratio. The signal of two secondary spiral arms can be seen at 2.5 and 5.5 R50. At small radii, the extinction appears to decline. However, at these radii, we have few pixels and the most significant contribution from light emitted by the foreground spiral and the least flux by the background galaxy.
Figure 11 shows the radial plot that can reliably be derived over the entire background bulge using method C (Figure 6). Because we use a model light distribution for the background galaxy flux estimate rather than rotating the galaxy, the extinction profile can be extended to the far side of the center of the background galaxy. Figure 11 averages over a large section, and thus the mean value (dashed white line) emphasizes the R ∼ 4R50 extinction feature but averages out any smaller dust structures. The radial profile is similar to other radial extinction plots, for example those derived from the UV/Far-IR flux ratio by Boissier et al. (2004) or counts of distant galaxies in Holwerda et al. (2005b). However, this is the first on to be derived for a single galaxy using this technique.
Figure 12 shows the average radial profiles for overlap region in Figure 4 derived using all three methods. The differences in opacity at smaller radii between the three methods is due to the small coverage of the overlap region at ∼2R50 and the dominance of foreground galaxy structure at these radii in the case of method A. Methods B and C are generally in good agreement because the background bulge is reasonably symmetric. Structures such as the extinction in the foreground galaxy's spiral arms show up well with either method. Near the center of the foreground galaxy, method B is likely less accurate because the assumption that the flux from the background galaxy dominates (B ≫ F) and the use of Equation (2) is less valid. From Figure 12 we can conclude that all three methods agree well at the intermediate radii, but that closer to the center of the foreground galaxy, method A suffers from sampling effects and foreground structure and method B from the less dominant background flux. Hence, method C has the widest range of places where it is applicable in the foreground disk.
Figure 12. Average radial distribution of optical depth for the three different filters and the three different approaches, method A (solid), B (dotted), and C (dashed, same as the gray lines in Figure 4). The radius is expressed the effective radius (R50) of the foreground galaxy. Method A measures the highest optical depth profile, method B has trouble near the center of the foreground galaxy, and method C measures lower values than A or B.
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Standard image High-resolution image4.3. Observed Extinction Law
The extinction law can be characterized by its slope R as a function of wavelength. For a given reddening E(B − V) and extinction AV (= 1.086 ×τV), R is expressed as

This relation can be generalized to other wavelengths and bandpasses, such as those on the HST. We derive the values of R from the model given in Cardelli et al. (1989) for reference in Table 2. Figure 13 plots the values of AF475W and AF814W versus AF606W for the overlap region in Figure 4 for method C. There is a clear relation between the extinction values in the three filters, similar to the Milky Way extinction relation from Cardelli et al. (1989). The bootstrap mean and standard deviation of the AF475W/AF606W and AF606W/AF814W values for all three methods are in Table 2. The inferred R values are also listed.
Figure 13. Relation between AF606W vs. AF475W and AF814W for method C and derived from binned images (2 and 4 pixels, 120 and 240 pc, respectively). The black dotted lines are the Milky Way extinction law relation for the ACS filters calculated from Cardelli et al. (1989). The dashed lines are bootstrap mean ratios of the optically thin points (black). Negative or optically thick measurements are marked with gray points. The bootstrap mean values are in Table 2. There is a trend to lower values of R (a grayer relation) with greater sampling size.
