ABSTRACT
This paper presents the first of two analyses about the influence of environment on the formation and evolution of galaxies observed in the nearby universe. For our study, we used three different samples representing different density environments: galaxies in Compact Groups (HCGs), Isolated Pairs of Galaxies (KPGs), and Isolated Galaxies (KIGs), which were taken as references. Usingboth characteristic isophotal parameters and evidence of asymmetries in the optical and the near-infrared, we are able to establish differences in the characteristics of galaxies with different morphologies in different environments, allowing us to better understand their different formation histories. In this first paper, we present the isophotal and asymmetry analyses of a sample of 214 galaxies in different environments observed in the optical (V and I images). For each galaxy, we have determined different characteristic isophotal parameters and V − I color profiles, as a function of semi-major axis, and performed a full asymmetry analysis in residual images using the V filter. Evidence of asymmetry in the optical is almost missing in the KIG sample and significantly more common in the KPG than in the HCG samples. Our isophotal analysis suggests that the stellar populations in the HCG galaxies are older and more dynamically relaxed than in the KPG. The HCG galaxies seem to be at a more advanced stage of interaction than the KPGs. One possible explanation is that these structures formed at different epochs: compact groups of galaxies would have formed before close pairs of galaxies, which only began interacting recently. However, similarities in the formation process of galaxies with same morphology suggest CGs and close pairs of galaxies share similar conditions; they are new structures forming relatively late in low-density environments.
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1. INTRODUCTION
Although it is recognized that the environment of galaxies plays an important role in their formation and evolution, the mechanisms responsible for such processes, the details on how they apply, and the timescales on which they are effective are still largely unknown. For example, in Compact Groups of Galaxies (CGs) we have recently shown (Coziol & Plauchu-Frayn 2007) that mergers and tidal interactions are two important mechanisms driving the morphological evolution of galaxies in these systems. We have also found that many of the ongoing merger events were possibly happening without gas, a phenomenon known in the literature as a "dry merger" (van Dokkum 2005). According to the dry merger hypothesis, elliptical galaxies are generally formed by the merger of bulge-dominated galaxies, not from the merger of spiral-like galaxies. This is fully consistent with the CG environment where early-type galaxies constitute the dominant population (Coziol et al. 2004). Finding evidence of dry mergers in CGs is important, because it suggests that these systems are obviously not in a dynamically stable state. It also suggests that since the merging process of the galaxies is not yet complete, these systems cannot be as old as that believed based on the absence of standard observational merging evidence, like luminous active galactic nuclei (AGNs), recent star formation events, or post-burst stellar populations in evolved galaxies.
What is missing in CGs is a timescale for the evolution process of the galaxies. Was the evolution of galaxies accelerated in the group environment? Is the dry merger the result of such evolution? Is the dry merger limited only to dense environments? What is the role of the potential of the group in the disappearance of the gas? How fast was the gas exhausted or consumed? Did it burn rapidly forming the bulges of numerous early-type galaxies, was it lost feeding a black hole, or was it mostly ripped off of the galaxies and lost to the intergalactic medium?
In order to find some answers to the above questions, we have decided to extend our study of characteristic isophotal parameters and asymmetry to two different structures having lower spatial density than CGs: isolated galaxies and isolated pairs of galaxies. Isolated galaxies are considered to have a low probability of interaction with another galaxy of similar mass over a Hubble time (Vettolani et al. 1986). Consequently, a sample of isolated galaxies can be treated as a set of "comparison objects," free during most of their lifetime from environmental effects. Isolated galaxies are uncommon in the universe where most of the galaxies tend to be clustered in groups, as shown by Tully (1987). The reason for their existence, therefore, may be an interesting subject of study by itself. Isolated pairs of galaxies are in the next level of galaxy density. In the nearby universe, these systems are also rare and consequently their history is not well documented. Many questions still need to be answered. How long have these galaxies been interacting? Are they engaged in first encounters or did they interact multiple times before with their companions? Are these transient phenomena (high-energy orbits) or merging encounters (low-energy or decaying orbits)?
For our study, we used three well-defined environment samples: the Catalog of Isolated Galaxies (KIGs), from Karachentseva (1973), the list of Isolated Pairs of Galaxies (KPGs), as compiled by Karachentsev (1972), and the Catalog of Compact Groups of Galaxies (HCGs) from Hickson (1982). Our analysis is based on the application of two independent methods: the fitting of elliptical ellipses on the isophotal levels of the galaxies and the determination of their asymmetry (Coziol & Plauchu-Frayn 2007). We present the characteristics of the observed samples in Section 2 and describe our observations and the reduction process in Section 3. In Section 4, we explain the methods used for our analysis. The surface photometry profiles, the color maps and asymmetrical images of the observed galaxies, and the results of nonparametric statistical tests used to establish the level of significance of the differences observed are presented in Section 5. Finally, we discuss our results and give our conclusions in Section 6. Our analysis for the near-infrared will follow in an accompanying paper (Plauchu-Frayn & Coziol 2010).
2. SELECTION AND PROPERTIES OF THE OBSERVED GALAXIES
2.1. Isolated Galaxies
In 1973, Karachentseva used a simple method for identifying isolated galaxies. By inspecting the blue prints of the Palomar Observatory Sky Survey (POSS), she selected all the galaxies in the Zwicky catalog (Zwicky et al. 1961–1968) whose nearest neighbor has a size within a factor of 4 of the major-axis diameter of the target galaxy and lies more than 20 diameters away from it. This definition implies that a galaxy with a diameter of 20 kpc and a peculiar velocity on the order of 150 km s−1 has not been influenced by a similar mass galaxy during the last ∼3 Gyr (Turner et al. 1979). The KIGs are observed in the nearby universe (z < 0.14 with median z = 0.02) and have apparent magnitudes brighter than 15.7, which is the limit of the Zwicky catalog (Zwicky et al. 1961–1968). Members in this catalog have north declination δ ⩾ −3°, the majority being at high galactic latitudes (|b| ⩾ 20°).
2.2. Isolated Pairs of Galaxies
In the early 1970s, Karachentsev (1972) compiled what was at that time the first list of pairs of galaxies, the Catalog of Isolated Pairs of Galaxies (KPGs). Using the Zwicky catalog, the KPGs were selected from visual inspection of the POSS prints based solely on their observed properties, like apparent separation, apparent magnitudes, and angular diameters, and without reference to apparent signs of interaction. The pairs of galaxies in the KPG are also located in the nearby universe (z < 0.06 with median z = 0.02), all have north declination ⩾−3°, high galactic latitude (|b| ⩾ 20°), and photographic magnitudes brighter than 15.7. This catalog is considered suitable for studying galaxies in pairs because of its size, completeness, and relatively unbiased selection (Hernández-Toledo et al. 1999).
Subsequent spectroscopic observations revealed that only half of the KPGs in the initial catalog have small relative velocities, Δv < 100 km s−1, while the remaining pairs have relative velocities extending upward and as far as 10,000 s−1 (Karachentsev 1987). Later on various attempts to establish solid criteria to determine true pairs based on the relative velocity of the member galaxies were made. For example, Turner (1976) proposed that physical pairs must have Δv < 425 km s−1. According to Makino & Hut (1997), pairs of galaxies have a higher probability to show effects due to interaction when the difference in radial velocity between the two galaxies is comparable or lower than their internal velocity dispersion. In the same vein, Patton et al. (2000) suggested Δv ⩽ 500 km s−1. For our sample we have followed the latter authors and selected pairs with Δv ⩽ 500 km s−1.
In Figure 1, we show the linear separation and difference in radial velocity between the members of the KPG pairs. The majority are close pairs of galaxies, with spatial separation lower than 50 kpc and difference in radial velocity lower than or equal to 150 km s−1. For comparison, our Local Group of galaxies as viewed at a comparable redshift (z ∼ 0.02) would look like a pair with a spatial separation of 772 kpc (Ribas et al. 2005) and a difference in radial velocity equal to 112 km s−1. Therefore, the galaxies in the KPG are much closer than the two major galaxies in our Local Group.
2.3. Compact Groups of Galaxies
In the early 1980s, Paul Hickson conducted a visual search for CGs using red POSS prints in order to obtain a homogeneous sample that could be subjected to statistical analysis. Hickson's Compact Groups Catalog forms one of the most studied samples to date (Hickson 1982). The HCGs are small systems of three to eight galaxies in apparent close proximity in the sky. The space density of galaxies is very high, often exceeding that of the cores of large clusters of galaxies (Hickson et al. 1992). The relatively low velocity dispersions, which are generally comparable to galaxy rotation velocities, make interactions and mergers common in these systems (Hickson et al. 1992). Many galaxies in the HCG show morphological peculiarities indicative of gravitational interactions (Mendes de Oliveira & Hickson 1994; Coziol & Plauchu-Frayn 2007).
In 1992, Hickson et al. (1992) obtained spectroscopic observations for almost all the galaxies in the HCG (462 galaxies) and found that only 92 groups are real bounded systems with at least three members and with a median radial velocity dispersion of 200 km s−1. The HCGs are nearby universe structures (with z< 0.14 and median redshift z = 0.03), which are located well beyond the Virgo Cluster (Hickson et al. 1992). For our study, we have selected groups from Hickson et al. (1992) with velocity dispersions σv⩽ 800 km s−1.
2.4. Observed Samples
In Figure 2, we show the distribution of absolute B magnitude versus the virgocentric velocity for 308 HCG galaxies (top), 938 KPG galaxies (middle), and 777 KIG galaxies (bottom). Only galaxies inside the range 900 km s−1⩽ vvir⩽ 13,000 km s−1, with MB ⩽ −15, and satisfying the previous selection criteria, are plotted in this figure. One can see that the KPG and KIG surveys scan comparable volumes. The HCG survey, on the other hand, being slightly deeper, contains galaxies with lower luminosity (MB ⩽ −18) above vvir = 8000 km s−1. This difference will be taken into account during our analysis.
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Standard image High-resolution imageBased on the samples, we set up our targets on galaxies with declinations in the range −32° ⩽ δ ⩽ +55° and the semi-major axis in the range 05 ⩽ a ⩽ 35, which allows for optimal spatial resolution. Also, to minimize inclination corrections for photometric data and to evaluate basic structural parameters, we have applied an ultimate criterion based on the semi-minor to semi-major axis ratio, keeping galaxies with b/a ⩾ 0.4 (or i ⩽ 70°). Only in a few cases, in the HCG, applying this last criterion was impossible.
Our final selection for the observed galaxies also depended on the time allocated for observation and the weather conditions. We were able to observe in total 214 galaxies: 37 KIGs, 71 KPGs, and 106 HCGs. All the galaxies have redshifts z < 0.04. The properties of these galaxies are reported in Tables 1–3. For each of the galaxies, we have double checked the morphological type. Most of the KIG galaxies already had their morphology determined by Sulentic et al. (2006). In the cases where our CCD images and isophotal study suggested a bar, we have added this information to their morphological description.
Table 1. Properties of the Observed KIG Galaxies
Name | R.A. | Decl. | vvir | Morph. | C | C | V−I | V−I | A | A |
---|---|---|---|---|---|---|---|---|---|---|
(J2000) | (J2000) | (km s−1) | Type | <r0 | >r0 | <r0 | >r0 | <r0 | >r0 | |
(1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | (9) | (10) | (11) |
KIG 33 | 04328 | −000730 | 4134 | SBb* | 0.96 | 2.41 | 1.15 | 1.08 | 1.01 | 1.06 |
KIG 53 | 13047 | 212626 | 3199 | SBbc | 0.49 | 1.37 | 1.09 | 1.03 | 1.01 | 1.10 |
KIG 56 | 13600 | 003949 | 5114 | SBb | 0.66 | 1.91 | 1.20 | 1.15 | 1.01 | 1.06 |
KIG 61 | 14227 | 260835 | 3986 | SBab | 1.76 | 0.90 | 1.31 | 1.41 | 1.00 | 1.18 |
KIG 68 | 15313 | 041145 | 1686 | SBa | 1.60 | 0.89 | 1.15 | 1.17 | 1.03 | 1.06 |
KIG 116 | 235832 | 261251 | 3363 | SBab | 1.16 | 2.13 | 1.12 | 1.05 | 1.04 | 1.11 |
KIG 123 | 31251 | 044225 | 5853 | SBbc | 0.68 | 0.74 | 1.25 | 1.38 | 1.00 | 1.05 |
KIG 467 | 110916 | 360116 | 6560 | SB0 | 0.97 | 1.65 | 1.36 | 1.38 | 1.01 | 1.03 |
KIG 550 | 124426 | 370717 | 7193 | SBbc | 0.82 | 1.23 | 1.74 | 1.81 | 1.00 | 1.06 |
KIG 553 | 125009 | 330933 | 7273 | SBb | 1.29 | 1.60 | 0.86 | 0.91 | 1.00 | 1.03 |
KIG 575 | 131207 | 240542 | 2761 | Sb | 1.28 | 1.39 | 1.21 | 1.17 | 1.01 | 1.04 |
KIG 653 | 145139 | 403557 | 5138 | Sb | 0.89 | 1.45 | 1.40 | 1.37 | 1.01 | 1.03 |
KIG 716 | 155728 | 300336 | 10056 | Sc | 0.96 | 0.80 | 1.64 | 1.68 | 1.00 | 1.02 |
KIG 744 | 163108 | 432055 | 2854 | Sc | 0.87 | 1.21 | 0.95 | 0.90 | 1.02 | 1.10 |
KIG 748 | 163348 | 285905 | 1174 | SBc* | 0.63 | 0.15 | 1.09 | 1.17 | 1.04 | 1.12 |
KIG 805 | 172347 | 262911 | 4938 | SBbc* | 0.56 | 1.43 | 1.29 | 1.23 | 1.00 | 1.04 |
KIG 808 | 172809 | 072521 | 1812 | SBc | 0.23 | 0.66 | 1.29 | 1.34 | 1.00 | 1.02 |
KIG 812 | 173240 | 162405 | 3282 | Sbc | 0.83 | 0.72 | 1.37 | 1.31 | 1.01 | 1.16 |
KIG 838 | 175206 | 213409 | 6296 | SBbc* | 0.44 | 0.96 | 1.28 | 1.28 | 1.00 | 1.14 |
KIG 840 | 175655 | 323812 | 4978 | SBbc | 0.65 | 0.99 | 1.30 | 1.21 | 1.00 | 1.08 |
KIG 841 | 175915 | 455315 | 5658 | S0 | 1.32 | 1.03 | 1.33 | 1.39 | 1.02 | 1.02 |
KIG 844 | 180044 | 350049 | 7450 | Sbc | 0.44 | 1.31 | 1.24 | 1.16 | 1.01 | 1.09 |
KIG 856 | 184220 | 460617 | 10148 | SBbc | 0.41 | 0.73 | 1.32 | 1.45 | 1.00 | 1.03 |
KIG 858 | 184243 | 402201 | 5735 | SBbc | 0.54 | 1.49 | 1.48 | 1.42 | 1.01 | 1.05 |
KIG 862 | 184901 | 473928 | 4930 | Sbc | 0.71 | 1.37 | 1.47 | 1.30 | 1.04 | 1.11 |
KIG 897 | 210747 | 162008 | 5090 | Sa | 1.22 | 0.31 | 1.28 | 1.24 | 1.05 | 1.07 |
KIG 924 | 214130 | 005341 | 4581 | Sc | 0.31 | 0.80 | 1.40 | 1.33 | 1.00 | 1.04 |
KIG 931 | 214907 | 002650 | 4780 | SBbc | 1.02 | 0.33 | 1.44 | 1.40 | 1.01 | 1.06 |
KIG 935 | 215434 | 025634 | 4024 | SBc* | 0.84 | 1.09 | 0.79 | 0.62 | 1.02 | 1.08 |
KIG 950 | 220915 | 213106 | 3928 | Sc | 0.74 | 0.78 | 1.31 | 1.04 | 1.01 | 1.13 |
KIG 967 | 222826 | 301729 | 1142 | IBm* | 0.58 | 0.43 | 0.62 | 1.12 | 1.13 | 1.14 |
KIG 983 | 224352 | 382237 | 4960 | Sc | 0.51 | 0.67 | 1.60 | 1.45 | 1.00 | 1.07 |
KIG 992 | 225238 | 060537 | 3540 | Sc | 0.52 | 0.69 | 1.47 | 1.50 | 1.01 | 1.09 |
KIG 1001 | 225720 | −010257 | 3076 | SBab | 1.72 | 0.65 | 1.24 | 1.23 | 1.01 | 1.02 |
KIG 1009 | 231226 | 345253 | 5030 | Sbc | 0.51 | 1.75 | 1.18 | 1.10 | 1.00 | 1.06 |
KIG 1023 | 233139 | 255643 | 8147 | SBb | 0.95 | 1.78 | 1.42 | 1.44 | 1.00 | 1.03 |
KIG 1045 | 235519 | 055457 | 3883 | S0 | 1.23 | 1.96 | 1.29 | 1.25 | 1.00 | 1.01 |
Notes. Columns: (1) catalog galaxy identification; (2) right ascension from HyperLeda (0h00m00s); (3) declination from HyperLeda (0°00'00''); (4) radial velocity corrected for infall Local Group toward Virgo from HyperLeda; (5) morphological type as determined in this work; (6) concentration inside r0; (7) concentration outside r0; (8) average V−I color inside r0; (9) average V−I color outside r0; (10) average asymmetry inside r0; and (11) average asymmetry outside r0.
