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Bulge nn and B/TB/T in High Mass Galaxies: Constraints on the Origin of Bulges in Hierarchical Models

Tim Weinzirl11affiliation: Department of Astronomy, University of Texas at Austin, Austin, TX , Shardha Jogee11affiliation: Department of Astronomy, University of Texas at Austin, Austin, TX , Sadegh Khochfar22affiliation: Sub-Department of Astrophysics, University of Oxford, Denys Wilkinson Bldg., Keble Road, OX1 3RH, Oxford, UK 33affiliation: Max Planck Institut für extraterrestrische Physik, P.O Box 1312, D-85478 Garching, Germany , Andreas Burkert44affiliation: Universitäts-Sternwarte München, Scheinerstr. 1, 81679 München, Germany , John Kormendy11affiliation: Department of Astronomy, University of Texas at Austin, Austin, TX
Abstract

We use the bulge Sérsic index nn and bulge-to-total ratio (B/TB/T) to explore the fundamental question of how bulges form. We perform 2D2D bulge-disk-bar decomposition on HH-band images of 143 bright, high mass (M1.0×1010MM_{\star}\geq 1.0\times 10^{10}M_{\odot}) low-to-moderately inclined (i<70i<70^{\circ}) spirals. Our results are: (1) Our HH-band bar fraction (58%\sim 58\%) is consistent with that from ellipse fits. (2) 70% of the stellar mass is in disks, 10% in bars, and 20% in bulges. (3) A large fraction (\sim 69%) of bright spirals have B/TB/T\leq 0.2, and \sim 76% have low n2n\leq 2 bulges. These bulges exist in barred and unbarred galaxies across a wide range of Hubble types. (4) About 65% (68%) of bright spirals with n2n\leq 2 (B/T0.2B/T\leq 0.2) bulges host bars, suggesting a possible link between bars and bulges. (5) We compare the results with predictions from a set of Λ\LambdaCDM models. In the models, a high mass spiral can have a bulge with a present-day low B/TB/T\leq 0.2 only if it did not undergo a major merger since z2z\leq 2. The predicted fraction (\sim 1.6%) of high mass spirals, which have undergone a major merger since z4z\leq 4 and host a bulge with a present-day low B/T0.2B/T\leq 0.2, is a factor of over thirty smaller than the observed fraction (66%\sim 66\%) of high mass spirals with B/T0.2B/T\leq 0.2. Thus, contrary to common perception, bulges built via major mergers since z4z\leq 4 seriously fail to account for the bulges present in 66%\sim 66\% of high mass spirals. Most of these present-day low B/T0.2B/T\leq 0.2 bulges are likely to have been built by a combination of minor mergers and/or secular processes since z4z\leq 4.

galaxies: bulges — galaxies: evolution — galaxies: formation — galaxies: fundamental parameters — galaxies: interactions — galaxies: structure

1 Introduction

The formation of galaxies is a classic problem in astrophysics. Contemporary galaxy formation models combine the well-established Λ\Lambda Cold Dark Matter (Λ\LambdaCDM) cosmology, which describes behavior of dark matter on very large scales, with baryonic physics to model galaxy formation. In the early Universe, pockets of dark matter decoupled from the Hubble flow, collapsed into virialized halos, and then clustered hierarchically into larger structures. Meanwhile, gas aggregated in the interiors of the halos to form rotating disks, which are the building blocks of galaxies (Steinmetz & Navarro 2002; Cole et al. 2000). Such disks are typically destroyed during major mergers of galaxies with mass ratio M1/M2>1/4M_{1}/M_{2}>1/4 (e.g. Steinmetz & Navarro 2002; Naab & Burkert 2003; Burkert & Naab 2004; Mihos & Hernquist 1996). When the mass ratio is close to unity, the remnant is a spheroid with properties close to that of a classical bulge, namely a steep de Vaucouleurs r1/4r^{1/4} surface brightness profile and a high ratio of ordered-to-random motion (v/σv/\sigma). We shall return to this point in §\S 5. Within this hierarchical framework, the disk of spiral galaxies forms when gas of higher specific angular momentum subsequently accretes around the bulge (Steinmetz & Navarro 2002; Burkert & Naab 2004).

Λ\LambdaCDM-based simulations of galaxy formation face several challenges. One issue is the angular momentum problem; simulated galaxy disks have smaller scalelengths and, therefore, less specific angular momentum than their counterparts in nature (Navarro & Steinmetz 2000; Burkert & D’Onghia 2004; D’Onghia et al. 2006). A second issue is the problem of bulgeless or low bulge-to-total mass ratio (B/TB/T) spirals. Within the Λ\LambdaCDM paradigm, galaxies that had a past major merger at a time when its mass was a fairly large fraction of its present-day mass are expected to have a significant bulge with large B/TB/T and high Sérsic index. Depending on the merger history and hence the fraction of spiral galaxies that fulfill this criterion (see §\S 5.8) we can end up with a small or large fraction of present-day galaxies with low B/TB/T.

There is rising evidence that low B/TB/T and bulgeless galaxies are quite common in the local Universe, especially in low mass or late-type galaxies. Late-type Sd galaxies often harbor no bulge (Böker et al. 2002). Kautsch et al. (2006) and Barazza, Jogee & Marinova (2007, 2008) also find from the analysis of several thousand late-type SDSS galaxies that 15-20% of such disk galaxies out to z0.03z\sim 0.03 appear bulgeless. Of the 19 local galaxies (D<8D<8 Mpc) with circular velocity Vc>150V_{c}>150 km s-1, 11 (58%) have pseudobulges instead of merger-built classical bulges (Kormendy & Fisher 2008).

Theoretical work by Koda et al. (2007) conclude the survival of disk-dominated systems in a Λ\LambdaCDM universe is compatible with observational constraints provided classical bulges form only in mergers where M1/M2>0.3M_{1}/M_{2}>0.3 and the primary halo has virial velocity Vvir>55V_{vir}>55 km s-1.

Evidence also suggests that bulges with low B/TB/T and low Sérsic index nn may be common even in high mass and/or early-type spirals. Balcells et al. (2003) report that early-type disk galaxies tend to have n<n< 3 and often from 1 to 2. Laurikainen et al. (2007) find barred and unbarred early-type disk galaxies to have mean B/TB/T between 0.25 and 0.35, while later Hubble types have B/T<0.2B/T<0.2; they also find mean bulge Sérsic indices to be 2.5\sim 2.5 or less across the Hubble sequence. Graham & Worley (2008) report low B/DB/D ratios across the Hubble sequence based on bulge-disk decomposition of KK-band images of local spiral galaxies. They suggest that these low values are problematic for Λ\LambdaCDM simulations, but no quantitative assessment of the extent of the problems is presented.

These emerging statistics on the fraction of bulgeless (B/T0B/T\sim 0) galaxies, and galaxies with low B/TB/T and low nn bulges provide important first constraints. More work is needed to fully explore the the distribution of bulge properties in both high and low mass galaxies. In particular, we need to explore how the observed distributions of bulge B/TB/T and nn compare with the predictions from Λ\LambdaCDM-based simulations of galaxy evolution. To the best of our knowledge, few such quantitative comparisons have been attempted, so that it remains unclear how serious the problem of low B/TB/T galaxies is. This study is an attempt to derive robust observational constraints on bulge properties in high mass spirals and to attempt such a comparison with models.

Completely resolving the issue of low B/TB/T systems will require understanding the different types of bulges and their formation pathways. Bulges are commonly divided in several groups: classical bulges, boxy/peanut bulges, and ‘pseudobulges’ or disky bulges. Classical bulges are believed to be built by major mergers (M1/M21/4M_{1}/M_{2}\geq 1/4) and the associated violent relaxation of stars. They are associated with modest-to-high bulge Sérsic indices, in the range 2<n<62<n<6 (Hopkins et al. 2008; Springel et al. 2005; Robertson et al. 2006; §\S 5.8). Boxy/peanut bulges are believed to be the result of vertical resonances and buckling instabilities in bars, which are viewed at high inclination (Combes & Sanders 1981; Combes et al. 1990; Pfenniger & Norman 1990; Bureau & Athanassoula 2005; Athanassoula 2005; Martinez-Valpuesta et al. 2006). Pseudobulges or disky bulges are believed to form as a result of gas inflow into the central kiloparsec and subsequent star formation building a compact disky, high v/σv/\sigma stellar component (Kormendy 1993; Jogee 1999; Kormendy & Kennicutt 2004, hereafter KK04; Jogee, Scoville, & Kenney 2005; Athanassoula 2005; Kormendy & Fisher 2005). Pseudobulges tend to have a bulge n<2.5n<2.5 (Kormendy & Fisher 2005; Fisher & Drory 2008).

One possibility for the formation of disky bulges or pseudobulges is the idea of secular evolution (Kormendy 1993; KK04; Jogee, Scoville, & Kenney 2005), where a stellar bar or globally oval structure in a non-interacting galaxy drives the gas inflow into the inner kpc via shocks and gravitational torque. Another idea for building disky bulges is that the gas inflow into the inner kiloparsec is driven by external non-secular processes, such as tidal interaction and minor mergers. The gas inflow in such cases can be caused by a tidally induced non-axisymmetric feature, such as a bar (e.g., Quinn et al. 1993; Hernquist & Mihos 1995), and by tidal torques from the companion. The subsequent central star formation can still form a compact high v/σv/\sigma stellar component, akaaka a pseudobulge.

Throughout this paper, we avoid making any a priori assumptions about the origin of different types of bulges by simply referring to them according to their bulge Sérsic index nn or bulge-to-total mass ratio (B/TB/T). We consider bulges of high (nn\geq 4), intermediate (2<n<42<n<4) and low (n2n\leq 2) index, as well as those of low or high B/TB/T.

The structural properties of galaxy components, such as bulges, disks, and bars can be derived through the decomposition of the 2D2D light distribution, taking into account the PSF. Many early studies have performed only two component 2D2D bulge-disk decomposition (e.g., Allen et al. 2006; Byun & Freeman 1995; de Jong 1996; Simard 1998; Wadadekar et al. 1999), ignoring the contribution of the bar, even in strongly barred galaxies. However, recent work has shown that it is important to include the bar in 2D2D decomposition of barred galaxies, else the B/TB/T ratio can be artificially inflated, and bulge properties skewed (e.g., Laurikainen et al. 2005, 2007). Furthermore, since most (60%\geq 60\%) bright spiral galaxies are barred in the NIR (Eskridge et al. 2000; Laurikainen et al. 2004; Marinova & Jogee 2007, hereafter MJ07; Menendez-Delmestre et al. 2007), the inclusion of the bar is quite important. This has led to several recent studies, where 2D2D bulge-disk-bar decomposition are being performed (e.g. Laurikainen et al. 2007; Reese et al. 2007; Gadotti & Kauffmann 2007).

Another advantage of bulge-disk-bar decomposition over bulge-disk decomposition is that the former allows us to constrain the properties of the bar itself. Bars provide the most important internal mechanism for redistributing angular momentum in baryonic and dark matter components (e.g. Weinberg 1985; Debattista & Sellwood 1998, 2000; Athanassoula 2002; Berentzen, Shlosman, & Jogee 2006). They efficiently drive gas inflows into the central kpc, feed central starbursts (Elmegreen 1994; Knapen et al. 1995; Hunt & Malakan 1999; Jogee et al. 1999; Jogee, Scoville, & Kenney 2005; Jogee 2006) and lead to the formation of disky or pseudobulges (see above). Furthermore, the prominence of strong bars out to z1z\sim 1 over the last 8 Gyr (Jogee et al. 2004; Sheth et al. 2008) suggest that bars have been present over cosmological times and can shape the dynamical and secular evolution of disks. Thus, quantifying bar properties, such as the fractional light and mass ratio (Bar/TT), can yield insight into these processes.

In this paper, we constrain the properties of bulges and bars along the Hubble sequence, and compare our results with Λ\LambdaCDM-based simulations of galaxy evolution. In §\S 2, we define our complete sample of 143 bright (MB19.3M_{B}\leq-19.3) low-to-moderately inclined (i70i\leq 70^{\circ}) spirals from the Ohio State University Bright Spiral Galaxy Survey (OSUBSGS; Eskridge et al. 2002), which is widely used as the local reference sample for bright spirals by numerous studies (e.g., Eskridge et al. 2000; Block et al. 2002; Buta et al. 2005; MJ07 ; Laurikainen et al. 2004, 2007). In §\S 3, we perform 2D2D bulge-disk and bulge-disk-bar decompositions of HH-band images using GALFIT (Peng et al. 2002), and derive fractional light ratios (B/TB/T, Bar/TT, Disk/TT), as well as Sérsic indices and half light radii or scale lengths. Tests to verify the robustness of our decompositions are presented in §\S 4. In §\S 5, we present our results. Specifically, the total stellar mass present in bulges, disks, and bars is calculated (§\S 5.2). In §\S 5.3, the distribution of bulge Sérsic index nn and B/TB/T as a function of galaxy Hubble type and stellar mass is presented, and the surprising prevalence of bulges with low Sérsic index nn and low B/TB/T is established. A comparison with other works is presented in §\S 5.4. We examine how Bar/TT and bar fraction (the fraction barred disks) change as a function of host galaxy properties in §\S 5.5. In §\S 5.8, we compare our observed distribution of bulge B/TB/T and nn in high mass (M1.0×1010MM_{\star}\geq 1.0\times 10^{10}M_{\odot}) spirals with predictions from Λ\LambdaCDM cosmological semi-analytical models. §\S 6 summarizes our results.

2 Sample Properties

2.1 OSUBSGS

Our dataset is derived from the 182 HH-band images from the public data release of the Ohio State University Bright Spiral Galaxy Survey (OSUBSGS; Eskridge et al. 2002). These galaxies are a subset of the RC3 catalog that have mB12m_{B}\leq 12, Hubble types 0T90\leq T\leq 9 (S0/a to Sm), D256.5D_{25}\leq 6^{\prime}.5, and 80<δ<+50-80^{\circ}<\delta<+50^{\circ}. Imaging of OSUBSGS galaxies spans optical and near infrared (NIR) wavelengths with BVRJHKBVRJHK images available for most galaxies. OSUBSGS images were acquired on a wide range of telescopes with apertures ranging from 0.9-2.4m. The JHKJHK data were acquired with a variety of telescopes and detectors, but mainly with the 1.8 m Perkins reflector at Lowell Observatory and the CTIO 1.5 m telescope with the OSIRIS detector, having 18.5 micron pixels (Depoy et al. 1993). Pixel scale is dependent on the telescope and for these observations ranged between 11.50′′1-1.50^{\prime\prime}/pix. Exposure times were heterogeneous, but the total observing time per object was typically between 10-15 minutes in HH. The resulting limiting HH-band surface brightness is 20\sim 20 mag arcsec-2. The typical limiting surface brightnesses of the images 26\sim 26 mag arcsec-2 in BB-band and 20\sim 20 mag arcsec-2 in HH-band (Eskridge et al. 2002). The seeing depends on observing time and location. We find the HH-band images have seeing of 3′′\sim 3^{\prime\prime}.

We choose to use the NIR images rather than optical ones for several reasons. Firstly, NIR images are better tracers of the stellar mass than optical images, and the mass-to-light ratio is less affected by age or dust gradients. Secondly, obscuration by dust and SF are minimized in the NIR, compared to the optical. As the KK-band images are of poor quality, we settle on using the HH-band images.

The OSUBSGS is widely used as the local reference sample for bright spirals by numerous studies (e.g. Eskridge et al. 2000; Block et al. 2002; Buta et al. 2005; MJ07; Laurikainen et al. 2004, 2007). Thus, there are numerous complementary results that we can use or compare with. In particular, MJ07 have identified bars in this sample using quantitative criteria based on ellipse fitting, and characterized their sizes, position angles, and ellipticities.

OSUBSGS is a magnitude-limited survey with objects whose distances range up to 60\sim 60 Mpc. Faint galaxies are inevitably missed at larger distances, resulting in the absolute magnitude distribution in Figure 1. We compare the BB-band LF of this sample with a Schechter (Schechter 1976) LF (SLF) with Φ=5.488×103\Phi^{*}=5.488\times 10^{-3} Mpc-3, α=1.07\alpha=-1.07, and MB=20.5M^{*}_{B}=-20.5 (Efstathiou, Ellis & Peterson 1988) in Figure 2. The volume used to determine the number density in each magnitude bin is

Vmax=4π3dmax3(M),V_{max}=\frac{4\pi}{3}d^{3}_{max}(M), (1)

where

dmax(M)=101+0.2(mcM)d_{max}(M)=10^{1+0.2(m_{c}-M)} (2)

is the maximum distance out to which a galaxy of absolute magnitude MM can be observed given the cutoff magnitude mcm_{c}. If the SLF is representative of the true LF, then Figure 2 suggests that the OSUBSGS sample is seriously incomplete at MB>19.3M_{B}>-19.3, while at the brighter end (-19.3 to -23) the shape of its LF matches fairly well the SLF. We thus conclude that the sample is reasonably complete for bright (MB19.3M_{B}\leq-19.3 or LB>L_{B}> 0.33 LL^{*}) galaxies.

We exclude highly inclined (i>70i>70^{\circ}) galaxies for which structural decomposition does not yield accurate results. Thus, our final sample S1 consists of 143 bright (MB19.3M_{B}\leq-19.3) low-to-moderately inclined (i70i\leq 70^{\circ}) spirals with Hubble types mainly in the range S0/a to Sc (Figure 1). Of the 126 for which we could derive stellar masses (see §\S 2.2, most have stellar masses M1.0×1010MM_{\star}\geq 1.0\times 10^{10}M_{\odot} (Figure 3). Table 1 summarizes the morphologies, luminosities, and stellar masses of the sample. Note that there are few galaxies of late Hubble types (Scd or later) and we do not draw any conclusions on such systems from our study. In a future paper, we will tackle galaxies of lower mass and later Hubble types.

2.2 Stellar Masses

We derive global stellar masses for most of the OSUBSGS sample galaxies using the relation between stellar mass and rest-frame BVB-V color from Bell et al. (2003). Using population synthesis models, the latter study calculates stellar M/LM/L ratio as a function of color using functions of the form log10(M/L)=aλ+bλ×Color+Clog_{10}(M/L)=a_{\lambda}+b_{\lambda}\times Color+C, where aλa_{\lambda} and bλb_{\lambda} are bandpass dependent constants and C is a constant that depends on the stellar initial mass function (IMF). For the VV band Bell et al. (2003) find aλ=0.628a_{\lambda}=-0.628 and bλ=1.305b_{\lambda}=1.305; assuming a Kroupa (1993) IMF, they find C=0.10C=-0.10. This yields an expression for the stellar mass in MM_{\odot} for a given BVB-V color:

M=vlum100.628+1.305(BV)0.10,M_{\star}=v_{lum}10^{-0.628+1.305(B-V)-0.10}, (3)

where

vlum=100.4(V4.82).v_{lum}=10^{-0.4(V-4.82)}. (4)

Here, vlumv_{lum} is the luminosity parametrized in terms of absolute VV magnitude.

How reliable are stellar masses determined from this procedure? Clearly, the above relationship between MM_{\star} and BVB-V cannot apply to all galaxies, and must depend on the assumed stellar IMF, and range of ages, dust, and metallicity. However, it is encouraging to note that several studies (Bell et al. 2003; Drory et al. 2004; Salucci, Yegorova, & Drory 2008) find generally good agreement between masses based on broad-band colors and those from spectroscopic (e.g. Kauffmann et al. 2003) and dynamical (Drory et al. 2004) techniques. Typical errors are within a factor of two to three. Salucci et al. (2008) derive disk masses with both photometric and kinematic methods and find the two methods are equivalent on average. For a sample of 18, they find an rms scatter of 0.23 dex, while on an individual basis the deviation can be as high as 0.5 dex.

We used this relation to compute stellar masses for 126 of 143 (88%) objects. The remainder did not have BVB-V colors available in the Hyperleda database or RC3. The mass distribution is summarized in Figure 3. Individual masses are listed in Table 1. This sample of 126 galaxies is referenced henceforth as sample S2.

3 Method and Analysis

The structural properties of galaxy components, such as bulges, disks, and bars can be derived through the decomposition of the 2D light distribution, taking into account the PSF. There are several algorithms for 2D2D luminosity decomposition, including GIM2D (Simard et al. 2002), GALFIT (Peng et al. 2002), and BUDDA (de Souza et al. 2004). The latter two allow bulge-disk-bar decomposition, while the former only allows bulge-disk decomposition.

Most previous work has addressed 2D2D bulge-disk decomposition only. Allen et al. (2006), for example, performed bulge-disk decomposition of BB-band images with GIM2D on 10,095 galaxies from the Millennium Galaxy Catalog (Liske et al. 2003; Driver et al. 2005). However, recent work (e.g., Laurikainen et al. 2005; Graham & Balcells, in preparation) has shown that the B/TB/T ratio can be artificially inflated in a barred galaxy unless the bar component is included in the 2D2D decomposition. The fact that most (60%\geq 60\%) bright spiral galaxies are barred in the NIR (Eskridge et al. 2000; Laurikainen et al. 2004; MJ07; Menendez-Delmestre et al. 2007), further warrants the inclusion of the bar. Another advantage of bulge-disk-bar decomposition is that it allows us to constrain the properties of the bar itself, and to constrain scenarios of bar-driven evolution (see §\S 1).

Motivated by these considerations, several studies have tackled the problem of 2D2D bulge-disk-bar decomposition. Laurikainen et al. (2005, 2007) have developed a 2D2D multicomponent decomposition code designed to model bulges, disks, primary and secondary bars, and lenses; they apply Sérsic functions to bulges and use either Sérsic or Ferrers functions to describe bars and lenses. Reese et al. (2007) have written a non-parametric algorithm to model bars in 70\sim 70 II-band images. Gadotti & Kauffmann (2007) are performing 2D2D bulge-disk-bar and bulge-disk decomposition of 1000 barred and unbarred galaxies from SDSS with the BUDDA software.