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Standard image High-resolution imageTable 1. Basic Data on the Foreground and Background Galaxies in V
| Galaxy | R.A. (deg) | Decl. (deg) | mV (mag) | P.A. (deg) | Incl. (deg) | R50 (pixel) |
|---|---|---|---|---|---|---|
| Foreground | 12.088910 | −25.126517 | 18.15 | 66.7 | 29.2 | 21.1 |
| Background | 12.090799 | −25.126916 | 16.5 | −48.9 | 30.9 | 32.7 |
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Table 2. The Ratio of AF475W and AF814W Over AF606W and the Corresponding R Values
| Origin | AF475W/AF606W | AF475W/AF814W | RF475W-F606W | RF606W-F814W |
|---|---|---|---|---|
| CCM | 1.297641999 | 1.671395795 | 3.36 | 2.49 |
| Method A | 1.2 ± 0.01 | 1.4 ± 0.02 | 4.4 ± 0.24 | 2.3 ± 0.08 |
| Method B | 1.3 ± 0.01 | 1.5 ± 0.02 | 3.4 ± 0.14 | 2.1 ± 0.07 |
| Method C | 1.5 ± 0.02 | 1.3 ± 0.01 | 1.9 ± 0.07 | 3.6 ± 0.17 |
| Bin 2 (120 pc) | 1.5 ± 0.04 | 1.3 ± 0.02 | 2.0 ± 0.13 | 3.6 ± 0.24 |
| Bin 4 (240 pc) | 1.6 ± 0.06 | 1.3 ± 0.03 | 1.8 ± 0.20 | 3.9 ± 0.40 |
Notes. RF475W-F606W = AF606W/(AF475W − AF606W) and RF606W-F814W = AF606W/(AF606W − AF814W). The equivalent values for Cardelli et al. (1989) are given and those for the resampled Method C (Bins 2 and 4). The bootstrap mean and uncertainty are determined for the optically thin (A > 0, A < 1) values.
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One expects the observed relation to be grayer than the intrinsic grain properties would give, due to sampling effects at greater distance. If the typical pixel size covers large physical scales, lines of sight with different extinction values are combined into a single measurement. The lines of sight with lower extinction dominate the emerging light, biasing the color measurement toward less reddened values. This effect is increasingly effective at short wavelengths, and thus the observed extinction law turns gray. For the system studied here, each pixel covers an area of less than 57 × 57 pc, assuming the foreground galaxy is at the redshift of the background galaxy. Keel & White (2001a) report that the extinction law is grayer when sampled over physical scales greater than approximately 60 pc. Our consistency with the Milky Way extinction law in this pair is consistent with this conclusion.
In Figure 13, we use method C extinction map to explore the relation between the reddening-extinction relation and sampling, given that method C retrieves a reasonably well defined extinction law. We average the model and data over 2 × 2 and 4 × 4 pixels (0
1 and 0
2, respectively). The inferred R values for the averaged images are also listed in Table 2. There is a trend toward a grayer extinction law, as expected. From the inferred relation between extinction and filter, we can conclude that one is likely to see deviations from the Milky Way extinction law in external galaxies due solely to the effects of sampling. The critical point is when the extinction and color are measured, averaged over a physical scale greater than 60 pc.
5. DISCUSSION
This serendipitously discovered pair of occulting galaxies is in a nearly perfect geometry for the analysis of dust extinction. The other advantages are high-quality HST observations in three filters with long integration times. This particular pair is therefore ideal for constraining dust properties at larger radii as well as for testing three different approaches for analyzing occulting pairs.
The radial extent of the dust in the foreground disk is the most striking feature of the pair. In a part of the disk where there is barely any light from the foreground galaxy, there is significant structured extinction evident in the spiral arms, readily visible in the color image (Figure 2). At the corresponding radius on the other side of the disk, even these long exposures do not detect starlight, indicating that the cold dense ISM extends well past the optical limit of the disk. The presence of significant amounts of dust at these radii also suggests that substantial quantities of metals have been transported well outside the starforming regions, either through radial mixing or a galactic fountain.
If this is the typical size of a spiral's dusty ISM, it has implications for studies involving lines of sight to the distant universe (e.g., Trenti & Stiavelli 2006; Robaina & Cepa 2007) or computed SNIa rates (e.g., Hatano et al. 1998; Cappellaro et al. 1999; Goobar et al. 2002; Riello & Patat 2005; Mannucci et al. 2007). The typical optical depth at R25 is also critical for the Tully–Fisher relation in diameter-limited samples. From the inclination effects on large samples, it is commonly inferred that spiral disks are optically thin (τ ≪ 0.1) at this radius, but it depends greatly whether a spiral arm intersects R25, as it does in our foreground galaxy.
Spiral arms are easily identifiable in the optical depth maps in Figure 4 and in the radial profiles in Figure 11 notably the top panels. The width of the arms in the optical depth maps appears to be of the order of 0.5 R50 (0.6 kpc), with three arms showing in the radial plots between 2× and 6× R50. The typical value of opacity in the disk depends on the filter; the bluest filters, F475W and F606W, have a typical optical depths of 0.25, while in F814W it is 0.15 (Figure 7). The range in optical depth values becomes much larger in the spiral arms.