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Table 2. Properties of the Observed KPG Galaxies
Name | R.A. | Decl. | vvir | Morph. | C | C | V−I | V−I | A | A |
---|---|---|---|---|---|---|---|---|---|---|
(J2000) | (J2000) | (km s−1) | Type | <r0 | >r0 | <r0 | >r0 | <r0 | >r0 | |
(1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | (9) | (10) | (11) |
KPG 13A | 03652 | 235927 | 4701 | Sb | 0.93 | 0.94 | 1.38 | 1.31 | 1.15 | 1.11 |
KPG 13B | 03652 | 235905 | 4573 | S0 | 0.93 | 0.52 | 0.70 | 0.75 | 1.08 | 1.17 |
KPG 61A | 21613 | 323858 | 4916 | Sb | 0.68 | 2.20 | 1.33 | 1.16 | 1.02 | 1.09 |
KPG 61B | 21621 | 323959 | 4752 | SB0 | 1.27 | 1.02 | 1.22 | 1.18 | 1.01 | 1.01 |
KPG 75A | 24510 | 325923 | 5099 | SBa | 1.34 | 1.23 | 1.30 | 1.30 | 1.01 | 1.11 |
KPG 75B | 24514 | 325841 | 5169 | SBb | 0.57 | 0.72 | 1.29 | 1.26 | 1.05 | 1.20 |
KPG 99A | 43040 | 003943 | 3590 | E | 1.47 | 0.59 | 1.28 | 1.26 | 1.03 | 1.18 |
KPG 99B | 43044 | 003953 | 3411 | E | 1.50 | 0.63 | 1.24 | 1.20 | 1.04 | 1.13 |
KPG 313A | 115834 | 424402 | 1014 | SBc | 1.56 | 0.69 | 1.63 | 1.64 | 1.02 | 1.06 |
KPG 313B | 115852 | 424322 | 904 | SBb | 0.73 | 0.69 | 0.95 | 0.88 | 1.06 | 1.03 |
KPG 366A | 131326 | 274549 | 6336 | SB0 | 1.30 | 0.69 | 1.04 | 1.06 | 1.02 | 1.14 |
KPG 366B | 131327 | 274809 | 6583 | SBb | 0.66 | 1.60 | 1.12 | 1.07 | 1.00 | 1.03 |
KPG 373A | 132451 | 362243 | 5422 | S0 | 1.35 | 1.49 | 0.77 | 0.78 | 1.00 | 1.04 |
KPG 373B | 132501 | 362358 | 5824 | S0 | 1.51 | 1.25 | 0.71 | 0.73 | 1.01 | 1.02 |
KPG 394A | 134619 | 435105 | 2479 | S0 | 0.88 | 0.99 | 1.09 | 1.14 | 1.00 | 1.03 |
KPG 394B | 134624 | 435219 | 2642 | SBc | 0.56 | 0.94 | 1.41 | 1.30 | 1.02 | 1.11 |
KPG 397A | 134745 | 381816 | 1631 | Sc | 1.90 | 1.18 | 1.08 | 1.07 | 1.09 | 1.18 |
KPG 397B | 134746 | 381534 | 1644 | Sb | 0.55 | 1.02 | 1.06 | 1.04 | 1.01 | 1.09 |
KPG 404A | 135834 | 372711 | 3685 | SBb | 1.72 | 0.51 | ... | ... | 1.10 | 1.11 |
KPG 404B | 135838 | 372528 | 3684 | SBb | 0.67 | 0.76 | ... | ... | 1.05 | 1.58 |
KPG 432A | 144117 | 442844 | 3536 | S0 | 1.46 | 0.41 | 1.30 | 1.30 | 1.00 | 1.00 |
KPG 432B | 144132 | 443046 | 3518 | SBb | 0.51 | 0.84 | 1.31 | 1.31 | 1.01 | 1.16 |
KPG 452A | 150555 | 124440 | 6791 | SB0 | 1.53 | 1.67 | 1.31 | 1.41 | 1.00 | 1.01 |
KPG 452B | 150556 | 124341 | 6438 | SB0 | 1.87 | 0.71 | 1.31 | 1.38 | 1.00 | 1.00 |
KPG 480B | 160431 | 035206 | 5612 | Sa | 1.15 | 1.37 | 1.79 | 1.82 | 1.01 | 1.01 |
KPG 508A | 171914 | 485849 | 7573 | E | 1.21 | 0.84 | 1.39 | 1.40 | 1.00 | 1.00 |
KPG 508B | 171921 | 490226 | 7444 | SBb pec | 0.58 | 1.11 | 1.74 | 1.63 | 1.01 | 1.55 |
KPG 523A | 174608 | 353410 | 6998 | SBb | 1.05 | 0.74 | 1.33 | 1.47 | 1.00 | 1.01 |
KPG 523B | 174617 | 353419 | 6979 | SBb | 0.66 | 1.85 | 1.24 | 1.19 | 1.00 | 1.04 |
KPG 524A | 174628 | 304217 | 4812 | SBb | 0.51 | 1.42 | 1.32 | 1.17 | 1.04 | 1.08 |
KPG 524B | 174632 | 304154 | 4820 | Sc | 0.78 | 0.33 | 0.73 | 0.64 | 1.04 | 1.52 |
KPG 525A | 174911 | 204816 | 3380 | S0 | 1.36 | 0.33 | 1.39 | 1.46 | 1.00 | 1.01 |
KPG 525B | 174930 | 204550 | 3523 | SBc | 0.64 | 1.14 | 1.31 | 1.23 | 1.01 | 1.10 |
KPG 526A | 175600 | 182018 | 3171 | Sa | 1.29 | 1.06 | 1.40 | 1.42 | 1.00 | 1.02 |
KPG 526B | 175604 | 182223 | 3047 | S0 | 1.35 | 0.62 | 1.39 | 1.40 | 1.04 | 1.06 |
KPG 528A | 175958 | 262119 | 5247 | Sc | 1.55 | 1.01 | 1.46 | 1.47 | 1.00 | 1.05 |
KPG 528B | 180005 | 262200 | 4939 | S0 | 0.72 | 0.67 | 1.29 | 1.36 | 1.00 | 1.00 |
KPG 537A | 184727 | 502439 | 9325 | SBa | 0.62 | 1.20 | 1.30 | 1.25 | 1.00 | 1.02 |
KPG 537B | 184730 | 502320 | 9219 | E | 1.19 | 1.13 | 1.26 | 1.22 | 1.01 | 1.05 |
KPG 539A | 192632 | 500731 | 4331 | S0 | 1.22 | 0.98 | 1.24 | 1.18 | 1.00 | 1.01 |
KPG 539B | 192637 | 500818 | 4269 | SBa | 0.98 | 0.57 | 0.98 | 1.01 | 1.09 | 1.76 |
KPG 542A | 193108 | 540608 | 4106 | Sb | 0.81 | 0.29 | 1.44 | 1.39 | 1.01 | 1.04 |
KPG 542B | 193110 | 540533 | 3955 | E | 1.38 | 0.56 | 1.48 | 1.49 | 1.03 | 1.01 |
KPG 548A | 204719 | 001915 | 4272 | SBb | 1.22 | 1.22 | 1.27 | 1.32 | 1.01 | 1.04 |
KPG 548B | 204724 | 001803 | 3859 | E | 1.33 | 0.78 | 1.18 | 1.17 | 1.00 | 1.00 |
KPG 549A | 205122 | 185841 | 8751 | pec | 0.68 | 1.58 | 1.26 | 1.21 | 1.01 | 1.16 |
KPG 549B | 205126 | 185804 | 8833 | SBb | 0.44 | 1.53 | 1.68 | 1.39 | 1.06 | 1.04 |
KPG 551A | 205947 | −015315 | 5879 | SBb | 0.13 | 1.83 | 0.82 | 0.62 | 1.30 | 2.54 |
KPG 551B | 205948 | −015222 | 5868 | SBc | 1.00 | 0.55 | 0.93 | 0.92 | 1.02 | 1.18 |
KPG 552A | 210741 | 035221 | 7836 | SBa | 0.44 | 1.35 | 1.37 | 1.30 | 1.00 | 1.08 |
KPG 552B | 210746 | 035240 | 7925 | S0 | 1.16 | 0.47 | 0.99 | 1.03 | 1.02 | 1.05 |
KPG 553A | 210821 | 181200 | 5008 | E | 1.61 | 0.63 | 1.24 | 1.21 | 1.00 | 1.01 |
KPG 553B | 210827 | 181127 | 5160 | Sc | 0.58 | 1.35 | 1.27 | 1.15 | 1.01 | 1.15 |
KPG 554A | 210936 | 150730 | 9222 | S0 | 1.05 | 1.80 | 1.25 | 1.19 | 1.00 | 1.01 |
KPG 554B | 210938 | 150901 | 9027 | S0 | 0.96 | 1.69 | 1.32 | 1.27 | 1.00 | 1.00 |
KPG 557A | 212858 | 112159 | 8858 | SBa | 0.91 | 1.29 | 1.32 | 1.27 | 1.00 | 1.01 |
KPG 557B | 212859 | 112257 | 8634 | Sc | 0.39 | 1.39 | 1.11 | 1.00 | 1.00 | 1.44 |
KPG 566A | 221928 | 292345 | 4782 | Sc | 0.37 | 0.50 | 1.78 | 1.54 | 1.11 | 1.07 |
KPG 566B | 221930 | 292317 | 4654 | Sd | 0.47 | 0.25 | 1.70 | 1.43 | 1.10 | 1.15 |
KPG 572A | 224559 | 105203 | 7626 | SB0 | 1.75 | 1.19 | 1.17 | 1.16 | 1.02 | 1.01 |
KPG 572B | 224601 | 105113 | 7152 | Sb | 0.61 | 1.05 | 1.13 | 1.06 | 1.00 | 1.11 |
KPG 573A | 224841 | 273640 | 9733 | Sb | 0.68 | 2.32 | 1.23 | 1.17 | 1.01 | 1.11 |
KPG 573B | 224844 | 273440 | 9729 | SBc | 0.30 | 1.88 | 1.26 | 0.97 | 1.02 | 1.15 |
KPG 575A | 230316 | 085228 | 4950 | Sa | 1.29 | 1.80 | 1.11 | 1.24 | 1.02 | 1.04 |
KPG 575B | 230318 | 085337 | 4934 | pec | 0.77 | 0.96 | 1.30 | 1.37 | 1.10 | 1.43 |
KPG 591A | 234659 | 292732 | 5147 | pec | 1.43 | 0.54 | 0.87 | 0.88 | 1.87 | 1.15 |
KPG 591B | 234705 | 292900 | 5294 | SBb | 0.81 | 1.09 | 1.27 | 1.14 | 1.00 | 1.08 |
KPG 598A | 235645 | 164815 | 1898 | Im | 0.83 | 0.08 | 0.31 | 0.36 | 2.07 | 2.01 |
KPG 598B | 235645 | 164843 | 1835 | SBd pec | 0.30 | 0.60 | 0.82 | 0.89 | 1.05 | 1.07 |
KPG 602A | 00127 | 312602 | 5076 | E | 1.81 | 0.47 | 1.42 | 1.46 | 1.00 | 1.07 |
KPG 602B | 00130 | 312632 | 4906 | SBb | 1.33 | 0.37 | 1.47 | 1.51 | 1.03 | 1.22 |
Notes. Columns: (1) catalog galaxy identification; (2) right ascension from HyperLeda (0h00m00s); (3) declination from HyperLeda (0°00'00''); (4) radial velocity corrected for infall Local Group toward Virgo from HyperLeda; (5) morphological type as determined in this work; (6) concentration inside r0; (7) concentration outside r0; (8) average V−I color inside r0; (9) average V−I color outside r0; (10) average asymmetry inside r0; and (11) average asymmetry outside r0.