In this study, we perform 2D2D two-component bulge-disk decomposition and three-component bulge-disk-bar decomposition of the OSUBSGS sample with GALFIT. We note that Laurikainen et al. (2007) have also performed bulge-disk-bar decomposition on the OSUBSGS sample. However, there are also important complementary differences between our study and theirs. The decomposition algorithm and tests on the robustness performed in our study are different (see §\S 3 and §\S 4). Furthermore, unlike Laurikainen et al. (2007), we also compare the bulge-to-total ratio (B/TB/T) with predictions from hierarchical models of galaxy evolution (§\S 5), and also present the distribution of bar-to-total ratio (Bar/TT).

3.1 Image Preparation

Running GALFIT on an image requires initial preparation. The desired fitting region and sky background must be known, and the PSF image, bad pixel mask (if needed), and pixel noise map must be generated. We addressed these issues as follows: (1) The GALFIT fitting region must be large enough to include the outer galaxy disk, as well as some sky region. Since cutting out empty regions of sky can drastically reduce GALFIT run-time, a balance was sought between including the entire galaxy and some decent sky region, while excluding large extraneous blank sky areas. (2) It is possible for GALFIT to fit the sky background, but this is not recommended. When the sky is a free parameter, the wings of the bulge Sérsic profile can become inappropriately extended, resulting in a Sérsic index that is too high. Sky backgrounds were measured separately and designated as fixed parameters; (3) GALFIT requires a PSF image to correct for seeing effects. Statistics of many stars in each frame can be used to determine an average PSF. However, many of our images contain merely a few stars. Instead, a high S/N star from each frame was used as a PSF. (4) We used ordered lists of pixel coordinates to make bad pixel masks, which are useful for blocking out bright stars and other image artifacts. (5) We had GALFIT internally calculate pixel noise maps for an image from the noise associated with each pixel. Noise values are determined from image header information concerning gain, read noise, exposure time, and the number of combined exposures.

3.2 Decomposition Steps

Figure 4 summarizes our method of decomposition, which we now detail. GALFIT requires initial guesses for each component it fits. It uses a Levenberg-Marquardt downhill-gradient algorithm to determine the minimum χ2\chi^{2} based on the input guesses. GALFIT continues iterating until the χ2\chi^{2} changes by less than 5e-04 for five iterations (Peng et al. 2002). We recognize that a drawback to any least-squares method is that a local minimum, rather than a global minimum, in χ2\chi^{2} space may be converged upon. We explore this possibility with multiple tests described in § 4. We adopted an iterative process, involving three separate invocations of GALFIT, to perform 1-component, 2-component, and 3-component decomposition:

  1. 1.

    Stage 1 (single Sérsic): In Stage 1, a single Sérsic component is fitted to the galaxy. This serves the purpose of measuring the total luminosity, which is conserved in later Stages, and the centroid of the galaxy, which is invariant in later fits.

  2. 2.

    Stage 2 (exponential plus Sérsic): In Stage 2, the image is fit with the sum of an exponential disk and a Sérsic component. During the Stage 2 fit, the disk b/ab/a and PAPA are held constant at values, which we take from the published ellipse fits of MJ07, as well as ellipse fits of our own. This procedure reduces the number of free parameters in the fit by fixing the disk b/ab/a and PAPA, which are easily measurable parameters. It also prevents GALFIT from confusing the disk and bar, and artificially stretching the disk along the bar PA in an attempt to mimic the bar. As initial guesses for the Sérsic component in Stage 2, the output of Stage 1 is used. The Sérsic component in Stage 2 usually represents the bulge, in which case Stage 2 corresponds to a standard bulge-disk decomposition.

    However, in a few rare cases, where the galaxy has just a bar and a disk, the Sérsic component in Stage 2 represents a bar. The latter is recognizable by a low Sérsic index and large half-light radius.

  3. 3.

    Stage 3 (exponential plus two Sérsic components): In Stage 3, a three-component model consisting of an exponential disk, a Sérsic bulge, and a Sérsic bar is fit. As suggested by Peng et al. (2002), the bar can be well described by an elongated, low-index Sérsic (n<1n<1) profile. As in Stage 2, the disk b/ab/a and PAPA are held constant at values predetermined from ellipse fits. We provide initial guesses for the bar b/ab/a and PAPA, based on ellipse fits of the images from MJ07 or analysis of the images in DS9. We provide GALFIT with input guesses for the bulge parameters, based on the output from Stage 2. In principle, it is also possible to generate reasonable guess parameters for the bulge and disk from a bulge-disk decomposition on a 1D1D profile taken along a select PA. As described in §\S 4.3, we also experiment with initial guesses derived in this way, and find that the final convergence solution is the same. We also note that GALFIT fixes the bulge b/ab/a and does not allow it to vary with radius, while real bulges may have a varying b/ab/a. We tested the impact of fixed and varying bulge b/ab/a on the derived B/TB/T (§\S 4.1) and find that there is no significant change in B/TB/T.

For objects with central point sources, the bulge Sérsic index in the Stage 2 and Stage 3 models can be inadvertently overestimated unless an extra nuclear component is added to the model. Balcells et al. (2003) note that for galaxies imaged both from the ground and HSTHST, the combination of unresolved central sources and seeing effects mimic high-index bulge Sérsic profiles in the ground images. Depending on sample and resolution, the frequency of central sources can range from 50% to 90% (Ravindranath et al. 2001; Böker et al. 2002; Balcells et al. 2003). Ravindranath et al. (2001) find a frequency of 50% in early type (E, S0, S0/a) galaxies, while Böker et al. (2002) measure a frequency of 75% for spirals with Hubble types Scd to Sm. Balcells et al. (2003) determine a frequency of 84% for S0-Sbc galaxies imaged with HSTHST. Our dataset most closely resembles the latter sample, so we might expect that, as an upper limit, a similar fraction of our galaxies will need to be corrected with an extra compact component.

We added point sources as third or fourth components to the initial models. For those cases where the model successfully converged with the extra component, the images were visually inspected to verify the presence of a central bright source. Sometimes, the model converged to significantly different and unreasonable parameters for all components. Other times, the model would converge to a very dim point source without changing any of the other model parameters. Where new model parameters were not unreasonable and not identical to the case without the point source, the new model was adopted. This was the case for 111 of 143 (78%) of our sample. The point sources contribute less than 1%, 3%, and 5% of the total luminosity 55%, 86%, and 95% of the time, respectively. As the point sources take up such a small fraction of the light distribution, their contribution is folded back into B/TB/T in all cases where a point source was modeled. Inclusion of the point source reduced bulge index by 0.8\sim 0.8 for both barred and unbarred galaxies. Such a change is expected based on the above discussion. The decline in bulge index caused a minor decrease in B/TB/T; on the mean, this change was 1.04% for barred galaxies and 0.32% for unbarred galaxies. For barred galaxies, this light most primarily added to D/TD/T rather than Bar/TT.

It is important to recognize the physical significance of the added nuclear components. We began by determining which objects show evidence for AGN activity. The sample was checked against the catalog of Ho et al. (1997), the Véron Catalog of Quasars & AGN, 12th Edition (Véron-Cetty & Véron 2006), and NED. Of the 111 objects fit with point sources, 43 (39%) contain AGN. An additional 20 (18%) possess HII nuclei according to Ho et al. (1997) and visibly show bright compact nuclei. The remaining 48 (43%) probably contain neither AGN nor HII nuclei, but could house nuclear star clusters. For these objects, we visually inspected the images to ensure there was a bright compact source at the center. We are confident that the fitted point source components have physical counterparts in the data images.

GALFIT also allows a diskiness/boxiness parameter to be added to any Sérsic or exponential profile. We did not use this parameter for any bulge or disk profiles. Bars in general have boxy isophotes, and we could have included the diskiness/boxiness parameter in the bar profiles. However, it was found that adding boxiness to the bar did not change any model parameters, including fractional luminosities B/TB/T, D/TD/T, and Bar/TT, by more than a small percentage, even though the appearance of the residual images improved in some cases due to the change in bar shape. Consequently, we chose to neglect bar boxiness altogether.

3.3 Choosing the Best Fit Between Stage 2 and Stage 3

All objects in our sample were subjected to Stages 1, 2, and 3. Depending on whether a galaxy with a bulge is unbarred or barred, its best fit should be taken from the Stage 2 bulge-disk decomposition or the Stage 3 bulge-disk-bar decomposition, respectively. For objects with prominent bars, it is obvious that the Stage 3 model provides the best fit. However, it is more difficult to decide between Stage 2 versus Stage 3 fits in galaxies which host weak bars with no strong visual signature. In practice, we therefore applied the set of criteria below to each galaxy in order to select between the Stage 2 bulge-disk decomposition and Stage 3 bulge-disk-bar decomposition. Table 1 lists the model chosen for each galaxy. Table 2 summarizes the model parameters from the best fits.

For completeness, we note that for the few rare galaxies (see §\S 3.2) that have just a bar and a disk, the choice of a final solution is between the Stage 2 bar-disk decomposition and Stage 3 bulge-disk-bar decomposition. The same guidelines below can be used to identify the best model.

  1. 1.

    GALFIT calculates a χ2\chi^{2} and χν2\chi^{2}_{\nu} for each model. It was found that χ2\chi^{2} almost universally declines between the Stage 2 and Stage 3 fits for a given object. This is because in the Stage 3 fit, five extra free parameters (bar luminosity, rer_{e}, Sérsic index, b/ab/a, and PAPA) are added with the Sérsic bar component, allowing GALFIT to almost always make a lower χ2\chi^{2} model during Stage 3. However, this does not necessarily mean that the solution in Stage 3 is more correct physically. Thus, an increasing χ2\chi^{2} was interpreted as a sign that the Stage 3 fit should not be adopted, but a decreasing χ2\chi^{2} was not considered as a sufficient condition to adopt Stage 3.

  2. 2.

    In cases with prominent bars, a symmetric light distribution due to unsubtracted bar light was often found in the Stage 1 and Stage 2 bulge-disk residuals. This was strong evidence that the Stage 3 bulge-disk-bar fit be selected. NGC 4643 is shown in Figure 5 because it has a particularly striking bar residual; the corresponding fit parameters appear in Table 3. Note that in all figures and tables, we adopt the convention that PA values are positive/negative if they are measured from North counterclockwise/clockwise.

  3. 3.

    The Stage 2 and Stage 3 models were selected only so long as the model parameters were all well behaved. In unbarred galaxies, the Stage 3 model parameters might be unphysically large or small, in which case the Stage 2 fit was favored. Conversely, in galaxies with prominent bars, the bulge component of the Stage 2 bulge-disk fit tends to grow too extended in size. Addition of a bar in the Stage 3 bulge-disk-bar fit removes this artifact, giving a more physical solution. An extreme example of this situation is the barred galaxy NGC 4548, which has a prominent bar and a faint disk. The Stage 2 fit, based on a Sérsic bulge and exponential disk, is highly inadequate to describe the bulge, disk, and the bar because it leads to an extremely extended bulge. The Stage 3 bulge-disk-bar fit, however, yields a believable fit with a prominent bar. The results of Stage 1, Stage 2, and Stage 3 are displayed in Figure 6 and Table 4.

  4. 4.

    Not all barred galaxies had unphysical Stage 2 models. Instead, the bulge could be stretched along the PAPA of the bar, giving the bulge a lower Sérsic index and larger effective radius. A Stage 3 model that returned the bulge to a size and shape more representative of the input image was favored over the Stage 2 fit. Figure 7 and Table 5 demonstrate this behavior in NGC 4902. We distinguish this effect from cases like NGC 4548 (Figure 6 and Table 4) where the Stage 2 fit is completely wrong.

  5. 5.

    In cases where there was no bar, GALFIT can sometimes be enticed into fitting a bar to any existing spiral arms, rings, or the clumpy disks of late-type spirals. Stage 3 fits in these cases could be discarded by noting the resulting discrepancies in appearance between the galaxy images and the Stage 3 model images. Examples of false bars are shown in Figure 8.

After fitting the whole sample and picking the best fit from either the Stage 2 bulge-disk decomposition or the Stage 3 bulge-disk-bar decomposition, we also performed the following extra tests. For our sample S1 of 143 bright (MB19.3M_{B}\leq-19.3) low-to-moderately inclined (i70i\leq 70^{\circ}) spirals in the OSUBSGS survey, we determine the fraction (75 of 143 or 52%\sim 52\%) of spiral galaxies where a bulge-disk-bar decomposition was picked as the best fit for the HH-band image. There are also eight galaxies with pure bar-disk fits. The HH-band bar fraction, which is defined as the fraction of disk galaxies that are barred, is therefore 58.0±4.13%58.0\pm 4.13\% (83 of 143). We then compared our results (58.0%±4.13%58.0\%\pm 4.13\%) with the HH-band bar fraction (60%) determined from ellipse fits of the OSUBSGS sample by MJ07, with a slightly more conservative inclination cut (i60i\leq 60^{\circ}). The two numbers are in excellent agreement. As a further check to our fits, we compare the bar and unbarred classification for individual galaxies from our fits with those from MJ07, which were based on ellipse fits. Of the 73 galaxies that we classify as barred, and that are mutually fitted by MJ07, 54 (74%) are also classified as barred by MJ07. The remaining 19 (26%) galaxies are mainly weakly barred (with Bar/TT below 0.08). Their RC3 optical types are weakly barred AB (10), barred B (7), and unbarred A (2).

In most previous bulge-disk and bulge-disk-bar 2D2D decomposition, the issue of parameter coupling and the systematic exploration of local versus global minima in χ2\chi^{2} have been ignored. Quantifying how the parameters are coupled is important in measuring error bars for the model parameters. With 2D2D models containing several free parameters, this is not an easy task. Although we also do not address this problem in rigorous detail, we describe in § 4.4 simple test that explores parameter coupling in our models.

4 Extra Tests to Verify Correctness of Fits

4.1 Varying b/ab/a as a Function of Radius

Models generated with GALFIT do not allow the b/ab/a of the bulge, disk, or bar to vary with radius. Since real bulges may have a varying b/ab/a, it is legitimate to investigate the impact of fixing the bulge b/ab/a on the estimated B/TB/T. We therefore performed the following test on NGC 4548. To mimic a model bulge of varying b/ab/a, we fitted the bulge light of NGC 4548 with ten concentric Sérsic profiles of increasing rer_{e} and varying b/ab/a. The rer_{e} of the outermost profile comes from the original bulge model (see Table 4) where b/ab/a was kept constant with radius. The separation in rer_{e} between adjacent profiles is 0.5 pixels (0.75”). The luminosity, Sérsic index, b/ab/a, and PAPA of each profile were free parameters. The disk and bar components were fixed to the values in Table 4, as the emphasis was on the change in the bulge.

Figure 9 compares the B/TB/T obtained by fitting the bulge of NGC 4548 with a Sérsic model of constant b/ab/a as opposed to a Sérsic model varying b/ab/a. The bulge b/ab/a (0.88), PAPA (-66.5), and B/TB/T (13%) from the original Sérsic fit of constant b/ab/a (Table 4) are indicated with horizontal lines on the 3 panels. The top two panels show the run of b/ab/a (0.85 to 1.0) and PAPA (90-90^{\circ} to +90+90^{\circ}) of the ten concentric Sérsic profiles. It can be seen that the Sérsic indices of the ten bulge models were generally higher toward the center and declined at larger rer_{e}, indicating that the ‘fitted bulge is more concentrated at the center. The bottom panel shows the cumulative B/TB/T calculated by summing all models with rrer\leq r_{e}. The last point representing the summed B/TB/T from all ten components is 14.5%, in good agreement with the 13.0% value from the Sérsic fit of constant b/ab/a. Thus, using a Sérsic model of constant b/ab/a, does not have any significant adverse impact on our derived B/TB/T in NGC 4548.

4.2 Fitting Artificially Simulated Images

An elementary test is to determine if GALFIT can recover the known parameters of artificially simulated noisy images. The images were simulated by taking parametric model images produced by GALFIT, and adding noise to the images with the PyFITS module for Python (Barrett & Bridgman 1999). Noise in each pixel was calculated by adding in quadrature the noise due to the source, sky, and read noise. The standard deviation of pixel noise in electrons was computed as

σ=Tsource+Tsky+Tread2,\sigma=\sqrt{T_{source}+T_{sky}+T_{read}^{2}}, (5)

where TsourceT_{source} is the number of electrons due to the source, TskyT_{sky} is the number of electrons due to the sky, and TreadT_{read} is the detector read noise. The contribution due to detector dark current was very small and therefore neglected. The offset added to each pixel was drawn from a normal distribution centered at zero with standard deviation σ\sigma.

Our test sample consisted of 40 models (20 bulge-disk and 20 bulge-disk-bar) with noise added as described. Thirty of the images included point sources as extra components. The range explored for each parameter in the model images is a fair representation of the parameter space covered by our full sample (e.g., B/TB/T ranges from 0.020.700.02-0.70, the bulge index ranges from 05\sim 0-5, and the full range of possible bulge and bar PA was also tested (90-90^{\circ} to +90+90^{\circ})). In terms of surface brightness, the models span five magnitudes in mean surface brightness inside the disk scalelength. Examples of the noise-added models are shown in Figure 10.

The noisy images were subjected to the 2D2D decomposition procedure outlined in Figure 4. GALFIT reproduced the model (bulge, disk, bar, and point source) parameters quite closely for the majority of the test cases. Figure 11 compares the recovered versus original model parameters. Except for some extreme cases where the images were highly distorted by noise, all parameters were recovered to within a few percent. Figure 12 plots the ratio of model-to-recovered parameter against mean surface brightness inside the disk scalelength; there is no strong trend in error with dimming surface brightness. This suggests our decompositions are effective across the parameter space spanned by our sample. The overall success of this test is evidence that GALFIT is able to converge to the absolute minimum in χ2\chi^{2} space for our bulge-disk and bulge-disk-bar decompositions when the input is the sum of parametric functions.

4.3 Using 1D1D Decomposition To Generate Guesses for Bulge Parameters

It is important to verify that GALFIT converges to the same solution even if the initial guesses for the bulge parameters in Stage 2 and 3 are different. Bulge-disk decomposition from 1D1D profiles provides an alternative means of generating initial guesses. While 1D1D bulge-disk decompositions of radial profiles along the bar major axis can be influenced by the bar, decomposition of cuts along the bar minor axis will not be influenced as heavily. The resulting bulge and disk parameters should be adequate guesses for Stage 3 of our 2D2D decomposition method.

We tested the robustness of our Stage 3 fits by extracting initial guesses for the bulge and disk using 1D1D decomposition along the bar minor axis. The nonlinear least-squares algorithm designed to perform the 1D1D decomposition simultaneously fits the sky-subtracted profiles with the sum of a Sérsic bulge and an exponential disk, while ignoring the PSF. The results from the 1D1D decomposition include a bulge magnitude, rer_{e}, Sérsic index, disk magnitude, and disk scalelength.

The robustness of several bulge-disk-bar fits were tested by using the results of the 1D1D decomposition as input to Stage 3. The 1D1D decompositions do not provide information about the axis ratio (b/ab/a) or PAPA, so these parameters for the bulge were estimated by eye; for the disk, the b/ab/a and PAPA were fixed to the values determined by ellipse fitting, as described in §\S 3.2. The initial bar parameters were unchanged from the earlier Stage 3 fits. In all cases, the new models were identical to the Stage 3 models. As an example, Table 6 compares Stage 3 input derived from 1D decomposition and GALFIT for NGC 4548 and NGC 4643. In each case, both sets of input reproduced the same results.

4.4 Parameter Coupling

Assessing the coupling between model parameters is complicated when models have a large number of free parameters. A standard approach is to calculate confidence regions using multi-dimensional ellipsoids for a given Δχ2\Delta\chi^{2} contour. As the errors in the GALFIT models are not normally distributed, but are instead dominated by the systematics of galaxy structure, this approach does not yield meaningful results because of the ambiguity in assessing which Δχ2\Delta\chi^{2} contour levels are statistically significant.

We carry out a simple test for representative galaxies to determine not only the effects of parameter coupling, but also the the effect parameter coupling has on model parameter errors, paying particularly close attention to B/TB/T, D/TD/T, and Bar/TT, as they are of primary interest. We perform this test on four representative galaxies (NGC 3885, NGC 4151, NGC 4643, and NGC 7213). Two are barred (NGC 4151 and NGC 4643). Two have high (n>2n>2) bulge indices (NGC 4643 and NGC 7213), and the other two have low (n<2n<2) bulge indices.

We fit two and three-component bulge-disk and bulge-disk-bar models using fixed bulge indices of n=1n=1 and n=4n=4. The initial inputs to these fits were the same as those used to generate the model in which bulge nn is a free parameter. We then had GALFIT re-fit the models with bulge index as a free parameter using these output model parameters as input initial guesses. We compare the output of these two fits with the the best fit as selected in § 3.3, in which bulge nn is a free parameter. Ideally, the re-fits should converge to the same final parameters as the selected best fit.

Table 7 displays the outcome of this test for the four representative systems. For barred galaxies NGC 4643 and NGC 4151, the n=1n=1 and n=4n=4 re-fits converged to the same χ2\chi^{2} as when bulge nn is initially left a free parameter. B/TB/T, D/TD/T, and Bar/TT are precisely equal for NGC 4643, while for NGC 4151 there is a small dispersion of 0.1-0.2%. For unbarred galaxies NGC 3885 and NGC 7213, the n=1n=1 re-fits again converged to the same χ2\chi^{2} and model parameters as when bulge nn is initially left a free parameter. This is not true for the n=4n=4 re-fits. When the n=4n=4 condition is enforced, the bulges in these cases become too extended and luminous while the χ2\chi^{2} drop below those when bulge nn is initially left a free parameter. During the n=4n=4 re-fits, B/TB/T increases further at the expense of D/TD/T and the χ2\chi^{2} remain unchanged or decrease further. The B/DB/D ratio from the n=4n=4 re-fit for NGC 3885 is 1.3, roughly 3.5 times higher than when nn is free. Given that NGC 3885 is an S0/a galaxy with a bulge embedded in a smooth extended disk, the latter B/DB/D is arguably too large. For NGC 7213, the n=4n=4 re-fit yields starkly unphysical values. The B/DB/D ratio is 11.3, and re/hr_{e}/h, the ratio between bulge effective radius and disk scalelength is 9.0. The lower χ2\chi^{2} in these cases cannot be taken seriously as the bulges are too luminous and the resulting B/DB/D ratios do not match the data images.