The extinction distribution in a spiral disk has wide implications for other observations of spiral galaxies, both nearby and at higher redshift. We find different distributions for our different methods, but method C seems the best constrained, and the extinction distribution rises smoothly to τ = 0 for method C. In the case of method C, the distribution can be well modeled with an exponential. Compared with the distribution of values commonly used for SNIa light curve fits, these fall off more steeply with increasing τ. More occulting pairs would be needed to accurately describe the distribution in just the spiral arms and over a range of Hubble types and redshifts. This distribution could then be used to form priors for the SNIa lightcurve fits.
5.1. Best Method
The best approach for analyzing an occulting pair depends very much on the type of pair and the quality of the data. For poorly resolved data, methods A and B are more attractive because their drawbacks—the effects of substructure—are less pronounced. The main attractions of methods A and B are the speed at which they can be applied. In the case of higher-resolution data, such as these HST images, methods B and C make more sense because there is enough information in the image to derive results. Method B does rely on the assumption that there is little flux from the foreground galaxy, which in this case only holds true at larger projected radii away from the foreground galaxy center. Method C allows us to estimate optical depth to higher radii and estimate the contribution by the foreground galaxy closer to the foreground's center. When the data quality permits, this technique is preferred.
None of the approaches we tested can be completely automated at present. All approaches require the position of an aperture in which to measure the optical depth in a poorly resolved pair. Method B's assumption needs to be validated and method C requires visual masking of sections affected by extinction or structure. We mostly automated method A for Holwerda et al. (2007c), and a new automated version of method C could be applied to occulting pairs of various galaxy types found by the GalaxyZOO project or at higher redshift HST surveys such as DEEP2 and COSMOS. In this case, a Sérsic model or isophotal profile of both galaxies would be part of the fit solution to the image of the pair.
6. CONCLUSIONS AND FUTURE WORK
From this occulting pair with a nearly ideal geometry, serendipitously imaged by the HST, we can learn the following.
- 1.
- 2.The distribution of optical depth values follows an exponential with scales of 0.28, 0.15, and 0.09 for F475W, F606W, and F814W, respectively (Figure 10). At lower optical values close to zero, the exponential distribution overpredicts this distribution some.
- 3.Measurable extinction extends to 6 half-light radii or well beyond the optical disk (1.5 R25) of the foreground spiral (Figure 11).
- 4.
- 5.
- 6.
- 7.All three approaches for measuring optical depth have their specific uses, and either method A or C could be used effectively for future automated analysis of large samples of occulting pairs.
- 8.If the data are of high enough quality, method C is to be preferred, because it introduces less noise. Asymmetry and substructure are the dominant sources of uncertainty in the other two methods (Section 5.1)
- 9.Due to the likely 30° inclination of the foreground spiral, the optical depths we measured are likely to be 15% higher than for a perfectly face-on geometry.
For future studies, one would need a very large sample, such as the 800 occulting pairs identified by the GalaxyZOO project (Raddick et al. 2007; Lintott & the GalaxyZOO team 2009) in the SDSS, or the many occulting pairs in high-redshift HST imaging surveys, such the Extended Groth Strip and COSMOS (Koekemoer et al. 2007). With such a large sample, the effect of inclination of the foreground disk on the observed optical depth and the evolution of optical depth since a redshift of one can be determined (Holwerda et al. 2007b, 2008).
The authors thank Ron Allen for useful discussions and Kristen Keener for her comments and edits. The authors thank Zolt Levay for Figure 2. W. C. Keel acknowledges support from a College Leadership Board faculty fellowship. J. J. Dalcanton and B. Williams were partially supported by a grant from NASA (GO-10915), through the Space Telescope Science Institute, which is operated by the Association of Universities for Research in Astronomy, Inc., under NASA contract NAS 5-26555. J. J. Dalcanton was partially supported by a Wyckoff Faculty Fellowship. Based on observations made with the NASA/ESA Hubble Space Telescope as part of program GO-10915, P. I. J. J. Dalcanton.