Table 3. Properties of the Observed HCG Galaxies
Name | R.A. | Decl. | vvir | Morph. | C | C | V−I | V−I | A | A |
---|---|---|---|---|---|---|---|---|---|---|
(J2000) | (J2000) | (km s−1) | Type | <r0 | >r0 | <r0 | >r0 | <r0 | >r0 | |
(1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | (9) | (10) | (11) |
HCG 01a | 02607 | 254331 | 10332 | Sc | 0.63 | 0.38 | 1.37 | 1.27 | 1.03 | 1.18 |
HCG 01b | 02606 | 254310 | 10361 | E | 0.94 | 0.16 | 1.28 | 1.19 | 1.13 | 1.25 |
HCG 01c | 02554 | 254324 | 10151 | E | 1.19 | 0.77 | 1.35 | 1.33 | 1.00 | 1.00 |
HCG 10a | 12622 | 344211 | 5269 | SBb | 1.07 | 1.86 | 1.43 | 1.35 | 1.00 | 1.38 |
HCG 10c | 12619 | 344515 | 4781 | SB0 | 1.26 | 0.89 | 1.41 | 1.36 | 1.01 | 1.02 |
HCG 10d | 12631 | 344032 | 4741 | Scd | 1.03 | 0.88 | 1.33 | 1.26 | 1.01 | 1.06 |
HCG 14a | 15952 | −070512 | 5261 | SBb | 0.58 | 1.23 | 1.40 | 1.34 | 1.00 | 1.04 |
HCG 14b | 15950 | −070333 | 5825 | S0 | 0.97 | 0.77 | 1.23 | 1.16 | 1.00 | 1.03 |
HCG 14c | 15949 | −070153 | 5041 | Sbc | 0.59 | 0.83 | 1.33 | 1.28 | 1.03 | 1.03 |
HCG 15a | 20753 | 021003 | 6907 | S0 | 1.14 | 1.34 | 1.43 | 1.40 | 1.09 | 1.01 |
HCG 15b | 20734 | 020655 | 7057 | E | 1.43 | 0.46 | 1.25 | 1.25 | 1.00 | 1.00 |
HCG 15c | 20740 | 020858 | 7162 | E-S0 | 1.38 | 0.78 | 1.23 | 1.23 | 1.00 | 1.00 |
HCG 15d | 20738 | 021050 | 6184 | E | 1.28 | 0.44 | 1.25 | 1.25 | 1.00 | 1.01 |
HCG 15e | 20725 | 020658 | 7137 | E-S0 | 1.30 | 0.42 | 1.23 | 1.21 | 1.00 | 1.01 |
HCG 15f | 20738 | 021125 | 6377 | Sc | 0.58 | 0.62 | 1.13 | 1.18 | 1.01 | 1.08 |
HCG 18b | 23905 | 182320 | 4120 | Im | 0.50 | 0.19 | 0.80 | 0.82 | 1.02 | 1.06 |
HCG 24a | 32015 | −105147 | 9075 | E-S0 | 0.99 | 0.87 | 1.31 | 1.31 | 1.00 | 1.00 |
HCG 24b | 32023 | −105202 | 8964 | S0 | 0.95 | 0.72 | 1.31 | 1.29 | 1.00 | ... |
HCG 24c | 32013 | −105148 | 9110 | SB0 | 0.88 | 0.39 | 1.34 | 1.42 | 1.00 | 1.00 |
HCG 24d | 32020 | −105129 | 8605 | SB0 | 1.84 | 0.30 | 1.23 | ... | 1.00 | ... |
HCG 25a | 32043 | −010631 | 6167 | SBb | 0.54 | 1.16 | 1.07 | 0.94 | 1.01 | 1.10 |
HCG 25b | 32045 | −010241 | 6290 | S0 | 1.03 | 0.70 | 1.49 | 1.41 | 1.01 | 1.06 |
HCG 25d | 32039 | −010206 | 6284 | S0 | 0.91 | 1.34 | 1.09 | 1.09 | 1.01 | 1.01 |
HCG 25f | 32045 | −010314 | 6161 | S0 | 0.85 | 0.54 | 1.22 | 1.23 | 1.03 | 1.26 |
HCG 26a | 32156 | −133859 | 9489 | Sc | 0.36 | 0.44 | 1.55 | 1.32 | 1.05 | 1.46 |
HCG 26b | 32157 | −133856 | 9143 | E | 0.78 | 0.29 | 1.66 | 1.52 | 1.00 | 1.16 |
HCG 26c | 32149 | −133842 | 9429 | S0 | 1.37 | 0.48 | 1.39 | 1.37 | 1.00 | 1.03 |
HCG 26d | 32156 | −133844 | 8944 | E | 0.75 | 0.29 | 1.07 | 1.03 | 1.00 | 1.06 |
HCG 26e | 32151 | −133951 | 9434 | Sd | 0.77 | 0.29 | 1.08 | 0.90 | 1.02 | 1.02 |
HCG 28a | 42719 | −101823 | 11228 | Sb | 0.71 | 1.23 | ... | ... | 1.01 | 1.28 |
HCG 28b | 42720 | −101934 | 11276 | E | 1.25 | 0.38 | ... | ... | 1.00 | 1.00 |
HCG 28c | 42718 | −101905 | 11077 | S0 | 1.55 | 0.91 | ... | ... | 1.00 | 1.00 |
HCG 30a | 43619 | −024953 | 4531 | SBa | 0.99 | 1.18 | 1.39 | 1.34 | 1.00 | 1.05 |
HCG 30b | 43630 | −025159 | 4458 | SBa | 1.66 | 1.27 | 1.25 | 1.13 | 1.07 | 1.04 |
HCG 30c | 43623 | −024800 | 4342 | SBb | 0.66 | 0.38 | 0.72 | 0.70 | 1.07 | 1.02 |
HCG 31a | 50138 | −041528 | 3857 | Sdm | 1.19 | 0.19 | 0.76 | 0.75 | 2.20 | 1.50 |
HCG 31b | 50135 | −041550 | 3986 | SBc | 0.49 | 0.61 | 0.66 | 0.77 | 1.04 | 1.61 |
HCG 32a | 50145 | −152655 | 12279 | E | 1.07 | 1.03 | 1.27 | 1.29 | 1.00 | 1.03 |
HCG 32c | 50149 | −152550 | 11716 | S0 | 0.73 | 0.88 | 1.30 | 1.21 | 1.00 | 1.00 |
HCG 32d | 50145 | −152550 | 12045 | S0 | 1.11 | 0.94 | 1.31 | 1.38 | 1.00 | 1.00 |
HCG 34a | 52146 | 064119 | 8902 | E | 1.22 | 1.18 | 0.78 | 0.78 | 1.00 | 1.00 |
HCG 34b | 52150 | 064036 | 9525 | SBa | 0.89 | 0.75 | 1.27 | 0.98 | 1.05 | 1.31 |
HCG 34c | 52149 | 064055 | 9297 | SBb | 0.47 | 0.84 | 0.45 | 0.44 | 1.00 | ... |
HCG 34d | 52148 | 064102 | 8722 | S0 | 1.01 | 0.60 | 0.79 | 0.76 | 1.00 | 1.02 |
HCG 61a | 121219 | 291046 | 3942 | S0 | 1.54 | 1.26 | 1.35 | 1.33 | 1.00 | 1.00 |
HCG 61c | 121231 | 291005 | 4114 | SBbc | 0.91 | 0.86 | 1.66 | 1.53 | 1.21 | 1.51 |
HCG 61d | 121227 | 290857 | 4138 | SB0 | 1.65 | 0.74 | 1.19 | 1.28 | 1.02 | 1.02 |
HCG 68a | 135327 | 401659 | 2387 | SB0 | 1.66 | 0.10 | 1.47 | 1.48 | 1.00 | 1.01 |
HCG 68b | 135327 | 401814 | 2860 | E | 1.25 | 0.57 | 1.50 | 1.46 | 1.01 | 1.01 |
HCG 74a | 151925 | 205346 | 12427 | E | 1.03 | 0.65 | 1.44 | 1.39 | 1.02 | 1.00 |
HCG 74b | 151924 | 205327 | 12282 | E | 0.50 | 0.88 | 1.37 | 1.36 | 1.00 | 1.01 |
HCG 74c | 151926 | 205358 | 12439 | S0 | 0.96 | 0.72 | 1.42 | 1.36 | ... | ... |
HCG 79a | 155911 | 204517 | 4469 | E | 0.73 | 0.60 | 1.53 | 1.43 | 1.00 | 1.00 |
HCG 79b | 155913 | 204548 | 4623 | SB0 | 0.72 | 0.97 | 1.31 | 1.28 | 1.00 | 1.02 |
HCG 79c | 155911 | 204544 | 4323 | SB0 | 0.88 | 0.43 | 1.16 | 1.19 | 1.01 | 1.03 |
HCG 82a | 162822 | 325058 | 11398 | S0 | 0.84 | 1.61 | 1.48 | 1.53 | 1.00 | 1.00 |
HCG 82b | 162828 | 325047 | 10668 | SBa | 0.71 | 1.58 | 1.59 | 1.57 | 1.00 | 1.00 |
HCG 82c | 162821 | 324837 | 10316 | Sd | 0.31 | 1.20 | 1.66 | 1.45 | 1.02 | 1.17 |
HCG 82d | 162817 | 324848 | 11906 | Sa | 1.23 | 0.73 | 1.40 | 1.39 | 1.00 | 1.01 |
HCG 86a | 195209 | −304932 | 6042 | S0 | 1.30 | 0.91 | 1.47 | 1.51 | 1.00 | 1.00 |
HCG 86b | 195159 | −304858 | 6064 | E | 1.44 | 1.05 | 1.52 | 1.53 | 1.00 | 1.00 |
HCG 86c | 195157 | −305124 | 5396 | SB0 | 1.36 | 0.71 | 1.52 | 1.47 | 1.00 | 1.02 |
HCG 86d | 195152 | −304831 | 5784 | Sa | 1.61 | 0.42 | 1.46 | 1.45 | 1.01 | 1.02 |
HCG 87a | 204815 | −195058 | 8587 | SBc | 0.52 | 0.90 | 1.57 | 1.44 | 1.04 | 1.15 |
HCG 87b | 204811 | −195123 | 8865 | S0 | 1.22 | 0.35 | 1.29 | 1.22 | 1.00 | 1.02 |
HCG 87c | 204812 | −194956 | 8813 | Sb | 0.63 | 0.57 | 1.29 | 1.24 | 1.00 | 1.03 |
HCG 88a | 205236 | −054241 | 5970 | Sb | 0.69 | 0.99 | 1.37 | 1.25 | 1.03 | 1.04 |
HCG 88b | 205230 | −054446 | 5946 | Sb | 0.94 | 0.67 | 1.43 | 1.22 | 1.03 | 1.05 |
HCG 88c | 205226 | −054620 | 6019 | Sc | 0.67 | 0.36 | 1.13 | 1.06 | 1.02 | 1.09 |
HCG 88d | 205213 | −054754 | 5968 | Sc | 0.70 | 0.57 | 1.08 | 0.86 | 1.01 | 1.04 |
HCG 89a | 212001 | −035520 | 8801 | SBb | 0.47 | 0.40 | 1.19 | 1.07 | 1.00 | 1.09 |
HCG 89b | 212019 | −035346 | 8936 | SBc | 0.55 | 0.84 | 1.16 | 1.06 | 1.00 | 1.26 |
HCG 89c | 212008 | −035504 | 8823 | SBc | 0.84 | 0.53 | 1.04 | 0.91 | 1.00 | 1.02 |
HCG 89d | 212008 | −035429 | 8808 | SBd | 0.16 | 0.94 | 0.71 | 0.62 | 1.03 | 1.00 |
HCG 90a | 220202 | −315213 | 2429 | Sb | 0.91 | 0.76 | 1.53 | 1.29 | 1.27 | 1.03 |
HCG 90b | 220208 | −315925 | 2379 | E | 1.50 | 0.46 | 1.42 | 1.44 | 1.05 | ... |
HCG 90c | 220203 | −315826 | 2550 | E | 1.58 | 0.48 | 1.42 | 1.46 | 1.00 | 1.01 |
HCG 90d | 220207 | −315932 | 2632 | Sb pec | 0.62 | 0.53 | 1.70 | 1.52 | 1.04 | 1.17 |
HCG 91a | 220908 | −274835 | 6700 | SBb | 0.90 | 0.98 | 1.26 | 1.31 | 1.02 | 1.14 |
HCG 91c | 220914 | −274656 | 7187 | Sc | 0.49 | 1.35 | 1.35 | 1.31 | 1.01 | 1.07 |
HCG 91d | 220909 | −274802 | 7063 | SB0 | 1.18 | 1.01 | 1.39 | 1.35 | 1.00 | 1.00 |
HCG 92b | 223558 | 335758 | 5925 | SBb | 0.62 | 0.47 | 1.25 | 1.23 | 1.01 | 1.01 |
HCG 92c | 223604 | 335831 | 6915 | SBb | 0.72 | 1.06 | 1.37 | 1.30 | 1.00 | 1.25 |
HCG 92d | 223557 | 335755 | 6781 | S0 | 0.88 | 0.64 | 1.37 | 1.35 | 1.01 | 1.03 |
HCG 92e | 223552 | 335642 | 6749 | E | 1.37 | 0.71 | 1.24 | 1.25 | 1.01 | 1.14 |
HCG 93a | 231516 | 185741 | 5215 | E | 1.15 | 1.47 | 1.34 | 1.33 | 1.00 | 1.00 |
HCG 93b | 231517 | 190229 | 4747 | SBc | 0.80 | 0.68 | 1.20 | 1.44 | 1.03 | 1.17 |
HCG 93c | 231503 | 185825 | 5207 | SBa | 0.91 | 0.82 | 1.38 | 1.39 | 1.01 | 1.01 |
HCG 93d | 231533 | 190253 | 5248 | S0 | 1.13 | 1.01 | 1.32 | 1.27 | 1.00 | 1.02 |
HCG 94a | 231713 | 184228 | 12113 | E | 1.13 | 0.72 | 1.31 | 1.34 | 1.00 | 1.00 |
HCG 94b | 231712 | 184204 | 12047 | E | 1.03 | 0.50 | 1.30 | 1.36 | 1.00 | 1.00 |
HCG 94c | 231720 | 184405 | 12193 | Sa | 0.84 | 1.11 | 1.30 | 1.33 | 1.01 | 1.02 |
HCG 94e | 231715 | 184339 | 12323 | Sd | 0.40 | 1.03 | 1.64 | 1.45 | 1.01 | 1.03 |
HCG 94f | 231719 | 184422 | 12993 | S0 | 1.27 | 0.37 | 1.28 | 1.30 | ... | ... |
HCG 95a | 231930 | 093029 | 11917 | E | 1.00 | 0.66 | 1.37 | 1.31 | 1.03 | 1.04 |
HCG 95b | 231935 | 092942 | 11665 | Sb | 0.62 | 1.18 | 1.49 | 1.06 | 1.02 | 1.04 |
HCG 95c | 231931 | 093011 | 11590 | Sd pec | 0.70 | 0.50 | 1.47 | 1.31 | 1.11 | 1.12 |
HCG 95d | 231928 | 092940 | 12378 | Sc | 0.53 | 0.67 | 1.52 | 1.36 | 1.03 | 1.08 |
HCG 97a | 234723 | −021802 | 6879 | E | 0.81 | 1.38 | 1.40 | 1.44 | 1.00 | 1.00 |
HCG 97c | 234724 | −022106 | 5964 | Sa | 1.28 | 1.34 | 1.31 | 1.38 | 1.00 | 1.04 |
HCG 98a | 235410 | 002258 | 7835 | SB0 | 0.96 | 0.71 | 1.38 | 1.31 | 1.00 | 1.02 |
HCG 98b | 235412 | 002238 | 7939 | S0 | 1.24 | 0.35 | 1.44 | 1.32 | 1.02 | 1.09 |
HCG 98c | 235414 | 002125 | 8125 | E | 1.22 | 1.33 | 1.53 | 1.29 | 1.00 | 1.00 |
HCG 99a | 00038 | 282304 | 8818 | Sa | 0.87 | 0.69 | 1.37 | 1.34 | 1.01 | 1.04 |
HCG 99b | 00047 | 282407 | 8959 | E | 1.21 | 0.90 | 1.35 | 1.29 | 1.01 | 1.02 |
HCG 99c | 00044 | 282405 | 8329 | SBb | 0.75 | 0.38 | 1.36 | 1.37 | 1.02 | 1.06 |
Notes. Columns: (1) catalog Galaxy identification; (2) right ascension from HyperLeda (0h00m00s); (3) declination from HyperLeda (0°00'00''); (4) radial velocity from Hickson et al. (1992) and corrected for infall Local Group toward Virgo; (5) morphological type as determined in this work; (6) concentration inside r0; (7) concentration outside r0; (8) average V−I color inside r0; (9) average V−I color outside r0; (10) average asymmetry inside r0; and (11) average asymmetry outside r0.