As illustrated by the above discussion and Table 7, this test shows that in some cases (e.g., NGC 4643 and NGC 4151) GALFIT converges to the similar model parameters and B/TB/T, D/TD/T, and Bar/TT while starting from highly different initial input guesses (e.g. bulge n=1n=1, bulge n=4n=4, and bulge nn based on the Stage 2 fits) in different regions of parameter space. For NGC 3885 and NGC 7213, however, during the n=4n=4 re-fits GALFIT converged to models that were unphysical and different compared with the reasonable models generated with input guesses corresponding to the bulge fixed at n=1n=1 or the bulge nn based on output from Stage 1. In effect, when the initial input guesses were very different from the data images, the resulting models were found, in spite of the lower χ2\chi^{2}, to be unphysical through comparison with the input data images. We emphasize that for all sources analyzed in the paper, the data, converged model output, and residuals are always inspected before adopting the best final fit (see § 3.3).

Table 7 also provides hints as to how the model parameters are coupled to bulge index. As suggested in the above discussion, fixing the bulge index to n=4n=4 leads to a more extended and luminous bulge, causing bulge rer_{e} and B/TB/T to rise without fail for increasing bulge index. The disk is coupled with the bulge such that increasing bulge index, bulge rer_{e}, and B/TB/T yields a reduction in D/TD/T. At the same time, disk scalelength either increases (NGC 3885 and NGC 4643) or decreases (NGC 3885 and NGC 4151); in the latter two cases, the disk becomes very compact and the bulge quite extended. The behavior of the bar is coupled with both the bulge and disk. In the case of NGC 4643, as bulge index is raised to n=4n=4, bar rer_{e} becomes slightly larger, but Bar/TT falls by a factor of 2.6 as light is redistributed from the bar and disk to the bulge. Bar index also declines as the bar assumes a flatter profile. For NGC 4151, bar rer_{e} again increases slightly, but this time Bar/TT rises by a factor of 1.7 as light is transferred from the disk to the bulge and bar.

Based on the above test, we stress that GALFIT was able to overcome this parameter coupling in the cases where the input guess parameters well-reflected the data images.

5 Results and Discussion

5.1 Impact of Bars in 2D2D Decomposition

From the Stage 2 bulge-disk decomposition and Stage 3 bulge-disk-bar decompositions, which we performed on all objects (§\S 3.2) we saw firsthand the effects of adding a bar to the fit of a barred galaxy. We summarize below some of these effects in order to underscore the importance of including a bar component in the 2D2D luminosity decomposition of barred galaxies

  1. 1.

    During the Stage 2 bulge-disk decomposition of a barred galaxy, the luminosity which comes from the galaxy’s disk, bulge, and bar gets distributed only between two model components: the model bulge and disk. Since the disk b/ab/a and PAPA are measured independently and held constant during the fits, the Stage 2 model tends to distort the bulge in order to fit the bar. Thus, the bulge in the Stage 2 bulge-disk decomposition of a barred galaxy can be artificially long or too bright and extended. When a model bar component is added in the Stage 3 bulge-disk-bar decomposition of a barred galaxy, it forces a reshuffling of the luminosity between the three components. Generally, the bulge declines in luminosity, whereas light can be either taken from, or added back, to the disk.

  2. 2.

    We find that the inclusion of a bar component in the Stage 3 bulge-disk-bar decomposition of a barred galaxy reduces the bulge fractional luminosity B/TB/T, compared with the Stage 2 bulge-disk decomposition. For our 75 barred galaxies, the reductions correspond to factors of less than two, 2 to 4, and above 4, in 36%, 25%, and 39% of barred galaxies, respectively. The larger changes in B/TB/T occur in very strongly barred galaxies, where a prominent bar cause the Stage 2 bulge-disk decomposition to overestimate the bulge. For instance, B/TB/T declines in both of NGC 4643 (Figure 5 and Table 3) and NGC 4548 (Figure 6 and Table 4). In the latter case, B/TB/T is reduced by a factor of 5\sim 5 between Stage 2 and Stage 3. These examples underscore the importance of including bars in 2D2D luminosity decomposition of very strongly barred galaxies.

  3. 3.

    The scalelength of the disk is generally unchanged by including the bar. NGC 4548 (Figure 6 and Table 4) is a good example. Sometimes, however, the disk from the Stage 2 bulge-disk decomposition of a barred galaxy is erroneous due to a poor fit. The disk parameters from the Stage 3 bulge-disk-bar decomposition are quite different in such cases. NGC 4643 (Figure 5 and Table 3) illustrates this behavior.

We find that for our sample S1 of 143 bright (MB19.3M_{B}\leq-19.3) low-to-moderately inclined (i70i\leq 70^{\circ}) spirals (Figure 1) in the OSUBSGS survey, 75 of 143 or 52%\sim 52\% are better fit with a Stage 3 bulge-disk-bar decomposition than a Stage 2 bulge-disk decomposition. There are also eight galaxies with pure bar-disk fits. As stated in §\S 3.3, the resulting HH-band bar fraction (58.0%±4.13%58.0\%\pm 4.13\% or 83 of 143) is in excellent agreement with the HH-band bar fraction of 60% reported by MJ07 based on ellipse fits of the OSUBSGS sample, with a slightly more conservative inclination cut (i60i\leq 60^{\circ}).

5.2 Mass in Bulges, Disks, and Bars

The fractional HH-band luminosities in the bulge, disk, and bar (B/TB/T, D/TD/T, Bar/TT) of each galaxy can be considered as a fractional mass if we assume that the same mass-to-light (M/LM/L) ratio can be used to convert the HH-band luminosities of both the numerator (BB, DD, or Bar) and the denominator (TT) terms into a stellar mass. This is not an unreasonable assumption as the HH-band M/LM/L ratio is not very sensitive to differences in dust or age that might exist between the bulge, disk, and bar. The uncertainties in M/LM/L can be estimated by looking at population synthesis models. Charlot, Worthey, & Bressan (1996) find that for idealized galaxies with a single generation of stars, the uncertainties in M/LM/L ratio due to different input stellar models and spectra are roughly ±35%\pm 35\% for a fixed metallicity and IMF. Furthermore, as the age of a stellar population varies from 0.5\sim 0.5 Gyr to 10 Gyr, the KK-band M/LM/L ratio rises by a factor of \sim 2 to 3 (Charlot 1996). Asymptotic giant branch (AGB) stars dominate the NIR light for ages between 0.1 and 1 Gyr, while red giant branch (RGB) and super-giant branch (SGB) stars dominate between 1 Gyr and 10 Gyr.

In this paper, we convert the B/TB/T light ratio determined from HH-band images to a B/TB/T mass ratio by assuming a constant mass-to-light (M/LM/L) in the HH-band for both the bulge and the rest of the galaxy. However, Moorthy & Holtzman (2006) present line strengths of bulges and inner disks for 38 spirals with Hubble types S0 to Sc. They show 76% of spirals have negative metallicity gradients. BKB-K color gradients are shown to largely match metallicity gradients and are likewise negative outward, indicating bulge M/LM/L is higher than in the disk and bar. If bulges are much older than the disks, then our prescription would underestimate the true B/TB/T mass ratio. If we assume an extreme case where bulges are 12\sim 12 Gyr and the disk light is dominated by a young 3 Gyr population, our assumption of a constant HH-band M/LM/L ratio would underestimate the true B/TB/T by a factor of 2\leq 2 (Charlot 1996). In several sections of the paper (e.g., §\S 5.3, §\S 5.8), we illustrate how our main results would change if the true B/TB/T was higher by up to a factor of two. On the other hand, central regions of galaxies may harbor intense episodes of star formation. If the bulge is younger than the disk and happens to have star formation and a significant young population of massive stars, then our prescription could overestimate the true B/TB/T mass ratio. This would make our current results on the high fraction of low B/TB/T bulges even stronger.

Using the total galaxy stellar mass from §\S 2.2, the fractional masses can be converted into absolute masses. (We do not convert the HH-band luminosity directly into a mass as the HH-band images do not have photometric calibration). The results are shown in Table 8. For our sample S1 of 143 bright (MB19.3M_{B}\leq-19.3) low-to-moderately inclined (i70i\leq 70^{\circ}) spirals with a mass-weighted mean Hubble type of Sab-Sb, we find that 70%\sim 70\% of the stellar mass is in disks, \sim 10% is in stellar bars and 20%\sim 20\% is in bulges (with 11%\sim 11\% in n>2n>2 bulges and 9%\sim 9\% in n2n\leq 2 bulges). Thus while bulges with n2n\leq 2 are highly ubiquitous (see next section), they only account for a small fraction of the total stellar mass budget.

Figure 13 shows the stellar mass for bulges, disks, and bars along the Hubble sequence.

It is useful to compare our results with those of Driver et al. (2006), who performed bulge-disk decomposition of BB-band images with GIM2D on 10,095 galaxies from the Millennium Galaxy Catalog (Liske et al. 2003; Driver et al. 2005). They found 68.6% of the stellar mass to be in disks, and 32.6% in bulges (with 30.8% in high nn bulges, and 1.8% in low n2n\leq 2 bulges). Their study thus finds a higher stellar mass fraction in all bulges (32.6% vs our 18.9%), and in high nn bulges (30.8% vs our 10.4%), and a lower fraction in low n2n\leq 2 bulges (1.8% vs our 8.4%), and disks+bars (68.6% vs our 71.6% + 9.6%). This difference can be attributed to the fact that the Driver et al. (2006) study did not perform bulge-disk-bar fits and thus, their B/TB/T ratios may be skewed to higher values.

5.3 Distribution of Bulge Index and B/TB/T

Figure 14 shows the individual and mean B/TB/T and bulge Sérsic index, plotted, as a function of Hubble type and galaxy stellar mass. Barred and unbarred galaxies are shown separately. Figure 15 shows the relationship between bulge index and B/TB/T.

We first consider the B/TB/T values in Figure 14. The mean B/TB/T in barred galaxies is lower than in unbarred galaxies, but there is a large overlap in the individual values. The offset in the mean B/TB/T of barred and unbarred galaxies reported here, agrees with the result of Laurikainen et al. (2007; see §\S 5.4) on the same sample. We also note that B/TB/T does not correlate with Bar/TT (Fig. 16): aside from the six galaxies with large Bar/TT (>0.3>0.3), most galaxies have low-to-moderate Bar/TT and a wide range of B/TB/T is seen at each Bar/TT. This is reassuring and suggests that the bar fit is not arbitrarily biasing the B/TB/T values. The distribution of Bar/TT is further discussed in §\S 5.5.

How does the B/TB/T vary as a function of Hubble type and galaxy stellar mass? Bulges with very high B/TB/T (>0.4>0.4) exist primarily in galaxies with high mass (M>6×1010MM_{\star}>6\times 10^{10}M_{\odot}) and early types (S0/a to Sab). Bulges with very low B/TB/T (<0.1<0.1) lie primarily in lower mass galaxies with later morphologies (Sb to Sc). It is striking that 69%\sim 69\% of bright (MB19.3M_{B}\leq-19.3) low-to-moderately inclined (i70i\leq 70^{\circ}) spirals have B/T0.2B/T\leq 0.2: these bulges are pervasive and exist across the whole spectrum of S0/a to Sd. The results are summarized in Table 9. We shall return to this point in § 5.8. We note again that these B/TB/T mass ratios were calculated assuming a constant M/LM/L ratio in the HH-band for the bulge and disk components. As noted in §\S 5.2, if the bulge in these high mass spirals is much younger (older) than the disk and bar, then the B/TB/T can be overestimated (underestimated) by up to a factor of two, and the limiting value of 0.2 for the B/TB/T cited in the above fraction, would have to be modified in the extreme case to 0.1 and 0.4, respectively.

Some of the low B/T0.2B/T\leq 0.2 values for six barred S0/a and Sa galaxies in Figure 14 may at first look suspicious. Balcells et al. (2007) report the mean B/TB/T for S0 galaxies to be 0.25, so much smaller B/TB/T are potentially worrisome. OSUBSGS HH-band images of these objects in Figure 17 show a smooth extended disk around the bulge. It should be noted that Hubble types were originally assigned on a combination of criteria including disk smoothness and spiral arm topology in addition to the prominence of the bulge. It is likely that these galaxies were assigned early Hubble types due to their smooth extended disks, in spite of their low bulge-to-disk ratio.

Similarly, some of the high B/T0.4B/T\sim 0.4 bulges in three of the Sc galaxies may at first seem odd. However, again, visual inspection of their image (Figure 17) reveals prominent spiral arms and clumpiness, which may explain why they were assigned late Hubble types.

How does the bulge Sérsic index nn vary as a function of Hubble type, and galaxy stellar mass (Figure 14), as well as B/TB/T (Figure 15)? The results are summarized in Table 9. Only a small fraction (1%\sim 1\%) of bright spirals have high n4n\geq 4 bulges; such bulges lie primarily in S0/a to Sab, and have a large B/T>0.2B/T>0.2. A moderate fraction (22%\sim 22\%) have intermediate 2<n<42<n<4 bulges; these exist in barred and unbarred S0/a to Sd, and their B/TB/T spans a wide range (0.03 to 0.5) with a mean of 0.29. A strikingly large fraction (76%\sim 76\%) of bright spirals have low n2n\leq 2 bulges; such bulges exist in barred and unbarred galaxies across a wide range of Hubble types, and their B/TB/T varies from 0.01 to 0.4, with most having B/T0.2B/T\leq 0.2.

5.4 Comparison With Other Work

As an independent check of our decomposition method, we compare our results with independently published decompositions.

We find our mean HH-band B/DB/D (Figure 18) ratios are comparable to the KK-band B/DB/D derived with the 1D1D bulge-disk decompositions of Graham (2001) and Trujillo et al. (2002). Like Graham (2001) and Trujillo et al. (2002), we find B/DB/D is widely variable with Hubble type and that mean B/DB/D steadily declines from Sa through Scd galaxies. Graham (2001) and Trujillo et al. (2002) find bulge indices are widely variable within a Hubble type, but they are in general >1>1 for early types and <1<1 for late types. We likewise find wide scatter in bulge index with n<1n<1 bulges existing in both early and late types. Figure 18 is also in good agreement with the more recent results of Graham & Worley (2008), who have calculated, as a function of morphology, inclination and dust-corrected B/DB/D and bulge Sérsic indices. They find B/DB/D values are typically <1/3<1/3.

Another meaningful comparison can be made with Laurikainen et al. (2007) who, using their own 2D2D decomposition code, fit a hybrid sample containing some OSUBSGS galaxies combined with additional S0 galaxies. One difference between their work and ours is that they typically model bars with a Ferrers function, but may sometimes use a Sérsic profile, while we use only the latter. Also, they include additional components to model secondary bars or inner disks. They report a distinct offset in the mean B/TB/T between barred and unbarred galaxies, which we confirm in Figure 14. Their mean B/TB/T are similar to ours, and they conclude that pseudobulges exist throughout the Hubble sequence. The Sérsic indices derived by Laurikainen et al. (2007) are likewise similar, on the mean, to ours for both barred and unbarred systems. They likewise find n2n\leq 2 bulges across early and late Hubble type galaxies.

Balcells et al. (2003) emphasized that bulges typically have indices 3\sim 3 or lower. Our results in Figure 14 are consistent. We find a low frequency (1%\sim 1\%) of high n4n\geq 4 bulges, with most bulges having n3n\leq 3.

5.5 Bar Strength

Stellar bars exert gravitational torques on the gaseous component and are particularly efficient in driving gas from the outer disk into the inner kiloparsec (see §\S 1). Thus, it would be natural to have a measure of bar strength that is sensitive to the strength of the gravitational torque and hence measures both the shape and mass of the bar.

Many measures of bar strength have been formulated. The QbQ_{b} method of (Block et al. 2002; Buta et al. 2003; Buta et al. 2005) measures directly the gravitational torque at a single point along the bar. This method requires a value of scaleheight for the disk and a model of the potential to be made from the image. In the bar/inter-bar contrast method of Elmegreen & Elmegreen (1985) and Elmegreen et al. (1996), bar strength is parameterized as the ratio between peak surface brightness in the bar region and the minimum surface brightness in the inter-bar region. Elmegreen & Elmegreen (1985) and Elmegreen et al. (1996) also characterize bar strength with the maximum amplitude of the m=2m=2 mode from Fourier decomposition. When ellipse fitting is applied, the maximum ellipticity of the bar, ebare_{bar}, can be used to characterize bar strength (e.g. MJ07). This constitutes a partial measure of bar strength only, however, as it offers no information about mass of the bar.

Bulge-disk-bar decomposition in the HH-band provides another partial measure of bar strength through the HH-band Bar/TT light ratio, which is a measure of the Bar/TT mass ratio under the assumption that the HH-band M/LM/L ratio is the same for the bar and the rest of the galaxy, as discussed in §\S 5.2. Figures 19 and 20 explore the derived bar properties.

The upper left panel of Figure 19 plots the individual and mean Bar/TT against Hubble type. There is a wide range (0.03\sim 0.03 to 0.47\sim 0.47) in the individual Bar/TT at a given Hubble type. The mean Bar/TT remains fairly constant with Hubble type from Sa to Sb, but shows a possible weak decline by about 0.1 from Sb to Sc. Their number statistics are too small to make any robust statement for later Hubble types. We also note that six systems have high Bar/TT above 0.30.3; these are displayed in Figure 21.

Bar Sérsic indices are mostly below unity. Neither the individual, nor the mean bar Sérsic index, show any trend with Hubble type or with stellar mass, for Sa to Sc galaxies (Fig. 19). Thus, the steepness of the bar profile does not seem to depend on the Hubble type. Is the bar mass ratio and its mass profile related? There is a wide range in the individual Bar/TT at a given bar Sérsic index (Fig. 20). The mean Bar/TT rises with bar index out to a bar index of 0.6\sim 0.6, and then flattens out. This suggests that on the mean, bars of lower Bar/TT have flatter profiles.

Is there a relation between the bar strength and the bulge present in a galaxy? There is a wide range in the individual Bar/TT at a given B/TB/T, and at a given bulge Sérsic index (Fig. 20). The mean Bar/TT shows a weak decline for bulge Sérsic indices above two. Similarly the mean Bar/TT shows a weak rise from 0.1 to 0.25 as B/TB/T rises out to 0.15, after which the trend flattens or reverses.

Both Bar/TT and maximum bar ellipticity ebare_{bar} are partial measures of bar strength. Figure 19 shows mean Bar/TT may scale weakly with Hubble type. The bars with highest ebare_{bar} (i.e, thin bars) are often termed strong bars, and ebare_{bar} has been shown to correlate with QbQ_{b}. Total bar strength should scale with both bar mass and bar ellipticity. Does bar strength have a dependence on Hubble type? The upper left panel of Figure 20 plots the product of Bar/TT and ebare_{bar}, as determined by MJ07 for galaxies mutually classified as barred, against Hubble type. There is a wide range in Bar/T×ebarT\times e_{bar} in each bin, and mean bar strength shows no definite trend with Hubble type. We note that bars with high Bar/TT and high ebare_{bar} should exert the largest gravitational torque and be most effective at driving gas inflows. A nice example is the oval or lens galaxy NGC 1317 (Figure 21); the bar has a low ellipticity, but its B/TB/T is large as it is extended and massive. Such bars or lenses may exert significant gravitational torques although they are not very elongated.

5.6 Bar Fraction as a Function of B/TB/T and Bulge Index

As outlined in §\S 5.3, we found that as many as 76%\sim 76\% of bright spirals have bulges with n2n\leq 2; such bulges exist in barred and unbarred galaxies across a wide range of Hubble types, and their spread in B/TB/T is from 0.01 to 0.4, with most having B/TB/T\leq 0.2. The variation of the bar fraction as a function of B/TB/T and bulge nn can provide important constraints on bulge formation scenarios (§\S 5.8). Table 10 shows our results. The bar fraction declines with bulge index; 65%\sim 65\% of the spirals with low n2n\leq 2 bulges host bars while intermediate 2<n<42<n<4 bulges have a lower bar fraction (38%\sim 38\%). The high n4n\geq 4 bulges in the sample are unbarred, so the bar fraction is 0%0\%. Systems with low B/TB/T are more likely to be barred. For B/T0.2B/T\leq 0.2, the bar fraction is high (68%\sim 68\%). Systems with 0.2<B/T<0.40.2<B/T<0.4 and B/T0.4B/T\geq 0.4 have lower bar fraction (42%\sim 42\% and 17%\sim 17\%).

Overall, Table 10 shows bulges with low n2n\leq 2 and low B/T0.2B/T\leq 0.2 preferentially exist in barred galaxies. This is consistent with earlier work (Odewahn 1996; Barazza et al. 2008; Marinova et al. 2008; Aguerri et al. 2008, in prep.) where an enhanced optical bar fraction is seen is galaxies with late Hubble types or low B/DB/D. It may be tempting to infer this result to mean the formation pathway of two-thirds of low-B/TB/T bulges is related to bars in that spontaneous or/and tidally induced bars play a role in bulge formation (with the remaining one-third of such bulges may have been formed either by mechanisms like retrograde minor mergers or short-lived bars). We caution that this type of cause-effect relationship is not the only scenario consistent with this result. It may also be possible that bar instabilities are favored in galaxies with low B/TB/T and no inner Lindblad resonances (ILR). Under these conditions, the swing amplifier model with a feedback loop (Julian & Toomre 1966; Toomre 1981; Binney & Tremaine 1987) may be responsible for bar formation and partly account for the high bar fraction in galaxies of low B/TB/T.

5.7 Formation of Bulges

Our observational results provide some interesting challenges for models of galaxy evolution that try to address the origin of present-day bulges. Any successful model must be able to account for the observed distribution of bulge B/TB/T and nn in high mass (M1.0×1010MM_{\star}\geq 1.0\times 10^{10}M_{\odot}) spirals, as shown in Table 9 and Table 10. In particular, the following results must be reproduced:

  1. 1.

    In terms of the overall distribution of bulge nn, as much as (74%\sim 74\%) of high mass spirals have bulge n2n\leq 2: such bulges exist in barred and unbarred galaxies and their B/TB/T ranges from 0.01 to 0.4, with most having B/T0.2B/T\leq 0.2 (Table 9). A moderate fraction (24%\sim 24\%) of high mass spirals have 2<n<42<n<4, and just (2%\sim 2\%) have n4n\geq 4.

  2. 2.

    Theoretical models often make more robust predictions on the bulge-to-total mass ratio B/TB/T than on the bulge index nn, so we consider the empirical B/TB/T distribution in detail. We note that as much as 66%\sim 66\% of high mass spirals have bulges with B/T0.2B/T\leq 0.2 (Table 9). In terms of bar fraction, 68%\sim 68\% are barred (Table 10).

  3. 3.

    The fraction of bars rises among spirals with low bulge index nn. About 63% of spirals with low n2n\leq 2 bulges host bars, while the bar fraction in spirals with 2<n<42<n<4 bulges (44%) is two-thirds as large (Table 10).

In a hierarchical Universe, there are several physical processes that contribute to the assembly of bulges: major mergers, minor mergers, and secular evolution. We briefly describe these, expanding on our introduction in §\S 1.

Major mergers, defined as those with mass ratio M1/M21/4M_{1}/M_{2}\geq 1/4, typically destroy the extended outer stellar disks during violent relaxation, leaving behind a classical bulge. Such bulges are associated with modest-to-high bulge Sérsic indices, in the range 2<n<62<n<6 (Hopkins et al. 2008; Springel et al. 2005; Robertson et al. 2006; §\S 5.8) in simulations. This trend is also consistent with the fact that among ellipticals, high luminosity ones tend to have a Sérsic index n>4n>4, while low luminosity ones tend to have 2n3.52\leq n\leq 3.5 (Caon et al. 1993; Kormendy et al. 2008). The final Sérsic index depends on the amount of residual gas the settles into a somewhat disky component. Simulations by Hopkins et al. (2008) find that the Sérsic indices of remnants from 1:1 gas-rich major mergers lie in the range of 2<n<42<n<4, with most above 2.5 (see Fig. 22). This body of evidence strongly suggests that many bulges with n>2n>2 might have a major merger origin.

Minor mergers, typically defined as those with mass ratio 1/10<M1/M2<1/41/10<M_{1}/M_{2}<1/4, do not destroy the stellar disk of the primary system, but can contribute to building bulges via three pathways. Firstly, a fraction FsatF_{sat} of the satellite’s stellar mass can end up in the central region of the primary galaxy. The value of FsatF_{sat} depends on how centrally concentrated the in-falling satellite is. Typically, the more diffuse outer stellar body is tidally stripped, while the central core sinks by dynamical friction to the central region (e.g., Quinn et al. 1993; Walker et al. 1996). Secondly, a non-axisymmetric feature (e.g., a stellar bar or bar-like feature) can be induced in the main disk, and gravitational torques exerted by the feature can drive gas into the inner kpc (e.g., Hernquist & Mihos 1995; Jogee 2006 and references therein), where subsequent SF forms a compact high v/σv/\sigma stellar component, or disky pseudobulge. Most of the gas inflow happens during the merger phase and large gas inflow rates (e.g., 1\gg 1 MM_{\odot} per year) may be generated. Thirdly, gas inflow can also be caused by direct tidal torques from the companion (e.g., Hernquist & Mihos 1995; Eliche-Moral et al. 2006). It is to be noted that in the simulations by Hernquist & Mihos (1995), the gas inflow generated by non-axisymmetric features (e.g., bar-like features) in the inner part of the disk is much larger than that caused by direct tidal torques from the satellite. In the recent work of Eliche-Moral et al. (2006), N-body simulations of minor mergers followed by fits of 1D Sérsic+exponential models to the remnants, suggest that the bulge Sérsic index and B/DB/D ratio can grow as a result of the central re-concentration of stellar disk material in the primary system by tidal forces. Minor mergers are frequent under Λ\LambdaCDM, and the likelihood of multiple successive minor mergers occurring during the formation of a galaxy is high. Bournaud, Jog, & Combes (2007) study the effects of repeated minor mergers on galaxy structure. They show that a disk galaxy undergoing successive minor mergers will eventually transform into an elliptical galaxy with an r1/4r^{1/4}-law profile and high V/σV/\sigma. However, galaxy growth is not completely merger-driven and the efficiency of minor mergers at creating ellipticals must be regulated by other mechanisms (e.g., cold gas accretion).

In addition, the process of secular evolution can build a disky bulge (pseudobulge) between merger events. Here a stellar bar or globally oval structure in a non-interacting galaxy drives gas inflow into the inner kpc, where subsequent star formation forms a compact high v/σv/\sigma stellar component (e.g., Kormendy 1993; Jogee 1999; KK04; Jogee, Scoville, & Kenney 2005; Athanassoula 2005; Kormendy & Fisher 2005; Kormendy 2008). This process is different from that of minor mergers in the sense that it happens in the quiescent phase of the galaxy, between minor or major merger events. The prevalence of pseudobulges in galaxies of different Hubble types is discussed in KK04, and select examples of S0 galaxies with pseudobulges are also shown in Kormendy & Cornell (2004) and KK04.

The present-day bulge mass can be written as the sum of mass contributed from each process:

Mbulge=Mbulge×(fmaj+fmin1+fmin2+fmin3+fsec),M_{bulge}=M_{bulge}\times(f_{\rm maj}+f_{\rm min1}+f_{\rm min2}+f_{\rm min3}+f_{\rm sec}), (6)

where

  • fmajf_{\rm maj} is the percentage of the bulge stellar mass, which is built by major mergers,

  • fmin1f_{\rm min1} is the percentage of the bulge stellar mass, which is built during minor mergers from stars of the satellite. This depends on the fraction FsatF_{sat} of the satellite’s stellar mass, which ends up in the central region of the primary galaxy during each minor merger.

  • fmin2f_{\rm min2} is the percentage of the bulge stellar mass, which is built during minor mergers from gas inflow caused by a tidally induced bar.

  • fmin3f_{\rm min3} is the percentage of the stellar mass, which is built during minor mergers from gas inflow caused by tidal torques from the companion.

  • fsecf_{\rm sec} is the percentage of the stellar mass, which is built secularly between merger events from gas inflow caused by bars or ovals

In § 5.8, we compare our derived distribution of bulge nn and B/TB/T with hierarchical models that model major and minor mergers, but not secular evolution. The main goal of the model is to see whether bulges built via major mergers can account for the large fraction of high mass spirals with bulges of low B/TB/T or/and low nn. A secondary goal is to see if a first order simplified prescription for minor mergers can broadly account for the observations. We stress here that bulge-building during minor mergers is modeled in a very simple way: all the stars in the satellite are assumed to contribute to the bulge of the larger galaxy (i.e., Fsat=100%F_{sat}=100\%), and bulge-building via gas inflow driven through tidal torques and via gravitational torques from induced bars are ignored (i.e., fmin2f_{\rm min2} = 0, and fmin3f_{\rm min3} = 0). Furthermore, the models entirely ignore secular evolution between mergers. In a future paper, these extra terms will be addressed and a comprehensive picture built of the relative importance of minor mergers and secular processes in making present-day bulges.

5.8 Comparison of B/TB/T With Hierarchical Models of Galaxy Evolution

We compare our data with the predictions from cosmological semi-analytical models based on Khochfar & Burkert (2005) and Khochfar & Silk (2006). We briefly describe the models first. The merger trees of dark matter (DM) halos are derived by using the extended Press-Schechter formalism (Press & Schechter 1974), as in Somerville & Kolatt (1999). When two DM halos merge, the merger time scale of the galaxies is calculated by considering the timescale it would take the satellite galaxies to reach the central galaxy at the center of the halo via dynamical friction (e.g., Kauffmann et al. 1999; Springel et al. 2001). The baryonic physics, which includes radiative cooling, star formation, and feedback from supernovae, is treated via semi-analytic prescriptions (see Khochfar & Silk (2006) and references therein). Baryonic mass inside the dark matter halos is divided between hot gas, cold gas, and stars. The hot gas is initially shock-heated to the halo virial temperature. As the gas radiatively cools, it settles down into a rotationally supported disk at the halo center. Cold disk gas is allowed to fragment and subsequently form stars according to the Schmidt-Kennicutt law (Kennicutt 1998). Star formation is regulated by feedback from supernovae using the prescription in Kauffmann et al. (1999).

Major mergers are typically considered as those with stellar mass ratio M1/M21/4M_{1}/M_{2}\geq 1/4. In the simulations, one assumes that during a major merger any existing stellar disk is destroyed, gas is converted to stars with some star formation efficiency (SFE), and all stars present undergo violent relaxation to form a bulge. Therefore, the bulge-to-total stellar mass ratio (B/TB/T) of a bulge immediately after a major merger is always one. Note that the SFE during a major merger is not assumed to be 100% as there is mounting evidence from SPH simulations (Springel & Hernquist 2005; Cox et al. 2008) that not all cold gas is converted to stars. Instead, the burst efficiency defined by Cox et al. (2008) is applied to control the fraction of stars formed due to the interaction. This efficiency is dependent on the relative masses of merging galaxies and is expressed as

e=e1:1(MSatelliteMPrimary)γ,e=e_{1:1}{\left(\frac{M_{Satellite}}{M_{Primary}}\right)}^{\gamma}, (7)

where e1:1e_{1:1} is the burst efficiency for a 1:1 merger and γ\gamma fixes the dependence on mass ratio; Cox et al. (2008) find e1:1=0.55e_{1:1}=0.55 and γ=0.69\gamma=0.69. The remaining fraction (1-ee) of gas is added to the gaseous disk and can start making stars.

As stated above, immediately after a major merger, the remnant is a bulge with a B/TB/T equal to one. As time proceeds, B/TB/T falls because a stellar disk grows around the bulge as hot gas in the halo cools, settles into a disk, and forms stars. The formation of stars by any residual cold gas left at the end of the major merger also helps to grow the disk. Thus B/TB/T falls until the next major merger happens, at which point B/TB/T is reset to one in the models.

The bulge may also grow in stellar mass due to minor mergers. Minor mergers are defined as mergers with mass ratio 1/10<M1/M2<1/41/10<M_{1}/M_{2}<1/4, and the stellar disk of the large companion is not destroyed during such mergers. The models assume that during minor mergers, all the stars in the satellite are added to the bulge of the host, while the gas settles in the disk. When DM halos grow by accretion or minor mergers, the hot gas that comes in with a satellite is immediately stripped and added to the hot gas component of the host. The cold gas in the disk of the satellite is only added to the cold gas of the host if they merge. Until they merge the satellite is using up its own cold gas to make stars.

Fig. 23 shows the relationship between the present-day B/TB/T of a a high mass (M1.0×1010MM_{\star}\geq 1.0\times 10^{10}M_{\odot}) spiral and the redshift zlastz_{\rm last} of its last major merger. As expected, systems where the last major merger occurred at earlier times, have had more time to grow a disk and have a lower B/TB/T. The dispersion in the present-day B/TB/T at a given zlastz_{\rm last} is due to the different times spent by a galaxy in terms of being a satellite versus a central galaxy in a DM halo, since the cooling of gas and the growth of a disk is stopped when a galaxy becomes a satellite. Thus, galaxies that became a satellite galaxy shortly after their last major merger stayed at high B/TB/T. Conversely, galaxies that continued to be a central galaxy for a long time after their last major merger will have low B/TB/T.

The present-day B/TB/T of a high mass (M1.0×1010MM_{\star}\geq 1.0\times 10^{10}M_{\odot}) spiral depends on its major merger history. In particular, we note from Fig. 23 that a high mass (M1.0×1010MM_{\star}\geq 1.0\times 10^{10}M_{\odot}) galaxy, which has undergone a past major merger since z2z\leq 2 will end up hosting a present-day B/T>0.2B/T>0.2. In effect, a high mass spiral can have a present-day B/T0.2B/T\leq 0.2 only if its last major merger occurred at z>2z>2 (lookback times >10>10 Gyr).

The predicted distribution of present-day B/TB/T depends on the galaxy merger history in the models and it is relevant to ask how well the latter is constrained observationally. Over the redshift range z0.24z\sim 0.24 to 0.80 (lookback times of 3 to 7 Gyr), recent studies by Jogee et al. (2008, 2009) find that among high mass (M2.5×1010MM_{\star}\geq 2.5\times 10^{10}M_{\odot}) galaxies, \sim 10% of galaxies are undergoing mergers of mass ratio >1/10>1/10, and \sim 3% are undergoing major mergers of mass ratio >1/4>1/4. These findings agree within a factor of less than 2\sim 2 with the merger rates from the models of Khochfar & Burkert (2001) over zz\sim 0.24 to 0.80. At higher redshifts, the empirical merger rate/fraction is uncertain due to relatively modest volumes and bandpass shifting effects, but there is a general trend towards higher merger fractions at higher redshifts (e.g., Conselice et al. 2003). The models used here (Khochfar & Burkert 2001) agree with this trend and predict that \sim 13.5% and \sim 20% of high mass (M1.0×1010MM_{\star}\geq 1.0\times 10^{10}M_{\odot}) spirals have undergone major mergers since z2z\leq 2 and z4z\leq 4, respectively (see Table 11).

The contribution of galaxies with different merger histories to the present-day B/TB/T distribution are shown in Table 11. The top and middle parts of the table describe systems with and without major mergers since z2z\leq 2 and z4z\leq 4, respectively. In the model, \sim 13.5% of present-day high mass (M1.0×1010MM_{\star}\geq 1.0\times 10^{10}M_{\odot}) spirals, experienced a major merger since z2z\leq 2, causing most of them (\sim 11.2%) to have a present-day high B/T>0.4B/T>0.4 and a negligible fraction (\sim 0.1%) to have a low present-day B/T0.2B/T\leq 0.2. In contrast, the remaining \sim 86.5% spirals experienced no major merger at zz\leq 2, and most (67.2%) of them have a present-day low B/T0.2B/T\leq 0.2. If the comparisons are extended to systems without a major merger since z4z\leq 4, the numbers are very similar (see middle part of Table 11).

Table 11 shows that there is good agreement between the model and data for the fraction of high mass spirals with present-day low B/T0.2B/T\leq 0.2 (\sim 67% in the model versus \sim 66% in the data). The model contribution to low B/T0.2B/T\leq 0.2 comes almost entirely from galaxies, which have not had a major merger since z2z\leq 2 (see column 4 in Table 11). In fact, most of these galaxies have not even had a major merger since z4z\leq 4, as illustrated by the bottom part of Table 11. In the model, the fraction (1.6%\sim 1.6\%; column 3 of Table 11) of high mass spirals, which have undergone a major merger since z4z\leq 4 and host a bulge with a present-day B/T0.2B/T\leq 0.2, is a factor of over thirty smaller than the observed fraction (66%\sim 66\%) of high mass spirals with B/T0.2B/T\leq 0.2. Thus, bulges built via major mergers since z4z\leq 4 seriously fail to account for the bulges present in 66%\sim 66\% of high mass spirals. These results are also illustrated in Fig. 24, which shows the comparison between data and models for the cumulative fraction of high mass spirals as a function of present-day B/TB/T.

It is also interesting to note from Table 11 that although the models reproduce well the frequency of bulges with present-day low B/T0.2B/T\leq 0.2, they tend to over-produce the frequency of present-day high B/T>0.4B/T>0.4 systems by nearly a factor of two (\sim 14% in the model versus \sim 8% in the data; see columns 6 and 2 in middle part of Table 11). Most of this overproduction stems from major mergers at z4z\leq 4 (\sim 13%; column 4 in middle part of Table 11). This suggests that major mergers, as currently modeled here, are building bulges too efficiently.

One possible solution to this problem might relate to the suggestion by Hopkins et al. (2009) that the efficiency of bulge-building during the major merger of two spirals depends not only on the mass ratio M1/M2M_{\rm 1}/M_{\rm 2} of the merger, but also depends on the cold gas mass fraction fgasf_{\rm gas} in the disk. In their semi-analytic models, the entire stellar mass of the satellite violently relaxes, but the fraction of stellar mass in the primary disk that violently relaxes and adds to the bulge is M1/M2M_{1}/M_{2}. This differs with our models where the entire primary stellar disk is always destroyed in a major merger. Furthermore, the fraction FF of the total gas mass, which loses angular momentum, falls to the nucleus, and is transformed into stellar mass in a nuclear starburst, is (1fgas)×(M1/M2)\sim(1-f_{\rm gas})\times(M_{1}/M_{2}). In particular, FF is lower for more gas-rich disks, causing a suppression of the burst efficiency in gas-rich systems, and a reduction in the stellar mass that ends up in the bulge built during the major merger. The predictions for the distribution of B/TB/T from the Hopkins et al. (2009) models are shown in the bottom of Table 11, with major mergers considered as those with baryonic galaxy-galaxy mass ratio >> /1/3. Due to the reduced stellar mass that ends up in the bulge after a major merger, the Hopkins et al. (2009) models tend to yield lower B/TB/T after such a merger. Thus, the models produce overall fewer high B/T>0.4B/T>0.4 systems, and more intermediate 0.2 <B/T<<B/T< 0.4 and low B/T0.2B/T\leq 0.2 systems (see column 6 in Table 11). Nonetheless, the predictions are not very different from the models by Khochfar & Burkert (2005) and Khochfar & Silk (2006), which we use in this paper. In particular, the conclusion that the large frequency of high mass (M1.0×1010MM_{\star}\geq 1.0\times 10^{10}M_{\odot}) spirals with low B/T0.2B/T\leq 0.2 bulges can only be accounted for by spirals without a major merger since z2z\leq 2 also holds with the Hopkins et al. (2009) models.

Thus, we conclude that the observed large frequency (\sim 66%) of high mass (M1.0×1010MM_{\star}\geq 1.0\times 10^{10}M_{\odot}) spirals with low present-day B/T0.2B/T\leq 0.2 can be accounted for in our and other hierarchical models by high mass spirals, which have not undergone a major merger since z2z\leq 2, and most of which have not even experienced a major merger over the last 12 Gyr since z4z\leq 4. In the models, most of these present-day low B/T0.2B/T\leq 0.2 bulges are built by minor mergers since z4z\leq 4. As noted earlier, our models explore bulge-building via minor and major mergers, but do not explicitly incorporate secular processes (see §\S 5.7). In practice, secular processes may contribute to the building of present-day low B/T0.2B/T\leq 0.2 bulges, and are particularly relevant at z2z\leq 2, where major mergers cannot build such bulges.

For completeness, we further explore how sensitive are our results to other assumptions made in the data and models of Khochfar & Burkert (2005) and Khochfar & Silk (2006):

  • How sensitive are the results to the mass ratio used to separate major and minor mergers? Fig. 25 is similar to Fig. 24 except that the model now defines major mergers as those with mass ratio M1/M21/6M_{1}/M_{2}\geq 1/6. In this case, about 30% of the model spirals undergo major mergers since z4z\leq 4 rather than 20%\sim 20\%. The overall model FF (black dashed line) now under-predicts the data FF by about 10% for B/T>B/T> 0.2. However, the main conclusion that bulges built by major mergers since z4z\leq 4 cannot account for most of the low B/T0.2B/T\leq 0.2 bulges, present in a large percentage (66%\sim 66\%) of spirals still holds.

  • How sensitive are the results to the B/TB/T cut used to define spirals? Fig. 26 is similar to Fig. 24 except that here spirals are considered to be systems with a B/T0.55B/T\leq 0.55 rather than 0.75 in the models, and a corresponding cut is applied to the data points. The results are similar to Fig. 24

  • How sensitive are the results to our assumed constant HH-band mass-to-light (M/LM/L) for the bulge, disk, and bar? Fig. 27 is similar to Fig. 24 except that the B/TB/T of all the observed galaxies has been multiplied by a factor of two, in order to test what would happen in the case where the M/LM/L ratio of the bulge in HH-band is twice as high as that of the disk and bar. This could happen in an extreme example where the dominant bulge stellar population was much older (e.g. 12 Gyr) than the age of the dominant disk stellar population (e.g., 3 Gyr). In such a case, the fraction of high mass spirals with B/TB/T\leq 0.2 would change from 66%\sim 66\% in Fig. 24 to 55%\sim 55\%, and deviate from the model overall model FF (black dashed line) by 20%\sim 20\%. However, the main conclusion that bulges built by major mergers since z4z\leq 4 cannot account for most of the low B/T0.2B/T\leq 0.2 bulges, present in a large percentage (55%\sim 55\%) of spirals still holds.