In Figure 3, we compare the characteristics of the observed samples with the characteristics of the galaxies in their respective catalogs. One can see that the observed samples reproduce the absolute and morphological distribution of their parent samples relatively well. The results of nonparametric statistical tests (Mann–Whitney), presented in Table 4, are consistent with no differences in absolute magnitude and size, although there seems a slight tendency for the observed KIGs to be nearer than the galaxies in their parent sample.
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Standard image High-resolution imageTable 4. Properties of Observed Versus Catalog Galaxies
Sample | MB | PMW | DB | PMW | Vvir | PMW |
---|---|---|---|---|---|---|
(mag) | (kpc) | (km s−1) | ||||
(1) | (2) | (3) | (4) | (5) | (6) | (7) |
KIG | −20.46/−20.30 | 0.070 | 25/22 | 0.153 | 4934/6296 | |
KPG | −20.35/−20.32 | 0.619 | 23/23 | 0.752 | 5123/6326 | 0.0177 |
HCG | −20.19/−20.01 | 0.119 | 26/24 | 0.050 | 7150/7970 | 0.6847 |
Notes. Columns: (1) sample identification; (2) median MB value of the observed/catalog galaxies; (3) probability P for MB; (4) median value DB of the observed/catalog galaxies; (5) probability P for DB; (6) median vvir value of the observed/catalog galaxies; and (7) probability P for vvir. P values were obtained from Mann–Whitney tests. Underlined values indicate statistically significant differences between two samples.
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3. OBSERVATION AND REDUCTION
The sample of 214 galaxies was imaged during five different observing missions (see Table 5). The observations were carried out using the 1.5 m telescope of the Observatorio Astronómico Nacional, located at the Sierra San Pedro Mártir in Baja California, México. Depending on the observing run, there were two different detectors attached to the telescope (see Table 5): the Site1 and the Marconi CCDs. The first CCD covers an area of about 43 × 43 on the sky, with a spatial resolution of 026 pixel−1. The second one covers an area of about 45 × 45 with a spatial resolution of 028 pixel−1, using a 2 × 2 binning mode. For each galaxy we took three images in each filter, with exposure times of 600–900 s in V and 200–300 s in I. Each night standard stars were also observed to calibrate the data in flux. These stars were taken from the Landolt Equatorial Stars list (Landolt 1992) and cover a wide range in color: −0.30 ⩽(V − I)⩽ 2.63 or −1.12 ⩽(B − V)⩽ 2.33.
The nights were clear during the last four observing runs, with average effective seeing conditions at the telescope of 16, 19, 18, and 14, respectively. During the first run, all nights were not totally clear, with an average effective seeing of 24. During this run, we used a binning mode of 2 × 2 with the Site1 CCD to increase the signal-to-noise ratio (S/N). Note that because the surface brightness, ellipticity, position angle (P.A.), and asymmetry profiles depend only on the S/N and spatial resolution in a frame, a high photometry accuracy is not important for our analysis.
The data were reduced and calibrated using standard algorithms in IRAF.1 The images were first trimmed in order to remove bad lines and columns at the edges of the CCD and to reduce vignetting effects. We subsequently applied a mask on all the images to remove the bad pixels from the CCD. An average bias (combining 15–20 bias images) was subtracted from the object images and the flat frames. Several sky flat frames taken in each filter at the beginning and/or end of each night were normalized, combined, and then divided from each object image. The level of un-flattening is well below 2%, and the flat fielding conserves the flux to better than 99%. Cosmic-ray removing was done using the COSMICRAYS task. Resilient cosmic rays were corrected by hand using the IMEDIT task. To each image, a small shift (a tenth of a pixel) was applied to correct telescope drifting or repositioning. After trimming the images to the same dimension, they were averaged together. The final reduction step consisted of eliminating the sky contribution. This was done by measuring the mean flux within 5 × 5 pixel boxes all around the targets (where there are no stars or background objects) and subtracting this value from the images.
The instrumental magnitudes were estimated by measuring the flux of each observed standard star. Air-mass correction was applied using extinction coefficients proper to San Pedro Mártir (Schuster & Parrao 2001). The calibration equations were determined by fitting linear regressions on the observed values. For photometric errors, we adopt the standard deviation between our estimated magnitude and the magnitude determined by Landolt (1992). Magnitudes for the observed galaxies have also been corrected for galactic extinction (Schlegel et al. 1998). Due to the low redshifts of the galaxies (median z = 0.02) no K-correction was applied, since these are smaller (e.g., 0.02 in V−I) than our uncertainties. The general characteristics of the observations are given in Table 5.
Table 5. Observing Runs
Run | Date | CCD | Filters | Seeing | σV | σI |
---|---|---|---|---|---|---|
(FWHM) | (mag) | (mag) | ||||
(1) | (2) | (3) | (4) | (5) | (6) | (7) |
1 | 2005 Oct | Site1 | V, I | 24 | ±0.02 | ±0.03 |
2 | 2006 Aug | Site1 | V, I | 16 | ±0.03 | ±0.05 |
3 | 2007 Sep | Marconi | V, I | 19 | ±0.03 | ±0.04 |
4 | 2008 May | Site1 | V, I | 18 | ±0.11 | ±0.08 |
5 | 2008 Jul | Site1 | V, I | 14 | ±0.05 | ±0.04 |
Notes. Columns: (1) running number; (2) observation dates; (3) CCD detectors; (4) filters; (5) average seeing; (6) and (7) calibration uncertainties for V and I, respectively.
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Note that the calibration in flux was done after the different analyses (ellipse fitting and asymmetry) were performed. This method avoids keeping the noise in the images at low level producing the highest possible S/N.
4. DESCRIPTION OF THE ANALYSIS METHODS
Three analyses were performed on each galaxy: fitting of ellipses, formation of color maps, and estimation of asymmetry level. Here we describe the methods used and information obtained from each analysis.
Our analyses in different bands (optical and near-infrared (NIR)) yield information over different timescales. In the optical, our analysis is sensible to young or intermediate age stellar populations and dust extinction. In theNIR, our analysis is sensible to older stellar populations and consequently to mass distributions (see Coziol & Plauchu-Frayn 2007; Plauchu-Frayn & Coziol 2010).
4.1. Isophotal Method Analysis and Color Maps
Surface photometry was carried out on each galaxy. This was done within STSDAS2 with the ELLIPSE task (Jedrzejewski 1987). The algorithm used by this task derives various geometric parameters, such as surface brightness μ, ellipticity , P.A., and the harmonic amplitude B4. This last parameter is related to the standard fourth-order Fourier cosine coefficient, a4 (Bender et al. 1988), normalized to the semi-major axis a at which the ellipse was fitted (). Another important parameter is the V−I color index profile. This profile is obtained by measuring the V and I magnitude profiles, subtracting one from the other.
The only requirement for ELLIPSE to work is an initial guess of the geometric center, , and of the P.A., of the galaxy. The geometrical center of a galaxy is determined by locating the peak in light distribution (see Coziol & Plauchu-Frayn 2007). The default and P.A. were 0.05 and 0, respectively. The task ELLIPSE is applied keeping the geometric center fixed and allowing and P.A. to vary. This method yields surface brightness and color profiles that match the local variations of the structural components. We also restrict the fit of ellipses in the central part of the galaxy to a radius larger than the seeing (see Figure 4) and minimize the light contribution from companion galaxies (important only for the HCGs and KPGs) by stopping the task manually at the maximum radius possible.
The isophotal parameters measured by ELLIPSE provide important information on the physical morphology and are intimately related to the dynamical properties of the galaxies (see Barth et al. 1995; Coziol & Plauchu-Frayn 2007). For example, large variations in P.A. ∼ 20°, or twists (Nieto et al. 1992), usually reflect inhomogeneous mass distributions (Zaritsky & Lo 1986), while variations reflect bars, dust, mass perturbations, or small disks in the central regions of early-type galaxies. Early isophotal studies have shown that large isophotal twists are only measured in interacting galaxies, suggesting that they are the consequence of close encounters or mergers (Kormendy 1982; Bender & Möllenhoff 1987). In our analysis, we define a twist, θ, as a variation in P.A. accompanied by a monotonically varying ellipticity with amplitude Δ ⩾ 0.1. This definition allows differentiating between variations of P.A. produced by triaxiality and from those produced by interactions (Kormendy 1982; Bender & Möllenhoff 1987).
The isophotal deviations from the pure ellipse, quantified by the a4 coefficient, determine the characteristic shape of the isophote: boxy (a4 < 0), consistent with a pure elliptical or round isophote (a4 ∼ 0), or disky (a4>0), consistent with a slightly pointed isophote. Elliptical galaxies with disky isophotes tend to be faint. They generally contain a rapidly rotating stellar population with a nearly isotropic velocity dispersion. Elliptical galaxies with boxy isophotes tend to be luminous and massive. They have anisotropic velocity dispersion and are thought to be supported by pressure rather than stellar rotation. These differences suggest two distinct formation scenarios for boxy and disky elliptical galaxies. Numerical simulations have shown that the formation processes depend highly on the initial conditions: initial mass ratios, individual angular momentum, and dust and gas contents of the merging galaxies (Hernquist 1993; Barnes 1996). The general idea is that mergers between unequal-mass, gas-rich galaxies tend to produce disky early-type remnants, while mergers with equal-mass, high-density, and gas-poor galaxies tend to produce boxy remnants (Naab & Burkert 2003).
The concentration index, C, is a measure of the light concentration of a galaxy profile, having high values for centrally concentrated light profiles. It is well known that the concentration index has a tight correlation with morphological type (Abraham et al. 1994; Shimasaku et al. 2001); early-type galaxies tend to have the most concentrated light profiles, while late-type galaxies have the least concentrated ones. Interactions between galaxies can also perturb the stellar material, changing the light profiles of the galaxies in the process and affecting their concentration index.
Because we are studying nearby galaxies, the spatial resolution of our CCD images allows us to measure the C parameter at different radii. Based on the isophotal profiles of the galaxies, we have estimated C values inside and outside a physical radius r0, independent of the distribution of light. To estimate this radius, we have used the major axis at 25 mag arcsec−2 (Paturel et al. 2003) as given in Hyperleda and determined the linear diameters in B magnitude, DB, for the galaxies in the HCG, KPG, and KIG catalogs estimating the median of the three distributions. The median value obtained is 23 kpc. In our sample, a few galaxies (20% of the sample: 26 HCGs, 12 KPGs, and 4 KIGs) turned out to have a DB that is smaller than this value. Consequently, we have used two different r0; one is equal to 5 kpc (approximately DB/4) for the standard size galaxies (approximately MV < −20) and the other is half of this value, 2.5 kpc, for galaxies with smaller diameters. For our analysis we give three concentration indices: one inside r0, C(r < r0) = μ(r = r0)–μ(r < r0), one outside r0, C(r>r0) = μ(r>r0) − μ(r = r0), and a global (or total) concentration index CTotal = μ(r>r0) − μ(r < r0).
For the sake of comparison, in our analysis we have also chosen a radius which depends on the light distribution in the galaxies. We have used the Petrosian, RP, and effective radii, Re, as determined based on a modified form of the Petrosian (1976) system (Graham et al. 2005). In this system, RP is defined as the projected radius where 1/η(RP) = 0.2. The Petrosian index, η(R) = 〈I〉R/I(R), is the ratio of the intensity of an isophote at radius R and the average intensity within that radius, as measured using circular apertures. In the case of small galaxies, where the faint central surface brightness does not allow us to reach 1/η(RP) = 0.2, we have used 1/η(RP) = 0.4 instead. In Tables 6 and 7, for all the galaxies in our analysis we give RP; Re, the magnitude inside the effective radius; Me, a concentration index, which is defined as the ratio of radii that contain 90% and 50% of the Petrosian flux, R90%/R50%; the surface brightness at the effective radius, μe; and the color at this radius.