Finally, it is important to note that so far we have compared the data and model only in terms of bulge B/TB/T, but not in terms of bulge index nn or in terms of bar fraction. In effect, we have only shown that the models reproduce a subset of the results outlined in points (1)-(3) of §\S 5.7. Since the semi-analytic models do not produce a distribution of bulge index nn, we resort to presenting only an indirect comparison in Table 12. We assume that bulges, which form in major mergers have a bulge n>2.5n>2.5. This assumption is based the evidence presented in §\S 5.7. Thus, in Test 1 of Table 12, we compare the fraction (\sim 66%) of galaxies in the semi-analytic models having B/T0.2B/T\leq 0.2 and no major merger since z4z\leq 4, to the observed fraction (\sim 65%) of galaxies with B/T0.2B/T\leq 0.2 and bulge n2.5n\leq 2.5. There is close agreement between the two values. In Test 2 of Table 12, the fraction (\sim 12.7%) of model galaxies with B/T>0.4B/T>0.4 and no major merger since z4z\leq 4 is a factor of \sim 3 higher than the fraction (\sim 3.5%) of high mass spirals with B/T>0.4B/T>0.4 and bulge n>2.5n>2.5. Similarly, the fraction (\sim 1.6%) of model galaxies with B/T0.2B/T\leq 0.2 and a past major merger since z4z\leq 4 is also a factor of \sim 2 higher than the observed fraction (\sim 0.9%) of high mass spirals with B/T0.2B/T\leq 0.2 and bulge n>2.5n>2.5 (Test 3, Table 12). Thus, in terms of bulge B/TB/T and nn, there is good agreement between data and model for Test 1 (involving model galaxies with no major mergers since z4z\leq 4). This suggests that the vast majority of bulges with B/T0.2B/T\leq 0.2 and n2.5n\leq 2.5 likely formed in galaxies having had no major merger since z4z\leq 4. However, the agreement is less good for Tests 2 and 3 (involving model galaxies with major mergers since z4z\leq 4) and this suggests that the models may be building bulges a little bit too efficiently during a major merger, in agreement with the conclusion reached earlier.

What about the role of bars in the formation of these bulges of low B/TB/T and low nn? A detailed direct comparison with the semi-analytic models is not possible as the role of bars is not yet modeled, but related comparisons are possible. First, it is important to note that bar-driven gas inflow into the inner kpc and the subsequent building of disky stellar components or ‘pseudobulges’ (see §\S 1) can happen in both isolated galaxies and in minor mergers (§\S 5.7), since bars can be spontaneously induced in an isolated disk or tidally induced during an interaction or minor merger. The triggering of a bar is favored in a prograde interaction or minor merger. Thus, bulge-building via induced bars is more likely to happen in prograde rather than retrograde minor mergers. Statistically about half of minor mergers might be prograde or prograde-like, and half retrograde. Thus, one would expect bars to be induced in only half of the minor mergers. If this assumption is correct and if most of the mass in bulges with present-day B/T0.2B/T\leq 0.2 is formed in minor mergers, then one would expect only about half of these bulges to host bars. This is close to what is observed, as shown by Table 10. We see that 63%\sim 63\% of high mass spirals with low n2n\leq 2 bulges and 68%\sim 68\% of spirals with low B/T0.2B/T\leq 0.2 bulges host bars. This suggests that in high mass spirals, spontaneous and/or tidally induced bars may play a part in forming up to two-thirds of B/T0.2B/T\leq 0.2 or n2n\leq 2 bulges. The remaining one-third of such bulges may have been formed either by mechanisms that do not involve bars (e.g., retrograde minor mergers) or by bars that are not long-lived.

6 Summary

The properties of galaxy components (bulges, disks, and bars) in the local Universe provide key constraints for models of galaxy evolution. Most previous 2D2D decompositions have focused on two-component bulge-disk decomposition, and ignored the contribution of the bar even in strongly barred galaxies. However, as shown by this work and other recent studies (e.g., Laurikainen et al. 2005; Laurikainen et al. 2007; Reese et al. 2007), it is important to include the bar component in the 2D2D decomposition, in order to correctly estimate the bulge-to-total ratio (B/TB/T) and disk properties. In this paper we have developed an iterative 2D2D, bulge-disk-bar decomposition technique using GALFIT and applied it to HH-band images to a complete sample (S1) of 143 bright (MB19.3M_{B}\leq-19.3) low-to-moderately inclined (i70i\leq 70^{\circ}) spirals from the OSU Bright Spiral Galaxy Survey (OSUBSGS). The sample has primarily spirals with Hubble type S0/a to Sc and stellar mass M1.0×1010MM_{\star}\geq 1.0\times 10^{10}M_{\odot}. We performed two-component bulge-disk decomposition, as well as three-component bulge-disk-bar decomposition on the 2D2D light distribution of all galaxies, taking into account the PSF. We use an exponential profile for the disk, and Sérsic profiles for the bulge and bar. A number of quantitative indicators, including bar classification from ellipse fits, are used to pick either the bulge-disk-bar decomposition or bulge-disk decomposition, as the best final fit for a galaxy. Our main results are the following.

  1. 1.

    We find that it is necessary to include the bar component in 2D2D decomposition of barred galaxies, otherwise, the bulge-to-total ratio (B/TB/T) will be overestimated and the disk properties may be skewed. Examples of the effect of including the bar are shown for the prominently barred galaxies NGC 4643 (Figure 5, Table 3) and NGC 4548 (Figure 6, Table 4).

  2. 2.

    We find that out of the 143 low-to-moderately inclined (i70i\leq 70^{\circ}) spirals in our sample, 75 of 143 or 52%\sim 52\% are better fit with a Stage 3 bulge-disk-bar decomposition than a Stage 2 bulge-disk decomposition. There are also eight galaxies with pure bar-disk fits. The resulting HH-band bar fraction, defined as the fraction of disk galaxies that are barred, is 58.0±4.13%58.0\pm 4.13\% (84 of 143). This fraction is in excellent agreement with the HH-band bar fraction of 60% reported by MJ07, based on ellipse fits of the same OSUBSGS sample, with a more conservative inclination cut (i60i\leq 60^{\circ}).

  3. 3.

    HH-band images tend to trace the overall mass fairly well and are not overly impacted by extinction and age gradients. We therefore assume a constant mass-to-light (M/LM/L) in the HH-band for the bulge, disk, and bar, and assume their HH-band light fraction is a measure of their mass fraction. For our sample S1 of 143 bright (MB19.3M_{B}\leq-19.3) low-to-moderately inclined (i70i\leq 70^{\circ}) spirals with a mass-weighted mean Hubble type of Sab-Sb, we find that 71.6% of the stellar mass is in disks, 9.6% is in stellar bars and 18.9% is in bulges (with 10.4% in n>2n>2 bulges and 8.4% in n2n\leq 2 bulges).

    If disks and bars are much younger (e.g., 3\sim 3 Gyr old ) than bulges (e.g., 12\sim 12 Gyr old), then our prescription would underestimate the true B/TB/T by a factor of \leq 2. On the other hand, if the bulge is younger than the disk and happens to harbor a significant young population of massive stars, then our prescription will overestimate the true B/TB/T mass ratio, and make our current results on the high fraction of low B/TB/T bulges (see point 4 below) even stronger.

  4. 4.

    We explore the relationship between B/TB/T, bulge Sérsic index, and Hubble types (Fig. 14 & Fig. 15). Only a small fraction (1%\sim 1\%) of bright spirals have high n4n\geq 4 bulges; such bulges lie primarily in S0/a to Sab, and have a large B/T>0.2B/T>0.2. A moderate fraction (22%\sim 22\%) have intermediate 2<n<42<n<4 bulges; these exist in barred and unbarred S0/a to Sd, and their B/TB/T spans a wide range (0.03 to 0.5) with a mean of 0.29. Finally, a strikingly large fraction (76\sim 76%) of bright spirals have low n2n\leq 2 bulges; such bulges exist in barred and unbarred galaxies across a wide range of Hubble types, and their B/TB/T varies from 0.01 to 0.4, with most having B/T0.2B/T\leq 0.2.

  5. 5.

    Bulges with very high B/TB/T (>0.4>0.4) exist primarily in galaxies with high mass (M>6×1010MM_{\star}>6\times 10^{10}M_{\odot}) and early types (S0/a to Sab). Bulges with very low B/TB/T (<0.1<0.1) lie primarily in lower mass galaxies with later morphologies (Sb to Sc). As many as 69%\sim 69\% of bright spirals have bulges with B/T0.2B/T\leq 0.2: these bulges are pervasive and exist across the whole spectrum of S0/a to Sd (Figure 14).

  6. 6.

    Modeling bars with 2D2D decomposition allows us to measure bar properties and the bar-to-total ratio (Bar/TT), which is a measure of bar strength. There is a wide range (0.03\sim 0.03 to 0.47\sim 0.47) in the individual Bar/TT at a given Hubble type. The mean Bar/TT remains fairly constant with Hubble type from Sa to Sb, but shows a possible weak decline by about 0.1 from Sb to Sc (See Figure 19 and Figure 20). The bar fraction (Table 10) declines with B/TB/T; it is highest (68%\sim 68\%) for bright spirals with B/T0.2B/T\leq 0.2, and lower (36%\sim 36\%) by nearly a factor of two in spirals with B/T>0.2B/T>0.2.

    It may be tempting to infer this to mean the formation of two-thirds of low-B/TB/T bulges is related to spontaneous or/and tidally induced bars. Such a cause-effect relationship is not the only scenario consistent with this result. It may also be possible that bar instabilities are favored in galaxies with low B/TB/T and no inner Lindblad resonances. Under these conditions, the swing amplifier model with a feedback loop may be responsible for bar formation and partly account for the high bar fraction in galaxies of low B/TB/T.

  7. 7.

    We compare the observed distribution of bulge B/TB/T and nn in high mass (M1.0×1010MM_{\star}\geq 1.0\times 10^{10}M_{\odot}) spirals with predictions from a set of Λ\LambdaCDM cosmological semi-analytical models (Table 11, Table  12, and Figs. 24 to 27). Major mergers are considered as those with stellar mass ratio M1/M21/4M_{1}/M_{2}\geq 1/4. In the models, a high mass spiral can have a bulge with a present-day low B/TB/T\leq 0.2 only if it did not undergo a major merger since z2z\leq 2 (Fig. 23). The model merger history shows that only \sim 13.5% and \sim 20% of the high mass spirals experience major mergers since z2z\leq 2 and z4z\leq 4, respectively. The fraction (\sim 1.6%) of high mass spirals which have undergone a major merger since z4z\leq 4 and host a bulge with a present-day low B/T0.2B/T\leq 0.2 is a factor of over thirty smaller than the observed fraction (66%\sim 66\%) of high mass spirals with B/T0.2B/T\leq 0.2(Table 11). Thus, bulges built via major mergers since z4z\leq 4, over the last 12 Gyr, seriously fail to account for most of the low B/T0.2B/T\leq 0.2 bulges present in two-thirds of high-mass spirals. The overall picture that emerges is that the observed large frequency (\sim 66%) of high mass (M1.0×1010MM_{\star}\geq 1.0\times 10^{10}M_{\odot}) spirals with low present-day B/T0.2B/T\leq 0.2 can be accounted for in our hierarchical models by high mass spirals, which have not undergone a major merger since z2z\leq 2, and most of which have not even experienced a major merger since z4z\leq 4. Most of these present-day low B/T0.2B/T\leq 0.2 bulges are likely to have been built by a combination of minor mergers and/or secular processes since z4z\leq 4.

S.J. and T.W. acknowledge support from the National Aeronautics and Space Administration (NASA) LTSA grant NAG5-13063, NSF grant AST-0607748, and HSTHST grants GO-10395 and GO-10861 from STScI, which is operated by AURA, Inc., for NASA, under NAS5-26555. We thank Chien Peng for technical assistance in the operation of GALFIT. We acknowledge the usage of the Hyperleda database (http://leda.univ-lyon1.fr). This research has made use of the NASA/IPAC Extragalactic Database (NED) which is operated by the Jet Propulsion Laboratory, California Institute of Technology, under contract with the National Aeronautics and Space Administration.