Table 6. Properties of Observed Galaxies Using Effective Radius (1/η(RP) = 0.2)
Name | Morph. | RP | RP | Re | Re | MeV | MeI | R90/R50 | μV | V−I |
---|---|---|---|---|---|---|---|---|---|---|
(type) | (arcsec) | (kpc) | (arcsec) | (kpc) | (mag) | (mag) | (mag arcsec−2) | (mag) | ||
(1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | (9) | (10) | (11) |
KIGs | ||||||||||
KIG 33 | SBb* | 21.0 | 6 | 11.6 | 3 | −19.57 | −20.59 | 1.7 | 20.5 | 1.02 |
KIG 53 | SBbc | 40.3 | 8 | 25.4 | 5 | −19.42 | −20.32 | 1.4 | 21.9 | 0.91 |
KIG 56 | SBb | 20.7 | 7 | 9.2 | 3 | −19.61 | −20.60 | 2.2 | 20.9 | 0.99 |
KIG 61 | SBab | 10.8 | 3 | 3.3 | 1 | −19.19 | −20.39 | 2.8 | 19.0 | 1.19 |
KIG 68 | SBa | 11.2 | 1 | 4.1 | <1 | −18.20 | −19.27 | 2.3 | 18.6 | 1.08 |
KIG 116 | SBab | 23.2 | 5 | 11.5 | 2 | −19.41 | −20.40 | 1.9 | 20.3 | 0.99 |
KIG 123 | SBbc | 70.0 | 26 | 35.9 | 14 | −21.17 | −22.13 | 1.7 | 21.7 | 0.97 |
KIG 467 | SB0 | 18.8 | 8 | 6.0 | 3 | −20.07 | −21.38 | 2.4 | 20.3 | 1.32 |
KIG 550 | SBbc | 38.8 | 18 | 24.9 | 12 | −20.86 | −22.66 | 1.4 | 22.2 | 1.81 |
KIG 553 | SBb | 21.8 | 1 | 7.9 | 4 | −20.73 | −21.07 | 3.8 | 20.9 | 0.33 |
KIG 575 | Sb | 32.6 | 6 | 15.2 | 3 | −19.39 | −20.50 | 1.8 | 20.7 | 1.12 |
KIG 653 | Sb | 29.6 | 1 | 12.3 | 4 | −20.39 | −21.66 | 2.1 | 20.9 | 1.28 |
KIG 744 | Sc | 18.8 | 3 | 9.3 | 2 | −17.24 | −18.12 | 1.9 | 21.8 | 0.88 |
KIG 805 | SBbc* | 32.6 | 1 | 15.3 | 5 | −19.81 | −20.97 | 1.8 | 21.3 | 1.16 |
KIG 812 | Sbc | 58.9 | 12 | 25.0 | 5 | −20.18 | −21.33 | 2.1 | 21.4 | 1.15 |
KIG 838 | SBbc* | 34.2 | 14 | 20.3 | 8 | −20.63 | −21.88 | 1.5 | 21.6 | 1.26 |
KIG 840 | SBbc | 38.8 | 12 | 16.0 | 5 | −20.09 | −21.20 | 2.1 | 21.6 | 1.12 |
KIG 841 | S0 | 17.2 | 6 | 6.5 | 2 | −20.29 | −21.64 | 2.3 | 19.7 | 1.36 |
KIG 844 | Sbc | 25.0 | 12 | 12.0 | 6 | −19.61 | −20.61 | 1.8 | 22.0 | 1.00 |
KIG 856 | SBbc | 24.7 | 16 | 17.4 | 11 | −20.38 | −21.65 | 1.2 | 22.4 | 1.26 |
KIG 858 | SBbc | 27.8 | 1 | 15.0 | 6 | −20.08 | −21.34 | 1.6 | 20.8 | 1.25 |
KIG 862 | Sbc | 28.0 | 9 | 13.0 | 4 | −19.94 | −21.12 | 1.8 | 21.1 | 1.19 |
KIG 897 | Sa | 12.0 | 4 | 4.9 | 2 | −20.46 | −21.60 | 2.1 | 19.0 | 1.14 |
KIG 935 | SBc* | 31.6 | 8 | 16.9 | 4 | −20.19 | −20.63 | 1.6 | 21.2 | 0.44 |
KIG 950 | Sc | 43.2 | 11 | 21.1 | 5 | −19.21 | −20.18 | 1.8 | 22.2 | 0.97 |
KIG 1001 | SBab | 17.1 | 3 | 6.2 | 1 | −19.08 | −20.17 | 2.5 | 20.2 | 1.09 |
KIG 1009 | Sbc | 24.6 | 8 | 11.9 | 4 | −20.17 | −21.18 | 1.8 | 20.9 | 1.01 |
KIG 1023 | SBb | 25.0 | 13 | 8.4 | 4 | −20.70 | −21.98 | 3.0 | 20.9 | 1.27 |
KIG 1045 | S0 | 17.9 | 4 | 7.4 | 2 | −20.40 | −21.59 | 2.1 | 19.1 | 1.20 |
KPGs | ||||||||||
KPG 013A | Sb | 28.9 | 9 | 13.2 | 4 | −19.23 | −20.34 | 1.9 | 21.2 | 1.11 |
KPG 061A | Sb | 34.2 | 11 | 17.8 | 6 | −20.07 | −21.12 | 1.7 | 21.3 | 1.05 |
KPG 061B | SB0 | 7.0 | 2 | 2.5 | 1 | −18.42 | −19.50 | 2.3 | 19.4 | 1.09 |
KPG 075A | SBa | 11.2 | 4 | 4.0 | 1 | −19.60 | −20.80 | 2.4 | 19.3 | 1.21 |
KPG 075B | SBb | 25.8 | 9 | 11.9 | 4 | −19.19 | −20.39 | 2.0 | 21.1 | 1.21 |
KPG 099A | E | 13.4 | 3 | 5.7 | 1 | −20.11 | −21.34 | 2.1 | 18.9 | 1.24 |
KPG 099B | E | 6.16 | 1 | 2.8 | 1 | −18.76 | −19.92 | 1.9 | 18.4 | 1.17 |
KPG 313A | SBc | 57.3 | 4 | 31.1 | 2 | −17.27 | −18.08 | 1.7 | 22.1 | 0.81 |
KPG 313B | SBb | 31.1 | 2 | 15.0 | 1 | −17.32 | −18.92 | 1.8 | 19.5 | 1.60 |
KPG 366A | SB0 | 15.7 | 6 | 5.1 | 2 | −19.13 | −20.20 | 2.4 | 20.9 | 1.07 |
KPG 366B | SBb | 29.6 | 13 | 17.0 | 7 | −20.64 | −21.60 | 1.5 | 21.3 | 0.96 |
KPG 373A | S0 | 11.1 | 4 | 4.5 | 2 | −20.07 | −20.75 | 2.1 | 19.2 | 0.68 |
KPG 373B | S0 | 9.5 | 4 | 4.5 | 2 | −19.91 | −20.52 | 1.7 | 19.1 | 0.61 |
KPG 394A | S0 | 21.8 | 3 | 8.2 | 1 | −17.29 | −18.37 | 2.3 | 21.6 | 1.08 |
KPG 394B | SBc | 83.5 | 14 | 34.3 | 6 | −20.00 | −21.10 | 2.1 | 21.2 | 1.10 |
KPG 397A | Sc | 21.8 | 2 | 10.5 | 1 | −17.79 | −18.77 | 1.8 | 19.8 | 0.98 |
KPG 397B | Sb | 18.8 | 2 | 9.1 | 1 | −16.09 | −17.13 | 1.7 | 21.1 | 1.04 |
KPG 404A | SBb | 12.6 | 3 | 6.8 | 2 | −18.49 | ... | 1.7 | 20.5 | ... |
KPG 404B | SBb | 63.5 | 15 | 39.5 | 9 | −20.30 | ... | 1.5 | 20.6 | ... |
KPG 432A | S0 | 9.5 | 2 | 3.6 | 1 | −18.48 | −19.73 | 2.2 | 19.5 | 1.26 |
KPG 452A | SB0 | 9.5 | 4 | 3.0 | 1 | −19.32 | −20.57 | 2.6 | 19.3 | 1.25 |
KPG 452B | SB0 | 9.5 | 4 | 3.1 | 1 | −19.17 | −20.50 | 2.5 | 19.5 | 1.34 |
KPG 480B | Sa | 18.8 | 7 | 5.1 | 2 | −20.13 | −21.87 | 2.9 | 19.5 | 1.74 |
KPG 508A | E | 9.8 | 5 | 3.1 | 2 | −19.64 | −20.95 | 2.6 | 20.1 | 1.31 |
KPG 508B | Sbbpec | 36.1 | 17 | 13.8 | 7 | −20.39 | −21.72 | 2.2 | 21.3 | 1.33 |
KPG 523B | SBb | 18.2 | 8 | 9.1 | 4 | −20.15 | −21.23 | 1.7 | 20.7 | 1.08 |
KPG 524A | SBb | 19.8 | 6 | 14.0 | 4 | −19.24 | −20.28 | 1.4 | 20.8 | 1.03 |
KPG 524B | Sc | 18.2 | 6 | 7.0 | 2 | −17.24 | −17.93 | 2.3 | 21.8 | 0.68 |
KPG 525A | S0 | 16.7 | 4 | 5.4 | 1 | −18.90 | −20.35 | 2.6 | 20.0 | 1.44 |
KPG 525B | SBc | 38.3 | 9 | 18.3 | 4 | −19.49 | −20.58 | 1.8 | 21.4 | 1.08 |
KPG 526A | Sa | 11.1 | 2 | 4.3 | 1 | −19.43 | −20.85 | 2.1 | 19.0 | 1.42 |
KPG 526B | S0 | 23.4 | 5 | 7.6 | 1 | −19.64 | −20.91 | 2.5 | 19.7 | 1.27 |
KPG 528A | Sc | 16.7 | 6 | 7.8 | 3 | −18.63 | −19.86 | 1.9 | 21.7 | 1.23 |
KPG 528B | S0 | 13.6 | 4 | 4.2 | 1 | −19.92 | −21.33 | 2.9 | 19.5 | 1.41 |
KPG 537A | SBa | 17.6 | 11 | 7.6 | 5 | −19.68 | −20.88 | 2.0 | 21.2 | 1.20 |
KPG 537B | E | 6.7 | 4 | 2.9 | 2 | −19.81 | −21.03 | 2.0 | 19.9 | 1.22 |
KPG 539A | S0 | 13.4 | 4 | 4.3 | 1 | −19.59 | −20.73 | 2.7 | 19.1 | 1.14 |
KPG 539B | SBa | 13.2 | 4 | 6.0 | 2 | −18.19 | −19.27 | 1.9 | 20.9 | 1.08 |
KPG 542B | E | 9.5 | 2 | 3.3 | 1 | −18.95 | −20.38 | 2.4 | 18.9 | 1.43 |
KPG 548A | SBb | 11.8 | 3 | 4.9 | 1 | −19.89 | −21.20 | 2.1 | 19.2 | 1.31 |
KPG 548B | E | 12.6 | 3 | 5.4 | 1 | −19.45 | −20.60 | 2.0 | 19.5 | 1.15 |
KPG 549A | pec | 13.6 | 8 | 7.0 | 4 | −19.56 | −20.60 | 1.7 | 21.0 | 1.04 |
KPG 549B | SBb | 22.9 | 13 | 11.5 | 7 | −20.82 | −22.13 | 1.6 | 20.5 | 1.31 |
KPG 551A | SBb | 16.5 | 6 | 8.1 | 3 | −19.07 | −19.76 | 1.9 | 21.7 | 0.70 |
KPG 551B | SBc | 10.6 | 4 | 4.3 | 2 | −18.25 | −19.35 | 2.2 | 21.1 | 1.10 |
KPG 552A | SBa | 26.0 | 13 | 11.8 | 6 | −20.45 | −21.58 | 1.8 | 21.2 | 1.13 |
KPG 552B | S0 | 10.5 | 5 | 4.1 | 2 | −19.92 | −20.94 | 3.9 | 21.0 | 1.02 |
KPG 553A | E | 6.7 | 2 | 3.0 | 1 | −19.24 | −20.38 | 2.0 | 19.3 | 1.14 |
KPG 553B | Sc | 30.2 | 1 | 13.0 | 4 | −18.96 | −20.07 | 2.0 | 21.5 | 1.11 |
KPG 554A | S0 | 8.4 | 5 | 3.5 | 2 | −20.18 | −21.32 | 2.1 | 19.7 | 1.15 |
KPG 554B | S0 | 10.1 | 6 | 4.4 | 3 | −20.47 | −21.73 | 2.0 | 19.9 | 1.26 |
KPG 557A | SBa | 12.3 | 7 | 4.2 | 2 | −19.40 | −20.63 | 2.6 | 20.6 | 1.24 |
KPG 557B | Sc | 21.0 | 12 | 12.9 | 7 | −20.36 | −21.23 | 1.4 | 21.5 | 0.87 |
KPG 566A | Sc | 32.6 | 1 | 18.0 | 6 | −19.38 | −20.57 | 1.7 | 21.4 | 1.19 |
KPG 572A | SB0 | 5.6 | 3 | 2.3 | 1 | −19.39 | −20.54 | 2.1 | 19.0 | 1.15 |