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Refer to caption
Figure 1: Our final sample S1 consists of 143 bright (MB19.3M_{B}\leq-19.3) low-to-moderately inclined (i70i\leq 70^{\circ}) spirals in the OSUBSGS survey. The distribution of absolute BB-band magnitude for the sample of bright spirals in the OSUBSGS survey is shown in the top panel before (solid line) and after (shaded greyscale) the cut to remove highly inclined (i>70i>70^{\circ}) spirals. The distribution of Hubble types for the sample is shown in the bottom panel before (solid line) and after (shaded greyscale) the cut to remove highly inclined (i>70i>70^{\circ}) spirals.
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Figure 2: The luminosity function of the full OSUBSGS sample is compared with the BB-band Schechter luminosity function (SLF). The former is calculated as described in § 2.1 using equation (1). The parameters for the SLF are Φ=5.488×103\Phi^{*}=5.488\times 10^{-3} Mpc-3, α=1.07\alpha=-1.07, and MB=20.5M^{*}_{B}=-20.5 (Efstathiou, Ellis & Peterson 1988), corresponding to H0H_{0}=70 km/s Mpc-1.
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Figure 3: Out of our final sample S1 of 143 bright (MB19.3M_{B}\leq-19.3) low-to-moderately inclined (i70i\leq 70^{\circ}) OSUBSGS spirals, stellar masses could be estimated for 126 galaxies. Their stellar mass distribution is shown, as determined in §\S 2.2. Most have stellar masses M1.0×1010MM_{\star}\geq 1.0\times 10^{10}M_{\odot}. This sample of 126 galaxies is referenced henceforth as the sample S2.
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Figure 4: An overview of the method of decomposition. All images are subjected to Stages 1, 2, and 3. Either the best fit of Stage 2 or Stage 3 is chosen as the best model.
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Figure 5: Complete 2D2D decomposition for NGC 4643. Note the prominent bar residuals in the residual for the Stage 1 and Stage 2 bulge-disk decomposition. This is a case where the prominent bar causes the Stage 2 bulge-disk fit to artificially extend the bulge and inflate the B/TB/T. The disk fitted in Stage 2 has a low surface brightness and is very extended, well beyond the real disk: the b/ab/a and PAPA of the fitted disk is shown as contours. Stage 3 bulge-disk-bar decomposition provides the best model. The χ2\chi^{2} for the Stage 1, Stage 2, and Stage 3 residual images are 7360.7, 7284.8, and 2111.59, respectively. See Table 3 for the fit parameters.
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Figure 6: The complete 2D2D decomposition for NGC 4548. This is an extreme example where the prominent bar results in an extended bulge and inflated B/TB/T in the Stage 2 bulge-disk fit. Like NGC 4643 in Figure 5, the disk fitted in Stage 2 has a low surface brightness and is very extended: its b/ab/a and PAPA are shown as contours. Stage 3 bulge-disk-bar decomposition provides the best model. The χν2\chi^{2}_{\nu} for the Stage 1, Stage 2, and Stage 3 residual images are 7076.1, 6301.3, and 3260.4, respectively. See Table 4 for the fit parameters.
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Figure 7: This plot shows the data image, Stage 2 model, and Stage 3 model for NGC 4902. The Stage 2 bulge is too bright and is extended along the major axis of the bar (B/TB/T=31.2% and b/ab/a=0.45). In Stage 3, the bulge and bar are fit with distinct components (B/TB/T=5.59%, bulge b/ab/a=0.68, Bar/TT=9.97%, bar b/ab/a=0.22). All other fit parameters appear in Table 5.
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Figure 8: The data images and Stage 3 bulge-disk-bar decomposition models of NGC 5427 and NGC 7412 are shown. The Stage 3 models each distinctly show a false bar component, which is not present in the data images. The false components can be inspired by prominent spiral arms, such as those present in these galaxies. Such cases are flagged during the visual inspection of fits and the Stage 3 bulge-disk-bar decomposition is discarded in favor of the Stage 2 bulge-disk decomposition.
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Figure 9: This plot compares the B/TB/T obtained by fitting the bulge of NGC 4548 with a Sérsic model of constant b/ab/a as opposed to a Sérsic model varying b/ab/a. To mimic a Sérsic model with varying b/ab/a in GALFIT, the bulge was fitted with ten concentric Sérsic profiles with fixed rer_{e}, each separated by 0.75”. The top two panels show the run of b/ab/a and PAPA of the ten concentric Sérsic profiles. The bottom panel shows the cumulative B/TB/T calculated by summing all models with rrer\leq r_{e}. The bulge b/ab/a (0.88), PAPA (-66.5), and B/TB/T (13%) from the original Sérsic fit of constant b/ab/a (Table 4) are indicated with horizontal lines on the 3 panels.
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Figure 10: An elementary test is to determine if GALFIT can recover the known parameters of artificial noisy images. Noisy images were simulated by taking parametric model images (left panels) produced by GALFIT, and adding noise and sky background (right panels). The noisy images were then fitted to see if the original known parameters can be recovered. See § 4.2 for details.
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Figure 11: The plots compare recovered versus original model parameters for the simulated images discussd in § 4.2. The vertical axis limits demonstrate the range explored for each parameter. The dotted line shows y=xy=x for comparison. Except for some extreme cases where the images were highly distorted by noise, all parameters were recovered to within a few percent.
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Figure 12: The ratio of model-to-recovered parameter is plotted against mean surface brightness inside the disk scalelength, μ=mag+2.5×log10(2×π×b/a×h2)\mu=mag+2.5\times log_{10}(2\times\pi\times b/a\times h^{2}), for the simulated images discussed in § 4.2. Surface brightness is not photometrically calibrated and is shown for a zeropoint of 0.
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Figure 13: The top, middle, and bottom panels show stellar mass for bulges, disks, and bars, respectively, along the Hubble sequence. Values are shown for sample S2 of 126 galaxies in Fig. 3. The legend in each panel indicates the type of decomposition used for each data point.
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Figure 14: The individual and mean B/TB/T (left panels) and bulge Sérsic index (right panels) are plotted as a function of Hubble type for the sample S1 of bright galaxies, and as a function of galaxy stellar mass for sample S2. The error bars indicate the standard deviation of the population around the mean in each bin. The legend in each panel indicates the type of decomposition used for each data point. The mean B/TB/T and bulge index in barred galaxies differ systematically from unbarred galaxies, but there is a large overlap in the individual values. As many as 69%\sim 69\% of bright spiral galaxies have B/T0.2B/T\leq 0.2; these bulges are pervasive and exist across the Hubble sequence. Furthermore, as many as 76%\sim 76\% of bright spirals have low n2n\leq 2 bulges. Such bulges exist in barred and unbarred galaxies across a wide range of Hubble types.
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Figure 15: The relation between B/TB/T and bulge index is shown. In the top panel, galaxies are coded according to bar class. The legend indicates the type of decomposition used for each data point. In the lower panel, galaxies are coded according to Hubble type. A striking 76%\sim 76\% of bright spirals have low n2n\leq 2 bulges. Such bulges exist in barred and unbarred galaxies across a wide range of Hubble types, and their B/TB/T range from 0.01 to 0.4, with most having B/TB/T\leq 0.2. A moderate fraction (22%\sim 22\%) have intermediate 2<n<42<n<4 bulges. These exist in barred and unbarred S0/a to Sd galaxies, and their B/TB/T spans a wide range (0.05 to 0.5). Only (1%\sim 1\%) have n4n\geq 4.
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Figure 16: B/TB/T is plotted against Bar/TT and sorted by bulge Sérsic index. There are six galaxies with Bar/TT 0.3\geq 0.3.
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Figure 17: The top two rows show HH-band images of barred galaxies, which have early RC3 Hubble types, but yet have B/T0.2B/T\leq 0.2. The bottom row shows HH-band images of unbarred galaxies, which have late RC3 Hubble types, but yet have B/T0.4B/T\sim 0.4. The Hubble types assigned to these objects more reflect disk smoothness and spiral arm topology than B/TB/T. All images are from OSUBSGS with characteristics as described in § 2.
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Figure 18: B/DB/D is plotted against Hubble type. The legend indicates the type of decomposition used for each data point. The mean values for barred and unbarred together in each bin are shown.
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Figure 19: The properties of bars are shown. The error bars indicate the standard deviation of the population around the mean in each bin. The legend in each panel indicates the type of decomposition used for each data point. Upper left: Mean and individual Bar/TT plotted against Hubble type. Upper right: Mean and individual bar Sérsic indices plotted against Hubble type. Lower left: Bar/TT plotted against total galaxy stellar mass. The mean Bar/TT in bins of stellar mass is indicated. Lower right: Bar Sérsic index plotted against total galaxy stellar mass.
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Figure 20: Bar strength is plotted against Hubble type and the properties of bars are compared with bulges. The legend in each panel indicates the type of decomposition used for each data point. Upper left: Bar strength, the product of Bar/TT and peak bar ellipticity ebare_{bar} from MJ07 is plotted against Hubble type. Upper right: Bar/TT is plotted against bar Sérsic index. Lower left: Bar/TT is plotted against bulge Sérsic index. Lower right: Bar/TT is plotted against B/TB/T. In the first plot, mean bar strong is calculated for each Hubble type. In the latter three plots, mean Bar/TT is calculated for bins along the ordinate axis. The error bars indicate the standard deviation of the population around the mean in each bin.
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Figure 21: HH-band OSUBSGS images of spirals with prominent bars of Bar/TT (>0.3>0.3) are shown. An interesting example is the oval or lens galaxy NGC 1317: the bar has a low ellipticity, but its B/TB/T is large because it is extended and massive. Such bars/lenses may exert significant gravitational torques although they are not very elongated.
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Figure 22: Shown is the distribution of Sérsic indices nn for remnants of 1:1 gas-rich major mergers in the simulations of Hopkins et al. 2008: they lie in the range of 2<n<62<n<6. Specifically, \sim 22% of the remnants have classical n4n\geq 4, as much as 20% have low n2.5n\leq 2.5, while 50% have n3n\leq 3. Almost none have n2n\leq 2. [Figure: courtesy of Phil Hopkins]
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Figure 23: For those high mass (M1.0×1010MM_{\star}\geq 1.0\times 10^{10}M_{\odot}) galaxies in the theoretical models that experienced a major merger (see §\S 5.8), the B/TB/T of the remnant at z0z\sim 0 is plotted against the redshift zlastz_{\rm last} of the last major merger. Systems where the last major merger occurred at earlier times have had more time to grow a disk and thus have a lower B/TB/T at zz\sim 0. The dispersion in the present-day B/TB/T at a given zlastz_{\rm last} is due to the different times spent by a galaxy in terms of being a satellite versus a central galaxy in a DM halo, since the cooling of gas and the growth of a disk is stopped when a galaxy becomes a satellite. In the model, a high mass galaxy that has undergone a major merger at z2z\leq 2 has a present-day B/T>0.2B/T>0.2. In effect, a high mass spiral can have a present-day B/T0.2B/T\leq 0.2 only if its last major merger occurred at z>2z>2 (lookback times >10>10 Gyr).
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Figure 24: The cumulative fraction FF of high mass (M1.0×1010MM_{\star}\geq 1.0\times 10^{10}M_{\odot}) spirals with present-day B/TB/T\leq the x-axis value is shown for the data (colored lines/ points) and for the theoretical model (black lines/points) described in §\S 5.8. Model and data spirals are defined as systems with B/T0.75B/T\leq 0.75. The magenta line shows FF from the data, while the other two colored lines break this FF in terms of bar class (top panel) or bulge nn (lower panel). The black dashed line shows FF from all model galaxies, while the black dotted line and black dots show the contribution of model galaxies that experienced, respectively, no major merger and one or more major mergers since z4z\leq 4. Major mergers are defined here as those with M1/M21/4M_{1}/M_{2}\geq 1/4. In the model, the fraction (\sim 1.6%; see Table 11) of high mass spirals, which have undergone a major merger since z4z\leq 4 and host a bulge with a present-day B/T0.2B/T\leq 0.2 is a factor of over 20 smaller than the observed fraction (\sim 66%) of high mass spirals with present-day B/T0.2B/T\leq 0.2. Thus, bulges built via major mergers since z4z\leq 4 seriously fail to account for most of the low B/T0.2B/T\leq 0.2 bulges present in two-thirds of high-mass spirals.
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Figure 25: This figure is similar to Fig. 24, except that the model now defines major mergers as those with mass ratio M1/M21/6M_{1}/M_{2}\geq 1/6.
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Figure 26: This figure is similar to Fig. 24, except that here spirals are considered to be systems with a B/TB/T\leq 0.55 rather than 0.75 in the models, and a corresponding cut is applied to the data points.
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Figure 27: This figure is similar to Fig. 24, except that B/TB/T of all the observed galaxies has been multiplied by a factor of two, in order to test what would happen in the case where the M/LM/L ratio of the bulge in HH-band is twice as high as that of the disk and bar. This could happen in an extreme example where the dominant bulge stellar population was much older (e.g. 12 Gyr) than the age of the dominant disk stellar population (e.g., 3 Gyr). In such a case, the fraction of high mass spirals with B/T0.2B/T\leq 0.2 would change from 66%\sim 66\% in Fig. 24 to 50%\sim 50\%. However, the main conclusion that bulges built by major mergers since z4z\leq 4 cannot account for most of the low B/T0.2B/T\leq 0.2 bulges, present in a large percentage (55%\sim 55\%) of spirals still holds.
Table 1: Sample S1 of Bright (MB19.3M_{B}\leq-19.3) Low-to-Moderately Inclined (i70i\leq 70^{\circ}) Spirals in OSUBSGS (N=143)
Galaxy Name Best Fit Hubble Type Bar Type DD MBM_{B} BVB-V MM_{\star}
(RC3) (RC3) (Mpc) (mag) (mag) (MM_{\odot})
(1) (2) (3) (4) (5) (6) (7) (8)
ESO138-10 PSF+Bulge+Disk SA(s)cd A 15.75 -20.2 - -
IC0239 PSF+Bulge+Disk+Bar SAB(rs)cd AB 15.21 -19.3 0.70 1.34e+10
IC4444 Bulge+Disk SAB(rs)bc AB 28.82 -20.9 0.64 4.35e+10
IC5325 PSF+Bulge+Disk SAB(rs)bc AB 19.39 -19.6 0.56 9.78e+09
NGC0150 PSF+Bulge+Disk+Bar SB(rs)bc B 20.57 -20.1 0.64 2.17e+10
NGC0157 PSF+Bulge+Disk SAB(rs)bc AB 22.39 -21.4 0.59 5.81e+10
NGC0210 Bulge+Disk+Bar SAB(s)b AB 21.75 -20.4 0.71 3.77e+10
NGC0278 PSF+Bulge+Disk SAB(rs)b AB 12.64 -19.5 0.64 1.24e+10
NGC0289 PSF+Bulge+Disk+Bar SAB(rs)bc AB 20.79 -20.2 0.73 3.33e+10
NGC0428 PSF+Bulge+Disk+Bar SAB(s)m AB 15.96 -19.4 0.44 5.28e+09
NGC0488 PSF+Bulge+Disk SA(r)b A 31.39 -21.8 0.87 2.44e+11
NGC0578 PSF+Bulge+Disk+Bar SAB(rs)c AB 20.89 -20.5 0.51 1.87e+10
NGC0613 PSF+Bulge+Disk+Bar SB(rs)bc B 18.75 -20.8 0.68 4.92e+10
NGC0685 Bar+Disk SAB(r)c AB 16.29 -19.4 0.46 5.47e+09
NGC0779 Bulge+Disk+Bar SAB(r)b AB 18.54 -20.0 0.79 3.64e+10
NGC0864 PSF+Bulge+Disk+Bar SAB(rs)c AB 21.43 -20.6 0.55 2.31e+10
NGC0908 PSF+Bulge+Disk SA(s)c A 19.07 -21.3 0.65 6.60e+10
NGC1042 PSF+Bulge+Disk SAB(rs)cd AB 17.89 -20.2 0.54 1.63e+10
NGC1073 PSF+Bulge+Disk+Bar SB(rs)c B 16.29 -19.9 0.50 1.04e+10
NGC1084 PSF+Bulge+Disk SA(s)c A 18.32 -20.6 0.58 2.64e+10
NGC1087 Bar+Disk SAB(rs)c AB 20.36 -20.6 0.52 2.09e+10
NGC1187 PSF+Bulge+Disk+Bar SB(r)c B 17.46 -20.2 0.56 1.66e+10
NGC1241 PSF+Bulge+Disk+Bar SB(rs)b B 28.50 -21.7 0.85 2.05e+11
NGC1300 PSF+Bulge+Disk+Bar SB(rs)bc B 20.14 -20.9 0.68 5.39e+10
NGC1302 PSF+Bulge+Disk+Bar (R)SB(r)0 B 21.43 -20.2 0.89 6.37e+10
NGC1309 PSF+Bulge+Disk SA(s)bc A 27.86 -20.5 0.44 1.46e+10
NGC1317 Bulge+Disk+Bar SAB(r)a AB 18.11 -20.2 0.89 6.42e+10
NGC1350 PSF+Bulge+Disk+Bar (R’)SB(r)ab B 18.11 -21.1 0.87 1.38e+11
NGC1371 PSF+Bulge+Disk+Bar SAB(rs)a AB 18.32 -20.0 0.90 5.43e+10
NGC1385 PSF+Bar+Disk SB(s)cd B 18.75 -20.3 0.51 1.61e+10
NGC1511 Bulge+Disk SAa;pec A 16.18 -19.7 0.57 1.15e+10
NGC1559 PSF+Bar+Disk SB(s)cd B 15.32 -20.4 0.35 9.33e+09
NGC1703 PSF+Bulge+Disk SB(r)b B 18.64 -19.4 0.56 8.43e+09
NGC1792 PSF+Bulge+Disk SA(rs)bc A 14.57 -20.5 0.68 3.71e+10
NGC1808 PSF+Bulge+Disk+Bar (R)SAB(s)a AB 11.57 -19.9 0.81 3.57e+10
NGC1964 PSF+Bulge+Disk+Bar SAB(s)b AB 21.43 -20.8 0.77 6.54e+10
NGC2090 Bulge+Disk+Bar SA(rs)c A 10.93 -19.3 0.79 1.90e+10
NGC2139 Bulge+Disk SAB(rs)cd AB 24.00 -20.3 0.36 8.35e+09
NGC2196 PSF+Bulge+Disk (R’)SA(s)a A 30.86 -21.0 0.81 9.22e+10
NGC2442 PSF+Bulge+Disk+Bar SAB(s)bc;pec AB 18.32 -20.8 0.82 8.28e+10
NGC2559 Bulge+Disk+Bar SB(s)bc;pec B 21.43 -21.0 - -
NGC2566 Bulge+Disk (R’)SB(rs)ab;pec B 22.61 -20.7 0.81 6.98e+10
NGC2775 PSF+Bulge+Disk SA(r)ab A 18.21 -20.6 0.90 9.46e+10
NGC3059 Bar+Disk SB(rs)c B 15.86 -20.1 0.68 2.52e+10
NGC3166 Bulge+Disk+Bar SAB(rs)0 AB 23.57 -20.2 0.93 7.41e+10
NGC3169 PSF+Bulge+Disk SA(s)a;pec A 21.11 -20.3 0.85 6.09e+10
NGC3223 PSF+Bulge+Disk SA(s)b A 40.82 -21.9 0.82 2.36e+11
NGC3227 PSF+Bulge+Disk+Bar SAB(s)a;pec AB 22.07 -20.1 0.82 4.42e+10
NGC3261 PSF+Bulge+Disk+Bar SB(rs)b B 35.79 -21.3 - -
NGC3275 PSF+Bulge+Disk+Bar SB(r)ab B 45.43 -21.2 - -
NGC3319 PSF+Bar+Disk SB(rs)cd B 12.32 -19.4 0.41 4.76e+09
NGC3338 PSF+Bulge+Disk+Bar SA(s)c A 24.43 -20.6 0.59 2.67e+10
NGC3423 Bulge+Disk SA(s)cd A 11.68 -19.5 0.45 5.89e+09
NGC3504 Bulge+Disk+Bar (R)SAB(s)ab AB 21.43 -20.5 0.72 4.06e+10
NGC3513 Bulge+Disk+Bar SB(rs)c B 18.21 -19.9 0.43 7.52e+09
NGC3583 Bulge+Disk+Bar SB(s)b B 36.43 -20.8 - -
NGC3596 PSF+Bulge+Disk SAB(rs)c AB 24.64 -19.6 - -
NGC3646 PSF+Bulge+Disk Ring - 59.79 -22.9 0.65 2.82e+11
NGC3675 PSF+Bulge+Disk SA(s)b A 13.71 -20.2 - -
NGC3684 PSF+Bulge+Disk SA(rs)bc A 25.07 -19.4 0.62 1.00e+10
NGC3686 PSF+Bulge+Disk+Bar SB(s)bc B 25.18 -19.6 0.57 9.97e+09
NGC3705 PSF+Bulge+Disk+Bar SAB(r)ab AB 18.21 -19.9 0.79 3.15e+10
NGC3726 PSF+Bulge+Disk+Bar SAB(r)c AB 18.21 -20.6 0.49 1.93e+10
NGC3810 PSF+Bulge+Disk SA(rs)c A 18.11 -20.1 0.58 1.72e+10
NGC3885 PSF+Bulge+Disk SA(s)0 A 29.79 -19.6 0.95 4.62e+10
NGC3887 PSF+Bulge+Disk+Bar SB(r)bc B 20.68 -20.4 - -
NGC3893 PSF+Bulge+Disk SAB(rs)c AB 18.21 -19.9 - -
NGC3938 PSF+Bulge+Disk SA(s)c A 18.21 -20.0 0.52 1.23e+10
NGC3949 PSF+Bulge+Disk SA(s)bc AB 18.21 -19.9 0.45 8.66e+09
NGC4027 Bar+Disk SB(s)dm B 27.43 -20.6 0.54 2.25e+10
NGC4030 PSF+Bulge+Disk SA(s)bc A 27.75 -20.8 - -
NGC4051 PSF+Bulge+Disk+Bar SAB(rs)bc AB 18.21 -20.0 0.65 1.95e+10
NGC4062 PSF+Bulge+Disk SA(s)c A 10.39 -19.5 0.76 2.07e+10
NGC4123 PSF+Bulge+Disk+Bar SB(r)c B 17.68 -19.8 0.61 1.50e+10
NGC4145 PSF+Bulge+Disk SAB(rs)d AB 22.18 -20.1 0.51 1.34e+10
NGC4151 PSF+Bulge+Disk+Bar (R’)SAB(rs)ab AB 21.75 -20.1 0.73 2.93e+10
NGC4212 PSF+Bulge+Disk SAc A 18.00 -20.4 0.67 3.28e+10
NGC4254 PSF+Bulge+Disk SA(s)c A 18.00 -22.6 0.57 1.61e+11
NGC4293 PSF+Bulge+Disk+Bar (R)SB(s)0 B 18.21 -20.1 0.90 5.94e+10
NGC4303 Bulge+Disk+Bar SAB(rs)bc AB 16.29 -21.8 0.53 6.76e+10
NGC4314 PSF+Bulge+Disk+Bar SB(rs)a B 10.39 -19.8 0.85 3.69e+10
NGC4394 PSF+Bulge+Disk+Bar (R)SB(r)b B 18.00 -19.4 0.85 2.61e+10
NGC4414 PSF+Bulge+Disk+Bar SA(rs)c A 10.39 -20.0 0.84 4.38e+10
NGC4450 PSF+Bulge+Disk+Bar SA(s)ab A 18.00 -21.9 0.82 2.22e+11
NGC4487 PSF+Bulge+Disk+Bar SAB(rs)cd AB 21.32 -19.6 - -
NGC4490 PSF+Bulge+Disk SB(s)d;pec B 8.36 -21.7 0.43 4.10e+10
NGC4527 Bulge+Disk+Bar SAB(s)bc AB 14.46 -21.5 0.86 1.87e+11
NGC4548 PSF+Bulge+Disk+Bar SB(rs)b B 18.00 -20.8 0.81 7.85e+10
NGC4593 PSF+Bulge+Disk+Bar (R)SB(rs)b B 42.32 -20.8 - -
NGC4618 PSF+Bar+Disk SB(rs)m B 7.82 -19.3 0.44 4.62e+09
NGC4643 Bulge+Disk+Bar SB(rs)0 B 27.54 -19.9 0.96 6.49e+10
NGC4647 Bulge+Disk SAB(rs)c AB 18.00 -19.8 0.65 1.67e+10
NGC4651 PSF+Bulge+Disk SA(rs)c A 18.00 -19.6 0.57 1.05e+10
NGC4654 Bulge+Disk SAB(rs)cd AB 18.00 -20.6 0.60 2.99e+10
NGC4665 PSF+Bulge+Disk+Bar SB(s)0 B 19.18 -19.3 - -
NGC4689 PSF+Bulge+Disk SA(rs)bc A 18.00 -20.7 0.65 3.84e+10
NGC4691 PSF+Bulge+Disk+Bar (R)SB(s)0;pec B 24.11 -19.6 0.58 1.04e+10
NGC4698 PSF+Bulge+Disk SA(s)ab A 18.00 -19.9 0.91 5.15e+10
NGC4699 Bulge+Disk+Bar SAB(rs)b AB 27.54 -21.5 0.89 2.06e+11
NGC4772 PSF+Bulge+Disk+Bar SA(s)a A 17.46 -19.4 0.92 3.30e+10
NGC4775 PSF+Bulge+Disk SA(s)d A 28.50 -20.4 - -
NGC4781 PSF+Bulge+Disk SB(rs)d B 24.11 -20.8 - -
NGC4818 PSF+Bulge+Disk+Bar SAB(rs)ab;pec AB 23.04 -19.7 0.89 3.88e+10
NGC4856 PSF+Bulge+Disk+Bar SB(s)0 B 22.61 -20.2 0.99 9.04e+10
NGC4902 PSF+Bulge+Disk+Bar SB(r)b B 42.00 -21.4 0.69 8.33e+10
NGC4930 PSF+Bulge+Disk+Bar SB(rs)b B 37.50 -21.2 0.90 1.61e+11
NGC4939 PSF+Bulge+Disk SA(s)bc A 47.46 -22.2 0.64 1.43e+11
NGC4941 PSF+Bulge+Disk (R)SAB(r)ab AB 6.86 -19.4 0.84 2.50e+10
NGC4995 PSF+Bulge+Disk+Bar SAB(rs)b AB 30.00 -20.6 0.87 8.25e+10
NGC5054 Bulge+Disk SA(s)bc A 29.25 -21.1 0.76 8.31e+10
NGC5085 Bulge+Disk SA(s)c A 30.96 -19.3 0.87 2.54e+10
NGC5101 PSF+Bulge+Disk+Bar (R)SB(rs)0 B 29.36 -20.8 1.00 1.69e+11
NGC5121 PSF+Bulge+Disk (R’)SA(s)a A 23.68 -19.4 0.95 3.68e+10
NGC5161 PSF+Bulge+Disk SA(s)c A 35.89 -21.7 0.79 1.65e+11
NGC5247 PSF+Bulge+Disk SA(s)bc A 23.79 -21.2 0.54 3.86e+10
NGC5371 PSF+Bulge+Disk+Bar SAB(rs)bc AB 40.50 -22.1 0.70 1.74e+11
NGC5427 PSF+Bulge+Disk SA(s)c;pec A 40.82 -21.2 0.57 4.61e+10
NGC5483 Bulge+Disk+Bar SA(s)c A 26.46 -20.3 - -
NGC5643 PSF+Bulge+Disk+Bar SAB(rs)c AB 18.11 -20.9 0.74 6.68e+10
NGC5676 PSF+Bulge+Disk SA(rs)bc A 36.96 -21.5 0.68 9.01e+10
NGC5701 PSF+Bulge+Disk+Bar (R)SB(rs)0 B 27.96 -19.9 0.88 4.67e+10
NGC5713 PSF+Bulge+Disk SAB(rs)bc;pec AB 32.57 -21.1 0.64 5.21e+10
NGC5850 PSF+Bulge+Disk+Bar SB(r)b B 30.54 -21.5 0.79 1.37e+11
NGC5921 PSF+Bulge+Disk+Bar SB(r)bc B 27.00 -20.6 0.66 3.51e+10
NGC5962 Bulge+Disk+Bar SA(r)c A 34.07 -20.9 0.64 4.43e+10
NGC6215 PSF+Bulge+Disk SA(s)c A 21.96 -20.4 0.54 1.84e+10
NGC6221 Bulge+Disk+Bar SB(s)bc;pec B 20.79 -21.6 0.74 1.31e+11
NGC6300 PSF+Bulge+Disk+Bar SB(rs)b B 15.32 -20.3 0.78 4.49e+10
NGC6384 Bulge+Disk SAB(r)bc AB 28.50 -21.5 0.72 1.05e+11
NGC6753 PSF+Bulge+Disk+Bar (R)SA(r)b A 43.82 -21.6 0.83 1.81e+11
NGC6782 PSF+Bulge+Disk+Bar (R)SAB(r)a AB 54.43 -21.4 - -
NGC6902 PSF+Bulge+Disk SA(r)b A 38.25 -21.2 0.71 8.12e+10
NGC6907 PSF+Bulge+Disk+Bar SB(s)bc B 46.07 -21.8 0.69 1.21e+11
NGC7083 PSF+Bulge+Disk SA(s)bc A 41.46 -21.8 0.65 1.05e+11
NGC7205 PSF+Bulge+Disk SA(s)bc A 21.96 -20.7 0.60 3.11e+10
NGC7213 PSF+Bulge+Disk SA(s)a A 23.57 -21.0 0.89 1.26e+11
NGC7217 PSF+Bulge+Disk (R)SA(r)ab A 17.14 -20.5 0.90 8.38e+10
NGC7412 PSF+Bulge+Disk+Bar SB(s)b B 22.61 -20.2 0.53 1.50e+10
NGC7479 PSF+Bulge+Disk+Bar SB(s)c B 34.71 -21.7 0.75 1.44e+11
NGC7552 Bulge+Disk+Bar (R’)SB(s)ab B 20.89 -20.5 0.68 3.49e+10
NGC7723 PSF+Bulge+Disk+Bar SB(r)b B 25.39 -20.5 0.73 4.32e+10
NGC7727 PSF+Bulge+Disk SAB(s)a;pec AB 24.96 -20.8 0.91 1.13e+11
NGC7741 Bulge+Disk+Bar SB(s)cd B 13.18 -19.3 0.53 6.67e+09

Note. — Columns are: (1) Galaxy name. (2) The best fit chosen based on the criteria outlined in § 3.3. (3) Hubble type from RC3 (de Vaucouleurs et al. 1991). (4) RC3 bar type, which is based on visual inspection of optical images and runs as ‘B’=‘strongly barred’, ‘AB’=‘weakly barred’, and ‘A’=‘unbarred’. (5) The distance in Mpc from the Nearby Galaxies Catalog (Tully 1988) scaled to a Hubble constant of 70 km s-1 Mpc-1. Distances are adjusted assuming the Galaxy is retarded by 300 km s1s^{-1} from the universal expansion by the mass of the Virgo Cluster. Exceptions are NGC 6753, NGC 6782, and NGC 6907 where distances are from RC3, NGC 3504 where the distance is from Kenney et al. (1993), and NGC 4314 where the distance is from Benedict et al. (1996). (6) Absolute BB-band magnitude from Hyperleda. Corrections have been applied for galactic and internal extinction. Galactic absorption is computed based on Schlegel et al. (1998). Internal extinction is corrected for following Bottinelli et al. (1995). K-correction co-efficients are drawn from RC2 (de Vaucouleurs et al. 1976). (7) BVB-V color from Hyperleda. Corrections for extinction and k-correction have been applied as in column 6. (8) Stellar mass, calculated as outlined in § 2.2.

Table 2: Parameters From 2D2D Luminosity Decomposition for Sample S1 (N=143)
Galaxy Name Best Fit B/TB/T D/TD/T Bar/TT B/DB/D Bulge rer_{e} Bulge rer_{e} Bulge nn Disk h Disk h Bar rer_{e} Bar rer_{e} Bar nn
% % % ′′ kpc ′′ kpc ′′ kpc
(1) (2) (3) (4) (5) (6) (7) (8) (9) (10) (11) (12) (13) (14)
ESO138-10 PSF+Bulge+Disk 16.25 83.75 - 0.19 10.94 0.86 2.07 27.10 2.14 - - -
IC0239 PSF+Bulge+Disk+Bar 2.45 92.65 4.91 0.03 6.63 0.41 0.23 34.56 2.15 13.95 0.87 0.19
IC4444 Bulge+Disk 31.97 68.03 - 0.47 7.94 1.06 2.33 17.67 2.36 - - -
IC5325 PSF+Bulge+Disk 6.79 93.21 - 0.07 15.17 1.56 1.75 23.18 2.39 - - -
NGC0150 PSF+Bulge+Disk+Bar 5.72 81.18 13.11 0.07 4.22 0.44 0.05 33.57 3.52 17.82 1.87 0.39
NGC0157 PSF+Bulge+Disk 2.29 97.71 - 0.02 3.44 0.41 0.44 31.82 3.78 - - -
NGC0210 Bulge+Disk+Bar 30.07 48.54 21.39 0.62 4.81 0.57 1.71 83.21 9.92 29.41 3.51 0.31
NGC0278 PSF+Bulge+Disk 4.23 95.77 - 0.04 3.46 0.15 0.57 13.48 0.58 - - -
NGC0289 PSF+Bulge+Disk+Bar 8.83 85.99 5.18 0.10 4.91 0.57 0.46 20.28 2.36 18.90 2.19 0.04
NGC0428 PSF+Bulge+Disk+Bar 5.50 71.64 22.86 0.08 9.27 0.67 0.38 32.55 2.34 30.70 2.21 0.37
NGC0488 PSF+Bulge+Disk 21.72 78.28 - 0.28 9.91 1.52 3.07 38.94 5.96 - - -
NGC0578 PSF+Bulge+Disk+Bar 2.05 93.63 4.32 0.02 4.19 0.46 0.56 40.73 4.47 14.95 1.64 0.18
NGC0613 PSF+Bulge+Disk+Bar 13.14 56.97 29.90 0.23 6.12 0.64 1.05 44.69 4.64 62.49 6.49 0.53
NGC0685 Bar+Disk - 96.53 3.47 - - - - 41.24 4.28 20.68 2.15 0.16
NGC0779 Bulge+Disk+Bar 16.18 57.69 26.13 0.28 6.04 0.59 2.31 38.74 3.79 29.00 2.84 0.25
NGC0864 PSF+Bulge+Disk+Bar 2.77 86.88 10.35 0.03 3.52 0.38 0.66 39.54 4.22 21.07 2.25 0.37
NGC0908 PSF+Bulge+Disk 8.86 91.14 - 0.10 7.18 0.84 1.62 48.96 5.72 - - -
NGC1042 PSF+Bulge+Disk 3.00 97.00 - 0.03 5.91 0.57 0.09 39.83 3.86 - - -
NGC1073 PSF+Bulge+Disk+Bar 2.36 79.58 18.06 0.03 5.47 0.46 0.41 50.02 4.17 34.24 2.85 0.83
NGC1084 PSF+Bulge+Disk 5.23 94.77 - 0.06 3.24 0.32 0.77 18.68 1.82 - - -
NGC1087 Bar+Disk - 93.13 6.87 - - - - 28.55 2.78 7.79 0.76 1.27
NGC1187 PSF+Bulge+Disk+Bar 6.94 64.96 28.10 0.11 4.81 0.51 1.57 38.20 4.06 51.85 5.51 0.72
NGC1241 PSF+Bulge+Disk+Bar 11.70 69.10 19.21 0.17 2.61 0.70 0.91 27.69 7.43 17.89 4.80 0.49
NGC1300 PSF+Bulge+Disk+Bar 11.04 74.94 14.02 0.15 4.63 0.51 1.19 63.53 6.96 65.89 7.21 0.25
NGC1302 PSF+Bulge+Disk+Bar 17.65 63.79 18.57 0.28 4.96 0.59 2.01 44.92 5.34 20.44 2.43 0.76
NGC1309 PSF+Bulge+Disk 27.07 72.93 - 0.37 10.86 1.68 2.27 16.67 2.58 - - -
NGC1317 Bulge+Disk+Bar 13.86 41.48 44.65 0.33 3.99 0.53 1.94 47.37 6.31 20.22 2.69 2.19
NGC1350 PSF+Bulge+Disk+Bar 19.52 69.99 10.50 0.28 7.41 0.95 1.59 52.77 6.73 51.07 6.51 0.31
NGC1371 PSF+Bulge+Disk+Bar 12.46 80.16 7.38 0.16 5.17 0.52 1.11 29.34 2.93 18.92 1.89 0.36
NGC1385 PSF+Bar+Disk - 75.54 24.46 - - - - 28.69 2.87 15.63 1.56 1.28
NGC1511 Bulge+Disk 28.47 71.53 - 0.40 27.78 2.55 1.35 23.99 2.20 - - -
NGC1559 PSF+Bar+Disk - 97.06 2.94 - - - - 31.16 2.86 9.84 0.90 0.53
NGC1703 PSF+Bulge+Disk 6.32 93.68 - 0.07 2.83 0.30 0.56 18.24 1.91 - - -
NGC1792 PSF+Bulge+Disk 2.65 97.35 - 0.03 3.72 0.31 0.84 38.50 3.23 - - -
NGC1808 PSF+Bulge+Disk+Bar 3.92 74.27 21.82 0.05 2.78 0.19 0.45 38.78 2.71 5.71 0.40 0.67
NGC1964 PSF+Bulge+Disk+Bar 41.78 49.87 8.35 0.84 8.31 0.97 2.58 18.59 2.17 8.05 0.94 0.05
NGC2090 Bulge+Disk+Bar 14.67 58.39 26.94 0.25 17.68 1.12 2.19 160.02 10.17 33.74 2.14 0.43
NGC2139 Bulge+Disk 15.16 84.84 - 0.18 8.27 1.04 1.53 18.12 2.27 - - -
NGC2196 PSF+Bulge+Disk 46.38 53.62 - 0.86 13.42 2.12 2.38 28.38 4.48 - - -
NGC2442 PSF+Bulge+Disk+Bar 13.33 62.47 24.19 0.21 4.78 0.46 1.68 78.46 7.55 60.15 5.79 0.24
NGC2559 Bulge+Disk+Bar 6.98 81.64 11.37 0.09 4.01 0.43 1.38 34.65 3.72 21.40 2.30 0.24
NGC2566 Bulge+Disk 22.71 77.29 - 0.29 1.74 0.20 4.42 23.05 2.60 - - -
NGC2775 PSF+Bulge+Disk 60.87 39.13 - 1.56 47.35 4.37 4.85 28.09 2.59 - - -
NGC3059 Bar+Disk - 90.68 9.32 - - - - 64.22 5.92 23.94 2.21 1.43
NGC3166 Bulge+Disk+Bar 24.97 50.74 24.29 0.49 3.25 0.30 0.81 20.14 1.84 13.85 1.26 0.53
NGC3169 PSF+Bulge+Disk 38.53 61.47 - 0.63 11.01 0.96 2.41 55.12 4.79 - - -
NGC3223 PSF+Bulge+Disk 11.71 88.29 - 0.13 5.39 1.06 1.74 29.05 5.73 - - -
NGC3227 PSF+Bulge+Disk+Bar 10.78 45.23 44.00 0.24 4.84 0.44 0.32 44.67 4.07 39.51 3.60 1.27
NGC3261 PSF+Bulge+Disk+Bar 15.06 70.15 14.79 0.21 2.95 0.52 1.96 28.89 5.08 14.19 2.49 1.05
NGC3275 PSF+Bulge+Disk+Bar 14.15 63.44 22.41 0.22 2.21 0.48 1.85 28.25 6.20 20.75 4.55 0.94
NGC3319 PSF+Bar+Disk - 91.41 8.59 - - - - 66.08 14.49 14.60 3.20 0.43
NGC3338 PSF+Bulge+Disk+Bar 5.29 81.96 12.75 0.06 4.39 0.39 0.76 36.42 3.25 20.62 1.84 0.39
NGC3423 Bulge+Disk 28.10 71.90 - 0.39 24.09 1.39 2.39 31.21 1.80 - - -
NGC3504 Bulge+Disk+Bar 23.15 39.49 37.37 0.59 2.37 0.25 1.04 29.55 3.09 26.02 2.72 0.78
NGC3513 Bulge+Disk+Bar 4.45 92.08 3.47 0.05 10.73 0.88 1.46 33.18 2.72 18.32 1.50 0.08
NGC3583 Bulge+Disk+Bar 8.62 53.40 37.98 0.16 1.29 0.19 1.28 21.78 3.19 14.89 2.18 0.68
NGC3596 PSF+Bulge+Disk 12.15 87.85 - 0.14 5.34 0.43 0.67 18.54 1.50 - - -
NGC3646 PSF+Bulge+Disk 13.53 86.47 - 0.16 3.60 1.04 1.20 26.01 7.54 - - -
NGC3675 PSF+Bulge+Disk 44.42 55.58 - 0.80 28.41 1.42 2.66 47.12 2.35 - - -
NGC3684 PSF+Bulge+Disk 26.92 73.08 - 0.37 11.43 1.10 2.15 15.96 1.53 - - -
NGC3686 PSF+Bulge+Disk+Bar 3.02 95.00 1.98 0.03 4.39 0.31 0.66 27.57 1.96 21.32 1.52 0.03
NGC3705 PSF+Bulge+Disk+Bar 27.73 59.20 13.07 0.47 8.62 0.63 1.83 37.77 2.74 30.00 2.18 0.07
NGC3726 PSF+Bulge+Disk+Bar 3.09 95.10 1.81 0.03 5.64 0.37 0.53 49.58 3.24 41.09 2.69 0.05
NGC3810 PSF+Bulge+Disk 38.43 61.57 - 0.62 12.35 0.82 1.28 23.78 1.57 - - -
NGC3885 PSF+Bulge+Disk 27.10 72.90 - 0.37 3.13 0.41 0.46 11.94 1.57 - - -
NGC3887 PSF+Bulge+Disk+Bar 4.19 83.01 12.80 0.05 5.27 0.44 1.01 42.69 3.55 37.62 3.13 0.62
NGC3893 PSF+Bulge+Disk 54.61 45.39 - 1.20 20.05 1.31 2.05 23.40 1.52 - - -
NGC3938 PSF+Bulge+Disk 7.30 92.70 - 0.08 6.43 0.34 1.18 32.84 1.75 - - -
NGC3949 PSF+Bulge+Disk 7.75 92.25 - 0.08 4.67 0.22 0.64 15.22 0.72 - - -
NGC4027 Bar+Disk - 79.48 20.52 - - - - 43.11 2.03 26.50 1.25 1.80
NGC4030 PSF+Bulge+Disk 47.29 52.71 - 0.90 17.18 1.73 2.22 20.67 2.08 - - -
NGC4051 PSF+Bulge+Disk+Bar 14.99 46.99 38.02 0.32 11.29 0.54 1.20 65.81 3.12 69.69 3.31 0.40
NGC4062 PSF+Bulge+Disk 1.69 98.31 - 0.02 3.62 0.19 0.50 34.98 1.79 - - -
NGC4123 PSF+Bulge+Disk+Bar 6.87 79.23 13.90 0.09 6.55 0.56 0.59 56.76 4.84 42.98 3.66 0.46
NGC4145 PSF+Bulge+Disk 7.75 92.25 - 0.08 12.90 0.82 0.68 63.59 4.05 - - -
NGC4151 PSF+Bulge+Disk+Bar 41.32 50.26 8.42 0.82 9.36 0.62 0.44 37.74 2.49 57.00 3.76 0.10
NGC4212 PSF+Bulge+Disk 3.67 96.33 - 0.04 1.44 0.01 1.38 22.56 0.13 - - -
NGC4254 PSF+Bulge+Disk 38.98 61.02 - 0.64 30.46 5.03 2.68 34.19 5.64 - - -
NGC4293 PSF+Bulge+Disk+Bar 8.49 61.70 29.81 0.14 8.00 0.40 0.99 58.26 2.88 55.17 2.73 0.46
NGC4303 Bulge+Disk+Bar 8.28 82.81 8.91 0.10 2.67 0.30 1.55 44.58 4.93 32.35 3.58 0.55
NGC4314 PSF+Bulge+Disk+Bar 26.49 52.44 21.07 0.51 11.22 0.74 2.05 62.35 4.14 48.98 3.25 0.35
NGC4394 PSF+Bulge+Disk+Bar 15.20 69.58 15.22 0.22 4.20 0.22 1.63 41.74 2.22 28.70 1.53 0.59
NGC4414 PSF+Bulge+Disk+Bar 11.48 83.86 4.65 0.14 3.50 0.17 1.72 21.27 1.05 17.66 0.87 0.05
NGC4450 PSF+Bulge+Disk+Bar 16.86 71.49 11.65 0.24 8.19 1.10 2.26 47.16 6.33 36.13 4.85 0.33
NGC4487 PSF+Bulge+Disk+Bar 3.10 93.77 3.13 0.03 6.66 0.47 0.83 27.92 1.99 14.52 1.04 0.27
NGC4490 PSF+Bulge+Disk 6.64 93.36 - 0.07 21.41 0.88 0.35 44.02 1.81 - - -
NGC4527 Bulge+Disk+Bar 18.24 63.84 17.91 0.29 5.17 0.61 1.99 55.52 6.59 41.19 4.89 0.50
NGC4548 PSF+Bulge+Disk+Bar 12.96 68.65 18.39 0.19 6.97 0.23 1.56 58.22 1.96 44.91 1.51 0.51
NGC4593 PSF+Bulge+Disk+Bar 25.13 28.15 46.72 0.89 5.27 0.97 1.04 33.07 6.11 41.94 7.75 0.64
NGC4618 PSF+Bar+Disk - 86.11 13.89 - - - - 46.22 8.54 17.05 3.15 0.66
NGC4643 Bulge+Disk+Bar 24.96 54.10 20.95 0.46 5.43 0.52 2.53 48.22 4.64 21.30 2.05 0.62
NGC4647 Bulge+Disk 33.39 66.61 - 0.50 12.90 1.26 1.61 42.63 4.17 - - -
NGC4651 PSF+Bulge+Disk 41.67 58.33 - 0.71 18.52 1.01 0.63 30.46 1.66 - - -
NGC4654 Bulge+Disk 1.74 98.26 - 0.02 3.78 0.27 0.93 30.16 2.18 - - -
NGC4665 PSF+Bulge+Disk+Bar 14.74 67.38 17.89 0.22 6.92 0.37 1.12 50.48 2.73 30.68 1.66 0.70
NGC4689 PSF+Bulge+Disk 5.22 94.78 - 0.06 6.97 0.73 1.14 41.85 4.38 - - -
NGC4691 PSF+Bulge+Disk+Bar 15.80 69.09 15.11 0.23 11.62 0.89 0.61 33.90 2.59 24.99 1.91 0.42
NGC4698 PSF+Bulge+Disk 21.72 78.28 - 0.28 6.78 0.48 1.78 28.34 2.02 - - -
NGC4699 Bulge+Disk+Bar 19.93 76.48 3.59 0.26 2.62 0.27 2.08 15.93 1.62 13.49 1.37 0.02
NGC4772 PSF+Bulge+Disk+Bar 34.25 51.55 14.20 0.66 9.29 0.67 1.49 58.16 4.17 52.58 3.77 0.50
NGC4775 PSF+Bulge+Disk 32.85 67.15 - 0.49 21.43 2.31 1.75 18.48 1.99 - - -
NGC4781 PSF+Bulge+Disk 10.18 89.82 - 0.11 12.02 1.04 0.94 32.82 2.85 - - -
NGC4818 PSF+Bulge+Disk+Bar 7.04 73.74 19.22 0.10 2.82 0.21 0.47 36.31 2.69 16.38 1.21 0.51
NGC4856 PSF+Bulge+Disk+Bar 27.44 61.22 11.35 0.45 5.95 0.51 1.53 30.61 2.64 17.07 1.47 0.44
NGC4902 PSF+Bulge+Disk+Bar 5.59 84.44 9.97 0.07 4.31 0.80 0.85 29.24 5.45 14.13 2.64 0.39
NGC4930 PSF+Bulge+Disk+Bar 23.74 61.29 14.98 0.39 6.46 1.14 1.37 45.02 7.93 32.96 5.80 0.38
NGC4939 PSF+Bulge+Disk 21.37 78.63 - 0.27 9.52 2.01 2.78 32.14 6.79 - - -
NGC4941 PSF+Bulge+Disk 15.08 84.92 - 0.18 4.30 0.25 0.84 23.23 1.36 - - -
NGC4995 PSF+Bulge+Disk+Bar 6.62 87.18 6.20 0.08 4.14 0.50 0.05 19.56 2.34 18.03 2.16 0.34
NGC5054 Bulge+Disk 9.64 90.36 - 0.11 5.28 0.65 2.42 52.65 6.48 - - -
NGC5085 Bulge+Disk 6.04 93.96 - 0.06 5.53 0.74 1.48 33.88 4.55 - - -
NGC5101 PSF+Bulge+Disk+Bar 32.63 48.31 19.06 0.68 7.61 0.96 2.28 28.39 3.59 37.85 4.78 0.31
NGC5121 PSF+Bulge+Disk 36.43 63.57 - 0.57 4.68 0.48 2.41 15.62 1.61 - - -
NGC5161 PSF+Bulge+Disk 27.14 72.86 - 0.37 20.54 3.38 1.47 43.98 7.24 - - -
NGC5247 PSF+Bulge+Disk 7.54 92.46 - 0.08 8.46 0.79 1.04 50.85 4.78 - - -
NGC5371 PSF+Bulge+Disk+Bar 8.60 76.08 15.32 0.11 3.13 0.55 1.29 55.81 9.84 23.03 4.06 1.05
NGC5427 PSF+Bulge+Disk 7.76 92.24 - 0.08 4.74 0.45 0.60 24.59 2.31 - - -
NGC5483 Bulge+Disk+Bar 0.98 91.28 7.73 0.01 3.23 0.39 1.22 23.25 2.83 8.74 1.06 0.32
NGC5643 PSF+Bulge+Disk+Bar 8.21 81.78 10.01 0.10 5.68 0.46 2.14 45.30 3.63 48.58 3.89 0.43
NGC5676 PSF+Bulge+Disk 6.67 93.33 - 0.07 3.71 0.54 1.29 23.10 3.39 - - -
NGC5701 PSF+Bulge+Disk+Bar 24.43 63.47 12.09 0.38 11.13 1.19 2.41 70.67 7.56 26.01 2.78 0.40
NGC5713 PSF+Bulge+Disk 33.40 66.60 - 0.50 15.59 2.02 1.84 18.52 2.40 - - -
NGC5850 PSF+Bulge+Disk+Bar 14.76 63.74 21.50 0.23 6.22 1.06 1.58 72.24 12.29 46.05 7.83 0.90
NGC5921 PSF+Bulge+Disk+Bar 10.43 70.50 19.06 0.15 2.55 0.26 1.97 40.88 4.10 35.05 3.51 0.92
NGC5962 Bulge+Disk+Bar 10.30 78.82 10.88 0.13 2.33 0.32 1.37 14.56 1.99 13.85 1.89 0.02
NGC6215 PSF+Bulge+Disk 6.95 93.05 - 0.07 2.55 0.27 0.96 14.02 1.47 - - -
NGC6221 Bulge+Disk+Bar 5.27 81.98 12.76 0.06 3.16 0.29 2.73 51.47 4.78 19.33 1.80 0.87
NGC6300 PSF+Bulge+Disk+Bar 5.98 86.55 7.47 0.07 5.43 0.42 1.44 47.08 3.60 31.64 2.42 0.30
NGC6384 Bulge+Disk 27.92 72.08 - 0.39 15.66 1.82 3.13 40.05 4.65 - - -
NGC6753 PSF+Bulge+Disk+Bar 5.08 72.91 22.02 0.07 1.50 0.32 0.94 19.17 4.12 7.88 1.69 0.80
NGC6782 PSF+Bulge+Disk+Bar 26.27 51.75 21.98 0.51 3.90 1.03 1.10 27.14 7.20 19.27 5.11 0.38
NGC6902 PSF+Bulge+Disk 40.55 59.45 - 0.68 12.68 2.43 3.03 30.13 5.77 - - -
NGC6907 PSF+Bulge+Disk+Bar 10.32 63.12 26.56 0.16 3.49 0.75 1.10 28.99 6.19 23.37 4.99 0.33
NGC7083 PSF+Bulge+Disk 13.23 86.77 - 0.15 5.87 1.23 1.37 23.26 4.86 - - -
NGC7205 PSF+Bulge+Disk 6.08 93.92 - 0.06 4.70 0.48 0.88 31.03 3.16 - - -
NGC7213 PSF+Bulge+Disk 65.74 34.26 - 1.92 19.55 2.42 2.68 63.19 7.83 - - -
NGC7217 PSF+Bulge+Disk 53.71 46.29 - 1.16 21.07 1.36 2.21 26.84 1.73 - - -
NGC7412 PSF+Bulge+Disk+Bar 4.09 68.60 27.31 0.06 2.84 0.34 1.28 23.58 2.78 35.06 4.13 1.20
NGC7479 PSF+Bulge+Disk+Bar 8.76 63.51 27.72 0.14 6.00 0.98 1.09 37.59 6.17 40.63 6.67 0.47
NGC7552 Bulge+Disk+Bar 23.44 61.08 15.48 0.38 2.70 0.31 0.64 17.54 1.99 42.05 4.78 0.24
NGC7723 PSF+Bulge+Disk+Bar 5.11 85.03 9.85 0.06 2.61 0.34 0.54 21.70 2.82 21.81 2.84 0.90
NGC7727 PSF+Bulge+Disk 41.77 58.23 - 0.72 8.31 1.05 2.02 24.46 3.09 - - -
NGC7741 Bulge+Disk+Bar 3.09 89.02 7.90 0.03 9.51 0.50 0.31 60.98 3.18 30.02 1.56 0.40

Note. — Columns are: (1) Galaxy name. (2) The best fit chosen based on the criteria outlined in § 3.3. (3) Bulge-to-total light ratio. If a PSF is included in the model, the contribution from the PSF is also added in. (4) Disk-to-total light ratio. (5) Bar-to-total light ratio. (6) Bulge-to-disk ratio (7) Bulge effective radius in arcseconds. (8) Bulge effective radius in kpc. (9) Bulge Sérsic index. (10) Disk scalelength in arcseconds. (11) Disk scalelength in kpc. (12) Bar effective radius in arcseconds. (13) Bar Bulge effective radius in kpc. (14) Bar Sérsic index.