KPG 572B | Sb | 19.9 | 9 | 9.3 | 4 | −20.10 | −21.08 | 1.9 | 21.3 | 0.98 |
KPG 573A | Sb | 14.0 | 9 | 6.3 | 4 | −20.04 | −21.03 | 1.9 | 20.9 | 0.99 |
KPG 573B | SBc | 29.0 | 18 | 13.8 | 9 | −21.38 | −22.06 | 1.8 | 21.6 | 0.68 |
KPG 575A | Sa | 10.8 | 3 | 2.7 | 1 | −20.46 | −21.72 | 3.4 | 18.2 | 1.25 |
KPG 575B | pec | 22.9 | 7 | 11.5 | 4 | −19.40 | −20.64 | 1.7 | 21.0 | 1.23 |
KPG 591A | pec | 14.0 | 5 | 6.8 | 2 | −19.34 | −20.20 | 1.8 | 20.1 | 0.86 |
KPG 591B | SBb | 48.7 | 17 | 25.8 | 9 | −21.34 | −22.07 | 1.8 | 21.4 | 0.73 |
KPG 598A | Im | 9.3 | 1 | 4.7 | 1 | −15.52 | ... | 1.8 | 21.7 | ... |
KPG 598B | Sbdpec | 20.1 | 2 | 11.6 | 1 | −16.88 | −17.66 | 1.6 | 21.6 | 0.78 |
KPG 602A | E | 8.3 | 3 | 3.1 | 1 | −19.53 | −20.88 | 2.2 | 19.0 | 1.35 |
KPG 602B | SBb | 11.4 | 4 | 4.5 | 1 | −19.23 | −20.57 | 2.2 | 19.9 | 1.34 |
HCGs | ||||||||||
HCG 01c | E | 9.1 | 6 | 3.0 | 2 | −19.64 | −20.97 | 2.6 | 20.5 | 1.33 |
HCG 10a | SBb | 38.9 | 13 | 13.7 | 5 | −20.70 | −22.04 | 2.4 | 20.9 | 1.34 |
HCG 10c | SB0 | 19.4 | 6 | 6.5 | 2 | −19.14 | −20.50 | 2.2 | 20.8 | 1.36 |
HCG 10d | Scd | 24.0 | 7 | 10.5 | 3 | −18.42 | −19.67 | 1.9 | 21.3 | 1.25 |
HCG 14a | SBb | 23.0 | 9 | 9.5 | 4 | −19.32 | −20.65 | 2.1 | 21.7 | 1.33 |
HCG 14b | S0 | 24.5 | 8 | 9.8 | 3 | −19.50 | −20.73 | 2.2 | 21.5 | 1.23 |
HCG 15a | S0 | 13.7 | 6 | 4.6 | 2 | −19.75 | −21.20 | 2.4 | 20.2 | 1.45 |
HCG 15b | E | 8.6 | 4 | 3.2 | 1 | −19.56 | −20.89 | 2.2 | 19.8 | 1.33 |
HCG 15c | E-S0 | 9.6 | 4 | 3.6 | 2 | −19.77 | −21.06 | 2.2 | 20.1 | 1.29 |
HCG 15d | E | 13.2 | 5 | 5.0 | 2 | −19.18 | −20.44 | 2.2 | 20.8 | 1.26 |
HCG 15e | E-S0 | 10.6 | 5 | 4.0 | 2 | −19.15 | −20.40 | 2.2 | 20.8 | 1.25 |
HCG 24a | E-S | 13.7 | 8 | 6.7 | 4 | −20.05 | −21.49 | 1.7 | 21.5 | 1.44 |
HCG 24b | S0 | 15.8 | 9 | 5.0 | 3 | −19.96 | −21.37 | 2.5 | 20.7 | 1.41 |
HCG 24d | SB0 | 6.5 | 4 | 2.7 | 2 | −17.91 | −19.13 | 2.0 | 21.1 | 1.22 |
HCG 25a | SBb | 37.4 | 15 | 16.3 | 6 | −19.78 | −20.49 | 1.8 | 21.8 | 0.72 |
HCG 25b | S0 | 19.4 | 8 | 7.3 | 3 | −19.78 | −21.18 | 2.2 | 20.8 | 1.40 |
HCG 25d | S0 | 9.1 | 4 | 4.0 | 2 | −18.52 | −19.65 | 1.9 | 20.7 | 1.14 |
HCG 26c | S0 | 8.1 | 5 | 2.9 | 2 | −18.42 | −19.82 | 2.2 | 20.8 | 1.40 |
HCG 28a | Sb | 22.5 | 16 | 6.9 | 5 | −19.95 | −19.68 | 2.6 | 21.4 | −0.26 |
HCG 28b | E | 9.1 | 7 | 2.9 | 2 | −19.65 | −19.51 | 2.4 | 20.5 | −0.13 |
HCG 28c | S0 | 6.0 | 4 | 2.2 | 2 | −19.41 | −19.29 | 2.1 | 19.8 | −0.12 |
HCG 30a | SBa | 24.6 | 7 | 9.6 | 3 | −19.98 | −21.20 | 2.4 | 20.7 | 1.23 |
HCG 30b | SBa | 13.4 | 4 | 5.6 | 2 | −19.50 | −20.64 | 2.1 | 19.6 | 1.15 |
HCG 32a | E | 12.2 | 1 | 4.6 | 4 | −20.95 | −22.30 | 2.3 | 20.5 | 1.35 |
HCG 32c | S0 | 12.7 | 1 | 5.7 | 4 | −19.51 | −20.71 | 1.9 | 22.4 | 1.20 |
HCG 32d | S0 | 9.1 | 7 | 3.2 | 3 | −19.76 | −21.26 | 2.3 | 20.6 | 1.50 |
HCG 34a | E | 10.1 | 6 | 4.0 | 2 | −20.95 | −21.76 | 2.2 | 19.4 | 0.81 |
HCG 34b | SBa | 11.7 | 7 | 5.8 | 4 | −18.95 | −19.94 | 1.7 | 21.1 | 0.99 |
HCG 34d | S0 | 6.5 | 4 | 2.2 | 1 | −17.97 | −18.71 | 2.3 | 20.9 | 0.74 |
HCG 61a | S0 | 15.7 | 4 | 6.2 | 2 | −20.07 | −21.35 | 2.0 | 18.7 | 1.28 |
HCG 61c | SBbc | 41.9 | 11 | 15.4 | 4 | −19.58 | −21.00 | 2.2 | 20.9 | 1.42 |
HCG 61d | SB0 | 14.1 | 4 | 3.8 | 1 | −19.24 | −20.40 | 3.3 | 18.8 | 1.17 |
HCG 68a | SB0 | 24.9 | 4 | 11.0 | 2 | −20.12 | −21.54 | 2.0 | 18.7 | 1.42 |
HCG 68b | E | 18.8 | 3 | 8.7 | 2 | −19.83 | −21.32 | 1.8 | 19.4 | 1.49 |
HCG 79b | SB0 | 11.1 | 3 | 5.0 | 1 | −19.13 | −20.35 | 1.9 | 19.2 | 1.23 |
HCG 82a | S0 | 15.0 | 11 | 5.8 | 4 | −20.95 | −22.44 | 2.2 | 20.5 | 1.49 |
HCG 82b | SBa | 14.5 | 1 | 6.8 | 5 | −20.47 | −21.91 | 1.9 | 21.0 | 1.44 |
HCG 82c | Sd | 17.7 | 12 | 8.5 | 6 | −19.66 | −20.80 | 1.8 | 21.3 | 1.14 |
HCG 82d | Sa | 8.3 | 6 | 2.4 | 2 | −19.38 | −20.65 | 2.6 | 20.2 | 1.27 |
HCG 86a | S0 | 14.5 | 6 | 5.8 | 2 | −20.58 | −22.00 | 2.2 | 19.2 | 1.42 |
HCG 86b | E | 11.5 | 5 | 4.6 | 2 | −20.10 | −21.52 | 2.1 | 19.5 | 1.42 |
HCG 86c | SB0 | 12.6 | 4 | 4.9 | 2 | −19.28 | −20.66 | 2.2 | 20.3 | 1.38 |
HCG 86d | Sa | 9.8 | 4 | 2.9 | 1 | −19.20 | −20.53 | 2.8 | 19.0 | 1.32 |
HCG 87a | SBc | 35.8 | 2 | 13.3 | 7 | −20.36 | −21.70 | 2.2 | 21.4 | 1.34 |
HCG 87b | S0 | 11.2 | 6 | 3.8 | 2 | −20.09 | −21.21 | 2.4 | 20.3 | 1.12 |
HCG 87c | Sb | 11.7 | 7 | 6.5 | 4 | −18.58 | −19.81 | 1.7 | 21.6 | 1.23 |
HCG 88a | Sb | 36.3 | 14 | 15.8 | 6 | −20.55 | −21.49 | 1.9 | 21.0 | 0.95 |
HCG 88b | Sb | 25.5 | 1 | 12.0 | 5 | −20.34 | −21.56 | 1.7 | 21.2 | 1.23 |
HCG 89d | SBd | 9.6 | 5 | 6.3 | 4 | −18.15 | −18.61 | 1.3 | 21.9 | 0.46 |
HCG 90a | Sb | 48.9 | 8 | 24.2 | 4 | −19.69 | −20.74 | 1.8 | 21.0 | 1.05 |
HCG 90b | E | 12.4 | 2 | 4.5 | 1 | −19.32 | −20.66 | 2.3 | 18.5 | 1.34 |
HCG 90c | E | 10.9 | 2 | 4.2 | 1 | −19.18 | −20.53 | 2.2 | 18.4 | 1.35 |
HCG 91a | SBb | 21.6 | 9 | 10.3 | 4 | −20.88 | −22.01 | 1.8 | 20.4 | 1.13 |
HCG 91c | Sc | 20.0 | 9 | 10.8 | 5 | −19.70 | −21.01 | 1.6 | 21.7 | 1.30 |
HCG 91d | SB0 | 7.7 | 4 | 2.2 | 1 | −19.48 | −20.74 | 2.9 | 18.9 | 1.25 |
HCG 92c | SBb | 26.0 | 12 | 11.3 | 5 | −20.26 | −21.46 | 2.2 | 21.1 | 1.20 |
HCG 92d | S0 | 6.7 | 3 | 2.7 | 1 | −19.85 | −21.11 | 2.1 | 18.8 | 1.27 |
HCG 92e | E | 6.7 | 3 | 3.1 | 1 | −19.63 | −20.85 | 1.9 | 19.2 | 1.23 |
HCG 93a | E | 17.0 | 6 | 6.8 | 2 | −20.85 | −22.09 | 2.3 | 19.5 | 1.24 |
HCG 93b | SBc | 42.0 | 13 | 17.4 | 5 | −20.10 | −21.25 | 2.0 | 21.4 | 1.15 |
HCG 93c | SBa | 26.2 | 9 | 9.3 | 3 | −20.11 | −21.36 | 2.3 | 20.4 | 1.24 |
HCG 93d | S0 | 9.6 | 3 | 3.3 | 1 | −18.98 | −20.24 | 2.6 | 19.9 | 1.27 |
HCG 94c | Sa | 15.3 | 12 | 4.9 | 4 | −20.21 | −21.58 | 2.5 | 21.0 | 1.38 |
HCG 94f | S0 | 7.6 | 6 | 2.6 | 2 | −18.59 | −19.91 | 2.3 | 21.6 | 1.32 |
HCG 95a | E | 12.7 | 1 | 4.5 | 3 | −20.86 | −22.17 | 2.4 | 20.3 | 1.32 |
HCG 95b | Sb | 15.8 | 12 | 7.1 | 5 | −19.93 | −20.93 | 1.9 | 21.4 | 1.00 |
HCG 97a | E | 21.6 | 1 | 8.5 | 4 | −20.61 | −22.05 | 2.2 | 20.7 | 1.44 |
HCG 97c | Sa | 12.3 | 5 | 5.0 | 2 | −19.59 | −20.87 | 2.2 | 20.1 | 1.28 |
HCG 98a | SB0 | 17.8 | 9 | 6.8 | 3 | −20.77 | −22.09 | 2.2 | 19.8 | 1.33 |
HCG 98b | S0 | 11.7 | 6 | 3.7 | 2 | −19.95 | −21.30 | 2.5 | 19.8 | 1.35 |
HCG 98c | E | 6.0 | 3 | 2.5 | 1 | −18.76 | −20.06 | 2.0 | 20.1 | 1.30 |
HCG 99b | E | 10.6 | 6 | 4.0 | 2 | −20.51 | −22.04 | 2.3 | 20.0 | 1.54 |
HCG 99c | SBb | 18.9 | 1 | 9.1 | 5 | −19.73 | −21.22 | 1.9 | 21.9 | 1.49 |
Notes. Columns: (1) catalog galaxy identification; (2) morphological type as determined in this work; (3) Petrosian radius defined as 1/η(RP) = 0.2; (4) Petrosian radius in kiloparsecs; (5) effective radius Re; (6) effective radius in kiloparsecs; (7) absolute magnitude in V inside Re; (8) absolute magnitude in I inside Re; (9) concentration index, defined as the ratio of radii that contain 90% and 50% of the Petrosian flux; (10) surface brightness at Re; and (11) color at Re.