Table 3: Decomposition For NGC 4643
Fit rer_{e} or h rer_{e} or h nn b/ab/a Position Angle Fractional light
(′′) (kpc)
(1) (2) (3) (4) (5) (6) (7) (8)
Stage 1 Sérsic 27.90 2.66 4.44 0.80 -51.03 100%
Stage 2 Bulge 23.86 2.30 4.16 0.80 -51.08 34.6%
Disk 335.88 32.33 1.00 0.84 66.94 65.4%
Stage 3 Bulge 5.43 0.52 2.53 0.90 60.52 25.0%
Disk 48.22 4.64 1.00 0.84 66.94 54.1%
Bar 21.30 2.05 0.62 0.37 -45.84 20.9%

Note. — Columns are: (1) Indicates whether the model is for Stage 1 (pure Sérsic profile), Stage 2 (bulge+disk or bar+disk), or Stage 3 (bulge+disk+bar). (2) One of pure Sérsic profile, Sérsic bulge, exponential disk, or Sérsic bar. (3) Effective radius of the bulge/bar or disk scalelength in arcseconds. (4) Effective radius of the bulge/bar or disk scalelength in kpc. (5) The Sérsic index of the profile. (6) Axis ratio of the component. (7) Position angle in degrees of the component. Positive angles are East of North. (8) The percentage of total galaxy light contributed by the component.

Table 4: Decomposition For NGC 4548
Fit rer_{e} or h rer_{e} or h nn b/ab/a Position Angle Fractional light
(′′) (kpc)
(1) (2) (3) (4) (5) (6) (7) (8)
Stage 1 Sérsic 154.59 5.19 5.19 0.80 78.31 100%
Stage 2 Bulge 57.86 1.94 4.32 0.76 75.77 61.5%
Disk 60.39 2.03 1.00 0.75 -32.54 38.5%
Stage 3 Bulge 6.98 0.23 1.56 0.88 -66.50 13.0%
Disk 58.22 1.96 1.00 0.75 -32.54 68.6%
Bar 44.91 1.51 0.51 0.35 66.65 18.4%

Note. — Columns are: (1) Indicates whether the model is for Stage 1 (pure Sérsic profile), Stage 2 (bulge+disk or bar+disk), or Stage 3 (bulge+disk+bar). (2) One of pure Sérsic profile, Sérsic bulge, exponential disk, or Sérsic bar. (3) Effective radius of the bulge/bar or disk scalelength in arcseconds. (4) Effective radius of the bulge/bar or disk scalelength in kpc. (5) The Sérsic index of the profile. (6) Axis ratio of the component. (7) Position angle in degrees of the component. Positive angles are East of North. (8) The percentage of total galaxy light contributed by the component.

Table 5: Decomposition For NGC 4902
Fit rer_{e} or h rer_{e} or h nn b/ab/a Position Angle Fractional light
(′′) (kpc)
(1) (2) (3) (4) (5) (6) (7) (8)
Stage 1 Sérsic 154.4 28.8 5.11 0.54 69.0 100%
Stage 2 Bulge 11.5 2.15 1.02 0.38 68.5 17.4%
Disk 32.8 6.12 1.00 0.84 81.1 82.6%
Stage 3 Bulge 4.31 0.80 0.85 0.68 -52.96 5.59%
Disk 29.2 5.45 1.00 0.84 81.1 82.6%
Bar 14.1 2.64 0.39 0.22 66.37 9.97%

Note. — Columns are: (1) Indicates whether the model is for Stage 1 (pure Sérsic profile), Stage 2 (bulge+disk or bar+disk), or Stage 3 (bulge+disk+bar). (2) One of pure Sérsic profile, Sérsic bulge, exponential disk, or Sérsic bar. (3) Effective radius of the bulge/bar or disk scalelength in arcseconds. (4) Effective radius of the bulge/bar or disk scalelength in kpc. (5) The Sérsic index of the profile. (6) Axis ratio of the component. (7) Position angle in degrees of the component. Positive angles are East of North. (8) The percentage of total galaxy light contributed by the component.

Table 6: Checking GALFIT robustness with different input guesses for Stage 3
B/TB/T Bulge rer_{e} Bulge nn D/TD/T Disk hh Bar/TT Bar rer_{e} Bar nn
(”) (”) (”)
(1) (2) (3) (4) (5) (6) (7) (8) (9)
NGC 4548
Initial guesses from 1D decomposition 17.5% 7.39 1.17 63.5% 28.4 19.0% 37.5 0.54
Stage 3 Output 13.0% 6.98 1.56 68.6% 58.2 18.4% 44.9 0.51
Initial guesses from from Stage 2 11.1% 7.50 1.70 69.9% 64.5 19.1% 37.5 0.54
Stage 3 Output 13.0% 6.98 1.56 68.6% 58.2 18.4% 44.9 0.51
NGC 4643
Initial guesses from 1D decomposition 33.6% 7.18 0.86 40.4% 37.5 26.0% 22.0 0.60
Stage 3 Output 25.0% 5.43 2.53 54.1% 48.2 20.9% 21.3 0.62
Initial guesses from Stage 2 24.1% 5.30 2.5 51.8% 46.4 24.1% 22.0 0.60
Stage 3 Output 25.0% 5.43 2.53 54.1% 48.2 20.9% 21.3 0.62

Note. — For each galaxy, the rows are: (1) The initial guesses to Stage 3 provided by 1D decomposition. (2) The corresponding output for the input of row (1). (3) The initial guesses to Stage 3 provided by Stage 2. (4) The corresponding output for the input of row (3).

The columns are: (2) Bulge-to-total luminosity fraction. (3) Effective radius of the bulge in arcseconds. (4) The Sérsic index of the profile. (5) Disk-to-total luminosity fraction. (6) Disk scalelength in arcseconds. (7) Bar-to-total luminosity fraction. (8) Bar effective radius in arcseconds. (9) Bar Sérsic index.

Table 7: Parameter Coupling
Type of Fit χ2\chi^{2} Bulge rer_{e} Bulge nn B/TB/T Disk hh D/TD/T Bar rer_{e} Bar nn Bar/TT
(”) (”) (”)
(1) (2) (3) (4) (5) (6) (7) (8) (9) (10)
NGC 3885
initial input 11241.33 2.32 2.00 27.7% 10.44 72.3% - - -
n=free 8210.12 3.13 0.46 27.1% 11.94 72.9% - - -
n=1 fixed [8307.82] [2.96] [1.00] [29.1%] [12.90] [70.9%] - - -
n=4 fixed [7373.55] [6.28] [4.00] [53.7%] [20.45] [46.3%] - - -
n=1 re-fit 8210.12 3.13 0.46 27.1% 11.94 72.9% - - -
n=4 re-fit 7258.46 7.11 4.49 57.3% 19.87 42.7% - - -
NGC 7213
initial input 605757.39 5.80 4.00 56.4% 9.25 43.6% - - -
n=free 71170.10 19.55 2.68 65.7% 63.19 34.3% - - -
n=1 fixed [96312.29] [7.81] [1.00] [31.4%] [27.79] [68.6%] - - -
n=4 fixed [70998.69] [41.11] [4.00] [95.4%] [6.75] [4.6%] - - -
n=1 re-fit 71170.10 19.53 2.68 65.7% 63.16 34.3% - - -
n=4 re-fit 69970.51 72.04 5.60 91.9% 7.98 8.1% - - -
NGC 4643
initial input 7841.46 5.34 2.50 24.1% 46.40 51.8% 22.04 0.60 24.1%
n=free 2111.59 5.43 2.53 25.0% 48.22 54.1% 21.30 0.62 20.9%
n=1 fixed [3001.98] [2.31] [1.00] [9.6%] [53.37] [57.0%] [15.05] [0.88] [33.4%]
n=4 fixed [2491.06] [12.08] [4.00] [35.4%] [87.22] [51.7%] [23.37] [0.61] [12.9%]
n=1 re-fit 2111.59 5.43 2.53 25.0% 48.21 54.1% 21.30 0.62 20.9%
n=4 re-fit 2111.59 5.43 2.53 25.0% 48.22 54.1% 21.30 0.62 20.9%
NGC 4151
initial input 1388891.11 7.50 0.50 24.6% 33.00 65.0% 55.50 0.10 10.3%
n=free 16391.66 9.36 0.44 41.3% 37.74 50.3% 57.00 0.10 8.4%
n=1 fixed [18100.67] [11.58] [1.00] [42.2%] [86.28] [41.1%] [56.70] [0.17] [16.7%]
n=4 fixed [20051.12] [108.39] [4.00] [51.4%] [8.21] [20.4%] [68.23] [0.28] [28.2%]
n=1 re-fit 16391.58 9.38 0.44 41.2% 38.31 49.7% 55.57 0.12 9.0%
n=4 re-fit 16390.93 9.36 0.44 41.3% 38.20 49.8% 55.88 0.11 8.8%

Note. — For each galaxy, the rows are: (1) The model outputs (columns 2 to 10) from GALFIT based on the Stage 1 or Stage 2 fits. These outputs are used as initial guesses in the fits for rows 2 and 3. (2) The model outputs (columns 2 to 10) from GALFIT when the bulge nn is allowed to vary freely, and the input guesses are based on the parameters in columns 2 to 10 of row 1. (3) The model outputs (columns 2 to 10) from GALFIT when the bulge Sérsic index is held fixed at n=1n=1, and the input guesses are based on the parameters in columns 2 to 10 of row 1. The model is not always physically meaningful because the bulge index is fixed. (4) As in row 3, except that the bulge Sérsic index is now held fixed at n=4n=4. The model is not always physically meaningful because the bulge index is fixed. (5) The model outputs (columns 2 to 10) from GALFIT, when the bulge nn is allowed to vary freely, but the input guesses are now based on the parameters in columns 2 to 10 of row 3. (6) The model outputs (columns 2 to 10) from GALFIT, when the bulge nn is allowed to vary freely, but the input guesses are now based on the parameters in columns 2 to 10 of row 4. The columns are: (1) The type of fit whose model outputs are shown in columns 2 to 10. (2) The χ2\chi^{2} of the fit. (3) Effective radius of the bulge in arcseconds. (4) The Sérsic index of the bulge (in the case of Stage 2 bulge-disk fits in row 1 and in the case of all fits in rows 2 to 6), or the Sérsic index of a single component (in the case of Stage 1 fits in row 1). (5) Bulge-to-total luminosity fraction. (6) Disk scalelength in arcseconds. (7) Disk-to-total luminosity fraction. (8) Bar effective radius in arcseconds. (9) Bar Sérsic index. (10) Bar-to-total luminosity fraction.

Table 8: Mass Breakdown of Galactic Structures
Structure Mass
Bulges 18.9%±3.49%18.9\%\pm 3.49\%
Disks 71.6%±4.02%71.6\%\pm 4.02\%
Bars 9.58%±2.62%9.58\%\pm 2.62\%
Bulges with n>2n>2 10.4%±2.72%10.4\%\pm 2.72\%
Bulges with n2n\leq 2 8.42%±2.47%8.42\%\pm 2.47\%

Table 9: B/TB/T and bulge nn in bright/high mass spirals
Sample (MB19.3M_{B}\leq-19.3)
Fraction of spirals with bulge n4n\geq 4 1.40%±0.98%1.40\%\pm 0.98\%
Fraction of spirals with bulge 2<n<42<n<4 22.4%±3.49%22.4\%\pm 3.49\%
Fraction of spirals with bulge n2n\leq 2 76.2%±3.56%76.2\%\pm 3.56\%
Fraction of spirals with bulge n>2n>2 23.8%±3.56%23.8\%\pm 3.56\%
Fraction of spirals with B/T0.2B/T\leq 0.2 68.5%±3.88%68.5\%\pm 3.88\%
Fraction of spirals with B/T>0.2B/T>0.2 31.1%±3.88%31.1\%\pm 3.88\%
Fraction of spirals with 0.2<B/T<0.40.2<B/T<0.4 23.1%±3.52%23.1\%\pm 3.52\%
Fraction of spirals with B/T0.4B/T\geq 0.4 8.39%±2.32%8.39\%\pm 2.32\%
Sample M1×1010MM_{\star}\geq 1\times 10^{10}M_{\odot}
Fraction of spirals with bulge n4n\geq 4 1.77%±1.24%1.77\%\pm 1.24\%
Fraction of spirals with bulge 2<n<42<n<4 23.9%±4.01%23.9\%\pm 4.01\%
Fraction of spirals with bulge n2n\leq 2 74.3%±4.11%74.3\%\pm 4.11\%
Fraction of spirals with bulge n>2n>2 25.7%±4.11%25.7\%\pm 4.11\%
Fraction of spirals with B/T0.2B/T\leq 0.2 66.4%±4.44%66.4\%\pm 4.44\%
Fraction of spirals with B/T>0.2B/T>0.2 33.6%±4.44%33.6\%\pm 4.44\%
Fraction of spirals with 0.2<B/T<0.40.2<B/T<0.4 25.7%±4.11%25.7\%\pm 4.11\%
Fraction of spirals with B/T0.4B/T\geq 0.4 7.96%±2.55%7.96\%\pm 2.55\%

Table 10: Bar Fraction as a Function of B/TB/T and Bulge Index
Sample (MB19.3M_{B}\leq-19.3)
Bar fraction in spirals with bulge n4n\geq 4 0.00%±0.00%0.00\%\pm 0.00\%
Bar fraction in spirals with bulge 2<n<42<n<4 37.5%±8.56%37.5\%\pm 8.56\%
Bar fraction in spirals with bulge n2n\leq 2 65.1%±4.56%65.1\%\pm 4.56\%
Bar fraction of spirals with bulge n>2n>2 35.3%±8.20%35.3\%\pm 8.20\%
Bar fraction of spirals with B/T0.2B/T\leq 0.2 68.4%±4.70%68.4\%\pm 4.70\%
Bar fraction of spirals with B/T>0.2B/T>0.2 35.6%±7.14%35.6\%\pm 7.14\%
Bar fraction of spirals with 0.2<B/T<0.40.2<B/T<0.4 42.4%±8.60%42.4\%\pm 8.60\%
Bar fraction of spirals with B/T0.4B/T\geq 0.4 16.7%±10.8%16.7\%\pm 10.8\%
Sample M1×1010MM_{\star}\geq 1\times 10^{10}M_{\odot}
Bar fraction of spirals with bulge n4n\geq 4 0.00%±0.00%0.00\%\pm 0.00\%
Bar fraction of spirals with bulge 2<n<42<n<4 44.4%±9.56%44.4\%\pm 9.56\%
Bar fraction of spirals with bulge n2n\leq 2 63.1%±5.27%63.1\%\pm 5.27\%
Bar fraction of spirals with bulge n>2n>2 41.4%±9.15%41.4\%\pm 9.15\%
Bar fraction of spirals with B/T0.2B/T\leq 0.2 68.0%±5.39%68.0\%\pm 5.39\%
Bar fraction of spirals with B/T>0.2B/T>0.2 36.8%±7.83%36.8\%\pm 7.83\%
Bar fraction of spirals with 0.2<B/T<0.40.2<B/T<0.4 41.4%±9.15%41.4\%\pm 9.15\%
Bar fraction of spirals with B/T0.4B/T\geq 0.4 22.2%±13.9%22.2\%\pm 13.9\%

Table 11: B/TB/T: Data versus Hierarchical Models of Galaxy Evolution
Data Model Model spirals with Model spirals with All model
major mergers no major merger spirals
since redshift z1z_{1} since redshfit z1z_{1}
(1) (2) (3) (4) (5) (6)
For z12z_{\rm 1}\leq 2 For z12z_{\rm 1}\leq 2
Fraction of spirals with B/T0.2B/T\leq 0.2 66.4% ±\pm 4.44% SK 0.1% 67.2% 67.3%
Fraction of spirals with 0.2<B/T0.40.2<B/T\leq 0.4 25.7% ±\pm 4.11% SK 2.2% 16.6% 18.8%
Fraction of spirals with 0.4<B/T0.750.4<B/T\leq 0.75 8.0% ±\pm 2.5% SK 11.2% 2.6% 13.8%
Fraction of spirals with B/T0.75B/T\leq 0.75 100% SK 13.5% 86.5% 100.0%
For z14z_{\rm 1}\leq 4 For z14z_{\rm 1}\leq 4
Fraction of spirals with B/T0.2B/T\leq 0.2 66.4% ±\pm 4.44% SK 1.6% 65.7% 67.3%
Fraction of spirals with 0.2<B/T0.40.2<B/T\leq 0.4 25.7% ±\pm 4.11% SK 5.5% 13.3% 18.8%
Fraction of spirals with 0.4<B/T0.750.4<B/T\leq 0.75 8.0% ±\pm 2.5% SK 12.6% 1.3% 13.9%
Fraction of spirals with B/T0.75B/T\leq 0.75 100% SK 19.8% 80.2% 100.0%
For z12z_{\rm 1}\leq 2 For z12z_{\rm 1}\leq 2
Fraction of spirals with B/T0.2B/T\leq 0.2 66.4% ±\pm 4.44% PH 3.0% 67.7% 70.7%
Fraction of spirals with 0.2<B/T0.40.2<B/T\leq 0.4 25.7% ±\pm 4.11% PH 7.1% 13.1% 20.1%
Fraction of spirals with 0.4<B/T0.750.4<B/T\leq 0.75 8.0% ±\pm 2.5% PH 5.9% 3.1% 9.0%
Fraction of spirals with B/T0.75B/T\leq 0.75 100% PH 15.7% 84.0% 99.8%

Note. — Column 2 shows the empirical fraction of high mass spirals with a given B/TB/T. Columns 3 to 6 show the fraction of high mass spirals with a given B/TB/T in the models, which define spirals as systems with B/T0.75B/T\leq 0.75. Column 3 indicates the model used: SK refers to the models by Khochfar & Burkert (2005) and Khochfar & Silk (2006), while PH refers to those by Hopkins et al. (2009). The models are described in §5.8 and have different prescriptions for the amount of mass that gets converted into bulge stars. Column 4 shows the fraction of spirals, which have a given B/TB/T and have had one or more major mergers since redshift z1z_{1}. Column 5 shows the fraction of spirals, which have a given B/TB/T and have had no major merger since redshift z1z_{1}. Column 6 is the sum of column 4 and 5, and shows the fraction of spirals with a given B/TB/T in the models. It can be directly compared to the data in column 2.

Table 12: Comparison of model merger fraction since z4z\leq 4 and bulge Sérsic index
Stellar mass limit: 1.0×1010M1.0\times 10^{10}M_{\odot}
Model galaxies: 7674
Observed galaxies: 113
Test 1
% of model galaxies w/ B/T0.2B/T\leq 0.2 with no major merger since z4z\leq 4: 5040/7674 = 65.7%±0.54%65.7\%\pm 0.54\%
% of observed galaxies w/ B/T0.2B/T\leq 0.2 and bulge n3n\leq 3: 75/113 = 66.4%±4.44%66.4\%\pm 4.44\%
% of observed galaxies w/ B/T0.2B/T\leq 0.2 and bulge n2.5n\leq 2.5: 74/113 = 65.5%±4.47%65.5\%\pm 4.47\%
% of observed galaxies w/ B/T0.2B/T\leq 0.2 and bulge n2n\leq 2: 67/113 = 59.3%±4.62%59.3\%\pm 4.62\%
Test 2
% of model galaxies w/ B/T0.4B/T\geq 0.4 and a major merger since z4z\leq 4: 971/7674 = 12.7%±0.38%12.7\%\pm 0.38\%
% of observed spirals w/ B/T0.4B/T\geq 0.4 and bulge n>3n>3: 2/113 = 1.77%±1.24%1.77\%\pm 1.24\%
% of observed spirals w/ B/T0.4B/T\geq 0.4 and bulge n>2.5n>2.5: 4/113 = 3.54%±1.74%3.54\%\pm 1.74\%
% of observed spirals w/ B/T0.4B/T\geq 0.4 and bulge n>2n>2: 7/113 = 6.19%±2.27%6.19\%\pm 2.27\%
Test 3
% of model galaxies w/ B/T0.2B/T\leq 0.2 and a major merger since z4z\leq 4: 126/7674 = 1.64%±0.15%1.64\%\pm 0.15\%
% of observed galaxies w/ B/T0.2B/T\leq 0.2 and bulge n>3n>3: 0/113 = 0.00%±0.00%0.00\%\pm 0.00\%
% of observed galaxies w/ B/T0.2B/T\leq 0.2 and bulge n>2.5n>2.5 1/113 = 0.88%±0.88%0.88\%\pm 0.88\%
% of observed galaxies w/ B/T0.2B/T\leq 0.2 and bulge n>2n>2 8/113 = 7.08%±2.41%7.08\%\pm 2.41\%