Table 7. Properties Observed Galaxies Using Effective Radius (1/η(RP) = 0.4)
Name | Morph. | RP | RP | Re | Re | MeV | MeI | R90/R50 | μV | V−I |
---|---|---|---|---|---|---|---|---|---|---|
(type) | (arcsec) | (kpc) | (arcsec) | (kpc) | (mag) | (mag) | (mag arcsec−2) | (mag) | ||
(1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | (9) | (10) | (11) |
KIGs | ||||||||||
KIG 716 | Sc | 4.9 | 3 | 2.0 | 1 | −19.08 | −20.68 | 2.3 | 19.9 | 1.60 |
KIG 748 | SBc* | 45.0 | 3 | 26.0 | 2 | −16.64 | −17.54 | 1.6 | 22.2 | 0.90 |
KIG 808 | SBc | 26.2 | 3 | 15.5 | 2 | −16.96 | −18.65 | 1.6 | 21.1 | 1.69 |
KIG 924 | Sc | 29.3 | 9 | 18.7 | 6 | −19.23 | −20.30 | 1.5 | 22.1 | 1.06 |
KIG 931 | SBbc | 15.4 | 5 | 12.9 | 4 | −18.56 | −19.51 | 1.2 | 21.8 | 0.95 |
KIG 967 | Sc | 41.4 | 3 | 24.4 | 2 | −16.86 | −17.54 | 1.6 | 21.3 | 0.68 |
KIG 983 | Sc | 35.5 | 11 | 21.6 | 7 | −19.93 | −21.31 | 1.5 | 21.6 | 1.38 |
KIG 992 | Sc | 32.4 | 7 | 18.7 | 4 | −18.59 | −19.84 | 1.7 | 22.3 | 1.24 |
KPGs | ||||||||||
KPG 013B | S0 | 7.3 | 2 | 3.4 | 1 | −17.76 | −18.47 | 1.9 | 19.9 | 0.71 |
KPG 432B | SBb | 29.6 | 7 | 20.3 | 5 | −19.34 | −20.55 | 1.4 | 21.3 | 1.21 |
KPG 523A | SBb | 7.5 | 3 | 2.9 | 1 | −18.95 | −20.19 | 2.5 | 19.9 | 1.23 |
KPG 542A | Sb | 24.9 | 7 | 12.2 | 3 | −19.50 | −20.89 | 1.8 | 21.0 | 1.39 |
HCGs | ||||||||||
HCG 01a | Sc | 15.2 | 1 | 7.1 | 5 | −19.75 | −20.54 | 1.9 | 21.4 | 0.80 |
HCG 01b | E | 4.5 | 3 | 2.4 | 2 | −19.11 | −20.40 | 1.6 | 20.2 | 1.29 |
HCG 14c | Sbc | 10.6 | 3 | 5.1 | 2 | −17.61 | −18.85 | 1.9 | 20.9 | 1.24 |
HCG 15f | Sc | 13.2 | 5 | 5.9 | 2 | −17.72 | ... | 2.0 | 22.2 | ... |
HCG 24c | SB0 | 7.6 | 4 | 3.2 | 2 | −18.37 | −20.09 | 2.1 | 21.2 | 1.72 |
HCG 25f | S0 | 5.5 | 2 | 3.0 | 1 | −17.79 | −19.14 | 1.6 | 20.8 | 1.35 |
HCG 26a | Sc | 20.4 | 13 | 11.5 | 7 | −19.34 | −20.38 | 1.6 | 22.1 | 1.04 |
HCG 26b | E | 7.0 | 4 | 3.2 | 2 | −18.73 | −19.87 | 2.0 | 21.0 | 1.14 |
HCG 26d | E | 4.5 | 3 | 2.2 | 1 | −17.68 | −18.80 | 1.8 | 21.1 | 1.12 |
HCG 26e | Sd | 9.1 | 6 | 4.6 | 3 | −17.41 | −18.23 | 1.8 | 22.2 | 0.82 |
HCG 30c | SBb | 12.7 | 4 | 6.0 | 2 | −17.27 | −17.96 | 1.7 | 21.6 | 0.69 |
HCG 31a | Sdm | 16.3 | 4 | 8.1 | 2 | −17.83 | −18.57 | 1.8 | 20.3 | 0.75 |
HCG 31b | SBc | 16.3 | 4 | 8.6 | 2 | −17.36 | −18.05 | 1.7 | 21.3 | 0.69 |
HCG 34c | SBb | 7.6 | 5 | 3.8 | 2 | −18.46 | −18.88 | 1.8 | 21.1 | 0.43 |
HCG 74a | E | 6.4 | 5 | 3.0 | 2 | −20.62 | −21.97 | 1.7 | 19.2 | 1.35 |
HCG 74b | E | 4.9 | 4 | 3.0 | 2 | −20.05 | −21.36 | 1.4 | 19.6 | 1.31 |
HCG 74c | S0 | 4.9 | 4 | 2.5 | 2 | −19.31 | −20.62 | 1.7 | 20.1 | 1.32 |
HCG 79a | E | 9.5 | 3 | 4.3 | 1 | −18.60 | −19.84 | 2.1 | 19.9 | 1.24 |
HCG 79c | SB0 | 8.0 | 2 | 4.3 | 1 | −17.91 | −19.02 | 1.7 | 19.9 | 1.11 |
HCG 88c | Sc | 15.3 | 6 | 7.9 | 3 | −19.10 | −20.10 | 1.8 | 21.7 | 1.00 |
HCG 88d | Sc | 14.8 | 6 | 8.6 | 3 | −18.42 | −19.35 | 1.5 | 21.5 | 0.93 |
HCG 89a | SBb | 24.0 | 14 | 13.7 | 8 | −19.81 | −20.71 | 1.6 | 22.1 | 0.90 |
HCG 89b | SBc | 16.3 | 9 | 6.9 | 4 | −19.12 | −20.16 | 2.1 | 22.1 | 1.04 |
HCG 89c | SBc | 11.2 | 6 | 6.0 | 3 | −18.68 | −19.40 | 1.6 | 21.8 | 0.72 |
HCG 90d | Sb pec | 21.2 | 4 | 11.5 | 2 | −18.94 | −20.22 | 1.6 | 19.6 | 1.27 |
HCG 92b | SBb | 3.6 | 1 | 1.8 | 1 | −18.80 | −19.89 | 1.8 | 18.6 | 1.09 |
HCG 94a | E | 5.5 | 4 | 2.9 | 2 | −20.44 | −21.89 | 1.7 | 19.5 | 1.45 |
HCG 94b | E | 5.5 | 4 | 2.5 | 2 | −19.97 | −21.42 | 1.8 | 19.9 | 1.45 |
HCG 94e | Sd | 9.6 | 8 | 6.0 | 5 | −18.18 | −19.67 | 1.4 | 22.0 | 1.49 |
HCG 95c | Sd pec | 9.6 | 7 | 5.0 | 4 | −19.45 | −20.49 | 1.7 | 21.4 | 1.05 |
HCG 95d | Sc | 13.7 | 11 | 5.6 | 4 | −19.08 | −20.32 | 2.1 | 21.5 | 1.24 |
HCG 99a | Sa | 8.1 | 5 | 3.2 | 2 | −19.79 | −21.40 | 2.1 | 19.7 | 1.61 |
Notes. Columns: (1) catalog galaxy identification; (2) morphological type as determined in this work; (3) Petrosian radius defined as 1/η(RP) = 0.4; (4) Petrosian radius in kiloparsecs; (5) effective radius, Re; (6) effective radius in kiloparsecs; (7) absolute magnitude in V inside Re; (8) absolute magnitude in I inside Re; (9) concentration index, defined as the ratio of radii that contain 90% and 50% of the Petrosian flux; (10) surface brightness at Re; and (11) color at Re.
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Finally, as a complementary analysis, we have constructed a V−I color map for each observed galaxy. We present these maps in the bottom right part of Figure 4. In these maps, bright regions are consistent with red stellar population or dust extinction and dark regions are consistent with blue stellar populations. These color distribution maps were found to be extremely useful in detecting tidal tails, galaxy satellites, dusty patches, and common envelopes in galaxies.
4.2. Asymmetry Method Analysis
Another useful method for the study of morphology consists of estimating the level of asymmetry of a galaxy (e.g., Abraham et al. 1994, 1996; Schade et al. 1995; Conselice 1997; Conselice et al. 2000; Coziol & Plauchu-Frayn 2007; Hutchings & Proulx 2008). The leitmotif behind this method is that the level of asymmetry of a galaxy reflects something about its history of formation and evolution. For example, galaxies that are old and already well evolved, or galaxies that formed in isolation, are expected to possess fairly symmetric distributions of light. On the other hand, galaxies affected by interactions or mergers sometime during their evolution are expected to show more complex distributions.
The interpretation of asymmetry may seem straightforward enough for early-type galaxies, but it is not that simple for later-type spiral galaxies. Various studies have shown that in late-type spirals, asymmetric structures may result from intrinsic processes related to star formation (Schade et al. 1995; Conselice et al. 2000). Extra care must be taken, therefore, before drawing conclusions about the origin of asymmetries in any sample of galaxies. In Coziol & Plauchu-Frayn (2007), it was shown that the asymmetric structure analysis is complementary to the isophotal one: there is a one-to-one relation between the variations of isophotal characteristic parameters and the existence of asymmetries related to inhomogeneous distribution of mass produced by interaction effects. Applying the two analyses in parallel yields a high confidence level when interpreting the results.
For the present analysis we have used a slightly different measure of asymmetry than that found in the literature (also different from the one used in Coziol & Plauchu-Frayn 2007). This was done in order to make the interpretation more straightforward. The principle of the asymmetry method is relatively simple (see Coziol & Plauchu-Frayn 2007 for details). The image of a galaxy is rotated by 180° and divided from the original image. Any differences in the distribution of light (asymmetries) appear under the form of excesses of light (bright regions), together with their corresponding shadows (dark regions) on the opposite side (see Figure 4).
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Standard image High-resolution imageTo measure the asymmetry level, the residual images are smoothed using boxes of size equal to the seeing in pixels, reducing the noise. Ellipses are then fitted to the residual image of each galaxy, keeping the center, ellipticity, and P.A. fixed. The level of asymmetry as a function of semi-major axis a is estimated by the following formula:
where I(a)0 is the intensity in the original image and I(a)180 is the intensity in the rotated image. This formula yields values between 1 (completely symmetric) and >1 (completely asymmetric).
Compared with the residual images (I0/I180) it is easy to verify that asymmetries in our analysis appear as structures in the asymmetry curve. The amplitudes of these structures are proportional to their relative intensities. For example, an asymmetry of A = 1.2 indicates a concentration of light 20% brighter than the intensity at that radius on the opposite side. This corresponds to a high level of asymmetry. On the other hand, a level of asymmetry of A = 1.0 indicates that the intensity of light is the same on both sides (complete symmetry). In our analysis, a symmetric distribution of light yields a flat asymmetry curve (see the bottom left graphic in Figure 4).
For our asymmetry analysis, determining the center of the galaxies around which the rotation is done is a crucial step. If this is not done carefully, spurious asymmetries can be produced. The method we used (finding the peak in luminosity; see Coziol & Plauchu-Frayn 2007) is simple and yields excellent results. It has also the advantage to correspond to the same center as used during the isophotal analysis. As a check, one can verify that, as expected, at the center of the galaxies the asymmetry curves have a level of 1 (minimum asymmetry). Moreover, real asymmetries produce isophotal structures that are detected by our first analysis based on ellipses fitting. Therefore, we are secure that no spurious asymmetries are produced by our method.
Our analysis is not sensitive to sky gradients because it applies to the inner part of the galaxies, minimizing the possible contamination by foreground stars. When needed, foreground stars were eliminated using masks (using IMEDIT in IRAF). When a star was found lying very near the body of a galaxy, a special mask was used within ELLIPSE itself. In cases where it was impossible to eliminate the contaminating star, the galaxy was rejected.
5. RESULTS OF ANALYSIS
In Figure 4, we show the mosaic for one very symmetric galaxy (the full sample of mosaic images is available in the online version of the journal). On the left of the figure, we present the isophotal profiles, where the dashed vertical line indicates an average half-radius of r0 = 5 kpc (or r0 = 2.5 kpc, as used for small-sized galaxies). On the right, we present the V-band image, displayed on a logarithmic scale with superimposed isophotes. We also present the residual image from the asymmetry analysis (middle right) and the V−I color map (bottom image). In all these images, the north is at the top and east is to the left.
In Coziol & Plauchu-Frayn (2007), we have shown that the isophotal and asymmetry analysis are consistent, yielding complementary information. We will not repeat this analysis here, but give only two examples. In Figure 5(a), we show the asymmetrical galaxy HCG 93b. The level of asymmetry increases by 20% at a radius of 18 arcsec. This asymmetry is accompanied by a sudden significant variation in the three isophotal parameters. In the case of the symmetric galaxy KPG 539A, Figure 5(b), the absence of asymmetries is accompanied by a smooth variation in the isophotal parameters.
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Standard image High-resolution image5.1. Comparison of Galaxies with Same Morphologies in Different Environments
For our analysis, we have divided our samples into three morphology groups: early type (E–S0), intermediate type (Sa–Sb), and late type (Sbc–Im). The median characteristics of the galaxies in these three different groups are reported in Tables 8–10 for properties measured at radius r0 and in Tables 11–13 for properties measured at radius Re. We now discuss the variations of the various characteristics encountered in each group depending on their environments. To check for the statistical significance of the variations observed, nonparametrical tests (Kruskal–Wallis or Mann–Whitney and Dunn's post-tests) were also performed. All the tests were done at a level of significance of 95%, which is the standard for these kinds of tests. Description of the tests used can be found in Coziol (2003). The results of the statistical tests are reported in the last columns of Tables 8–10 and Tables 11–13.
Table 8. Properties of Early-type Galaxies in Different Environments
Property | HCG | KPG | PMW |
---|---|---|---|
(1) | (2) | (3) | (4) |
MV | −20.3 | −20.4 | 0.4006 |
MI | −21.7 | −21.5 | 0.0992 |
20.4 | 20.4 | 0.2233 | |
22.4 | 23.0 | 0.0026 | |
1.34 | 1.25 | 0.0017 | |
1.33 | 1.21 | 0.0100 | |
1.1 | 1.4 | 0.0040 | |
0.7 | 0.7 | 0.1193 | |
1.00 | 1.00 | 0.0716 | |
1.01 | 1.01 | 0.0830 |
Notes. Columns: (1) properties measured in each sample (all values are medians): absolute magnitude in V inside r0, absolute magnitude in I inside r0, surface brightness in V inside and outside r0, V−I color inside and outside r0, concentration index inside and outside r0, asymmetry level inside and outside r0; (2) and (3) galaxies in HCGs and KPGs, respectively; (4) P values from Mann–Whitney tests, where underlined values indicate statistically significant differences.
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Table 9. Properties of Early-type Galaxies as Measured Using Re
Property | HCG | KPG | |
---|---|---|---|
(1) | (2) | (3) | (4) |
MV | −20.4 | −20.2 | 0.0669 |
MI | −21.7 | −21.3 | |
μV | 20.2 | 19.5 | |
(V − I) | 1.32 | 1.20 | |
R90/R50 | 2.2 | 2.3 | 0.2320 |
Re | 2 | 1 |
Notes. Columns: (1) properties measured in each sample (all values are medians): absolute magnitude in V inside Re, absolute magnitude in I inside Re, surface brightness in V at Re, V−I color at Re, concentration index, defined by the ratio of the radii containing 90% and 50% of the Petrosian flux, and effective radius in kiloparsec; (2) and (3) galaxies in HCG and KPG, respectively; (4) P values from Mann–Whitney tests, where underlined values indicate statistically significant differences.
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Table 10. Properties of Intermediate-type Galaxies in Different Environments
Property | HCG | KPG | KIG | HCG–KPG | HCG–KIG | KPG–KIG |
---|---|---|---|---|---|---|
(1) | (2) | (3) | (4) | (5) | (6) | (7) |
MV | −20.0 | −20.1 | −20.3 | 0.3646 | 0.0631 | |
MI | −21.4 | −21.3 | −21.4 | 0.4051 | 0.1983 | 0.1200 |
20.5 | 20.6 | 20.4 | 0.4315 | 0.2913 | 0.2470 | |
22.5 | 22.5 | 23.3 | 0.1697 | |||
1.37 | 1.30 | 1.21 | 0.1368 | 0.1232 | ||
1.31 | 1.26 | 1.17 | 0.3642 | 0.1937 | 0.2245 | |
0.8 | 0.7 | 1.2 | 0.3713 | |||
0.8 | 1.1 | 1.5 | 0.1344 | |||
1.01 | 1.01 | 1.01 | 0.2415 | 0.4933 | 0.2815 | |
1.04 | 1.08 | 1.06 | 0.0960 | 0.3628 | 0.1300 |
Notes. Columns: (1) properties measured in each sample (all values are medians): absolute magnitude in V inside r0, absolute magnitude in I inside r0, surface brightness in V inside and outside r0, V−I color inside and outside r0, concentration index inside and outside r0, asymmetry level inside and outside r0; (2)–(4) galaxies in HCG, KPG, and KIG, respectively; (5)–(7) P values from Dunn's post-tests, where underlined values indicate statistically significant differences.
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Table 11. Median Values of Intermediate-type Galaxies as Measured Using Re Re
Property | HCG | KPG | KIG | HCG–KPG | HCG–KIG | KPG–KIG |
---|---|---|---|---|---|---|
(1) | (2) | (3) | (4) | (5) | (6) | (7) |
MV | −20.7 | −20.5 | −20.3 | 0.2536 | 0.2375 | 0.5000 |
MI | −21.7 | −21.7 | −21.4 | 0.3837 | 0.1465 | 0.2848 |
μV | 21.1 | 20.9 | 20.5 | 0.1445 | 0.0511 | |
(V − I) | 1.23 | 1.17 | 1.09 | 0.3083 | 0.0517 | 0.1417 |
R90/R50 | 2.1 | 2.1 | 2.2 | 0.0714 | 0.1363 | |
Re | 4 | 4 | 3 | 0.2367 | 0.0863 |
Notes. Columns: (1) properties measured in each sample (all values are medians): absolute magnitude in V inside Re, absolute magnitude in I inside Re, surface brightness in V at Re, V−I color at Re, concentration index, defined by the ratio of the radii containing 90% and 50% of the Petrosian flux, and effective radius in kiloparsec; (2)–(4): galaxies in HCG, KPG, and KIG, respectively; (5)–(7): P values from Dunn's post-tests. Underlined values indicate statistically significant differences.
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Table 12. Properties of Late-type Galaxies in Different Environments
Property | HCG | KPG | KIG | HCG–KPG | HCG–KIG | KPG–KIG |
---|---|---|---|---|---|---|
(1) | (2) | (3) | (4) | (5) | (6) | (7) |
MV | −19.1 | −19.2 | −19.4 | 0.2265 | 0.1657 | |
MI | −20.3 | −20.7 | −20.8 | 0.3303 | 0.0560 | 0.1797 |
21.2 | 20.9 | 21.0 | 0.1530 | 0.1758 | ||
22.4 | 22.6 | 22.7 | 0.2172 | 0.2961 | 0.4617 | |
1.27 | 1.26 | 1.30 | 0.3723 | 0.3455 | 0.1833 | |
1.27 | 1.15 | 1.30 | 0.4493 | 0.1280 | 0.0794 | |
0.6 | 0.7 | 0.6 | 0.2092 | 0.4323 | 0.1943 | |
0.7 | 0.9 | 0.8 | 0.0963 | 0.2601 | ||
1.03 | 1.02 | 1.01 | 0.3392 | |||
1.09 | 1.15 | 1.08 | 0.0801 | 0.1400 |
Note. Lines and columns are the same as defined in Table 7.
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Table 13. Properties of Late-type Galaxies as Measured Using Re
Property | HCG | KPG | KIG | HCG–KPG | HCG–KIG | KPG–KIG |
---|---|---|---|---|---|---|
(1) | (2) | (3) | (4) | (5) | (6) | (7) |
MV | −20.4 | −19.9 | −20.8 | 0.0707 | 0.0793 | |
MI | −21.7 | −21.0 | −21.9 | 0.0960 | 0.1988 | |
μV | 21.4 | 21.5 | 21.6 | 0.4866 | 0.2081 | 0.0890 |
(V − I) | 1.25 | 1.03 | 1.12 | 0.1021 | 0.0715 | |
R90/R50 | 1.9 | 1.8 | 1.8 | 0.3304 | 0.0996 | 0.1170 |
Re | 5 | 3 | 5 | 0.0802 | 0.1448 |
Note. Lines and columns are the same as defined in Table 12.
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5.1.1. Early-type (E–S0) Galaxies
In Figures 6 and 7, we show the variations of the isophotal parameters in early-type galaxies internal to r0 (Figure 6) and external to r0 (Figure 7). In each graph, the x-axis represents the absolute magnitude in V, as estimated inside r0.
In this morphology group, there are only three galaxies that belong to the KIGs. We have discarded these from our statistical tests. The KPG galaxies in this morphology group tend to be slightly bluer than the HCG, and this is independent of the radius and absolute magnitude of the galaxies. This is confirmed by our statistical tests (see Tables 8 and 9 for r0 and Re, respectively). Inside the half-radius, the HCG galaxies tend to be less concentrated than the KPG galaxies. This is also confirmed by our statistical tests (see Table 8).
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Standard image High-resolution imageThe higher concentration and bluer color observed for the E–S0 KPG galaxies are consistent with the idea of recent gas accretion and an increase of star formation in the center of these galaxies. Outside the half-radius, there are no differences in concentration between the KPGs and the HCGs. This also agrees with the absence of difference based on R90%/R50%, since this parameter is estimated at comparable radii (Table 9).
There are no significant differences between the KPG and HCG galaxies in surface brightness inside the half-radius. Farther out the HCG galaxies tend to have slightly higher surface brightness than the KPGs (see Table 8). Since we are observing in the optical, this suggests older stellar populations or more relaxed structures as a whole in the HCGs, which is also consistent with the slightly redder colors for the HCG galaxies.
Due to the low value of Re compared to r0, the statistical tests find higher surface brightness on average for the early-type KPG galaxies as compared to the HCGs (see Table 9). This is consistent with our interpretation of more relaxed populations of stars in the HCGs than in the KPGs.
In terms of asymmetry, we do not find any significant differences among the samples. This morphological type appears to be very symmetric independent of the environment. This suggests similar formation mechanisms for these galaxies.
For early-type galaxies, we can verify what types of isophotes are prevailing: boxy with a4 < 0 or disky with a4>0. In Figure 8, we show the values of a4 as measured at the half-radius for the E–S0 galaxies in different environments. One can see that both the HCG and KPG E–S0 galaxies tend to occupy the region of disky galaxies: 38 out of 57 (67%) of the HCGs and 15 out of 25 (60%) of the KPGs. The ellipticity of these galaxies is also quite high. This is consistent with the hypothesis of similar mechanisms for the formation of these galaxies in both environments. For example, the transformation of later-type spirals through gas accretion and star formation in the central part would be one way to produce E–S0-like galaxies that have disky rather than boxy isophotes.
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Standard image High-resolution imageEvidence in favor of similar mechanisms for the formation of E–S0 galaxies in the KPGs and HCGs can also be found in the high frequency of detection of isophotal twists in both samples: 40% (10/25) in the KPGs and 51% (29/57) in the HCGs. The levels of the twists in these galaxies are shown in Figure 9 as a function of absolute magnitude in V. We consider large twists to be those with values θ>20°. The median values of θ are 25° and 20° for the KPGs and HCGs, respectively.
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Standard image High-resolution imageIn Figure 10, we show how the isophote parameter a4 and twist θ vary with the ellipticity difference Δ = max − min. Values of Δ>0 indicate that the galaxies are generally rounder in their centers than in their periphery. Large values in Δ together with large |a4|> 0.7 and θ>20° suggest the galaxies were possibly affected by interactions. No significant differences are observed between the HCGs and the KPGs, suggesting, once again, similar formation mechanisms.
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Standard image High-resolution imageIn Figure 3, we show the distribution of the morphology of the galaxies in the different catalogs. We observe a clear increase in the number of earlier-type galaxies among the HCGs compared with the KPGs and KIGs. The fact that we found a higher number of S0 galaxies among the HCGs than among the KPGs suggests interactions and mergers are possible mechanisms responsible for forming these galaxies. At the same time, the fact that we also find S0 galaxies among the KPGs suggests the environments of these galaxies must have some level of similarity. For example, one may assume they are different structures forming in a common or comparable low-density environment: both form at the periphery of large-scale structures.
5.1.2. Intermediate-type (Sa–Sb) Galaxies
In Figures 11 and 12, we show the variations in the Sa–Sb group of the isophotal parameters internal (Figure 11) and external (Figure 12) to r0. In Figure 11, the KIGs tend to be slightly brighter than the KPGs and slightly bluer than the HCGs. This is confirmed by statistical tests (Table 10). However, the difference in luminosity may be due to the fact that there are no small-sized Sa–Sb galaxies in the KIGs as compared to the KPGs and HCGs (clearly visible in Figure 11). Indeed, when we compare the magnitudes inside Re the differences vanish (Table 11).
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Standard image High-resolution imageWe see a trend for the HCGs to be redder than the KPGs or KIGs (Table 10). This suggests slightly older nuclear stellar populations in the HCG galaxies. However, statistical tests are inconclusive on this matter, except between the HCGs and KIGs inside r0. The trend toward redder color for the HCGs is also visible using Re, but again, statistical tests are inconclusive (Table 11).
Also from Figure 11 and Table 10 one can see that the KIG galaxies are more concentrated than the HCGs and KPGs inside r0. In terms of R90%/R50%, the statistical tests only support a difference in concentration between the KIG and KPG galaxies (Table 11). However, the HCG galaxies are observed to have a greater Re than the KIG galaxies (Table 11) and to have lower surface brightness at Re (Table 11).
In Figure 12, the trend in concentration seems to continue outside r0: the HCG galaxies seem less concentrated than the galaxies in the other two samples (Table 10). Also in Table 10 we find differences in surface brightness outside the half-radius, the HCGs and KPGs having higher surface brightness than the KIG galaxies.
The differences observed suggest different distributions in mass. In particular, the intermediate KIG galaxies seem smaller in size and more compact than the KPG and HCG galaxies. This may be explained by the isolation status of the KIG: stars in galaxies that have experienced interactions are expected to occupy higher energy orbits than those in galaxies that formed in isolation, and consequently isolated galaxies may be expected to be more compact or less spatially extended.
In Figure 11, no difference is observed in the asymmetry level. However, outside the half-radius, Figure 12, the KPG galaxies tend to be slightly more asymmetric than the HCG galaxies, even though this is not confirmed by the statistical test (Table 10).
5.1.3. Late-type (Sbc–Im) Galaxies
In Figures 13 and 14, we show the variations for the late-type galaxies of the isophotal parameters internal (Figure 13) and external (Figure 14) to r0. In this group, we observe no obvious differences between the different parameters. The statistical tests (see Table 12) suggest small differences between the HCG and KIG galaxies in terms of magnitudes, with the KIG galaxies being slightly brighter than the HCG galaxies both inside r0 and Re.
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Standard image High-resolution imageThe HCG galaxies also seem to have lower surface brightness inside r0 than the KPG galaxies and to be less concentrated than the KIG galaxies outside r0. The KPG galaxies seem to be bluer than the HCGs inside Re and to be smaller than the KIG galaxies. We do not find any other differences based on Re among the samples (see Table 13). In terms of size and concentration, the trends seem contrary to what are observed for the intermediate types.
The most significant differences observed are in the level of asymmetry: the KIG galaxies turned out to be more symmetric than the KPG or the HCG galaxies. The asymmetry level does not seem significantly different between the HCG and KPG galaxies.
5.2. Origin of the Asymmetries in Galaxies
So far, our analysis has shown differences in the characteristics of the galaxiesthat are consistent with evidence for interaction effects due to their different environments. However, the fact that we observe different behaviors between morphology groups suggests we must be careful in our interpretation of asymmetries in terms of interactions. For example, in intermediate- and late-type spiral galaxy asymmetric features may be related to internal processes, like density waves or stochastic star formation propagation, which are not necessarily produced by interactions. Moreover, in multiple systems such as compact groups (or clusters of galaxies), a sequence of interaction events may exist that are correlated with the morphology of the galaxies: early-type galaxies, for example, may have entered the systems before late-type ones and would be expected to show less evidence of interactions than spirals for this reason.
In order to better determine the origin of the asymmetries observed in the various galaxies of our sample, we have meticulously reinspected the residual images produced by our asymmetry analysis and redistributed the galaxies in our sample in six different types of asymmetry, independent of the morphology. In type 1, we have put all the "symmetric" galaxies or galaxies with "intrinsic" asymmetries related to star formation clumps and/or spiral arms. Examples of galaxies with a type 1 asymmetry are shown in Figure 15. In type 2, we have regrouped all the galaxies where the asymmetry is possibly due to dust or to the inclination of the galaxy on the plane of the sky. Examples of galaxies with a type 2 asymmetry are presented in Figure 16. In type 3, we find the most obvious evidence of galaxy interactions under the forms of tidal tails, plumes, connecting bridges, or a common envelop between galaxies. Examples of galaxies with a type 3 asymmetry are presented in Figure 17. We put galaxies that are highly asymmetric, but for which the cause is not obvious in type 4. Examples of galaxies of this type can be found in Figure 18. In type 5, we have regrouped the cases where the asymmetry may be due to a smaller mass satellite galaxy. Examples of galaxies showing a type 5 asymmetry are shown in Figure 19. Finally, in type 6 we have regrouped the cases where the asymmetry is accompanied by a possible double nucleus. Examples of galaxies with this last type of asymmetry are shown in Figure 20.
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Standard image High-resolution imageThe distribution of asymmetry types in the different samples is presented in Figure 21. In the KIG sample, 60% of the galaxies have an asymmetry of type 1 and 8% show an asymmetry of type 2. Therefore, slightly less than 70% of the KIG galaxies are unperturbed. In this group, we do find some "asymmetric" galaxies; however. they are either of type 4 (19%) or of type 5 (13%). In general, and as expected, evidence of interactions is largely missing in the KIGs.
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Standard image High-resolution imageThe contrast with the KPGs is significant; as much as 52% are classified as type 3, which are obvious cases of recent interactions. Of the remaining asymmetric galaxies, 8% are classified as type 4, 6% as type 5, and another 3% as type 6. The rest of the galaxies are either type 1 (27%) or type 2 (4%). Therefore, almost 70% of the KPG galaxies show asymmetries consistent with "genuine" interactions.
In the case of the HCGs, 31% are classified as type 3, 6% as type 4, 6% as type 5, and 1% as type 6, summing up the evidence for genuine interactions to 44%. The number of "symmetric" galaxies, 44% of type 1 and 12% of type 2, is consequently higher than that in the KPGs.
6. DISCUSSION AND CONCLUSION
Through our analysis we have found that galaxies in close pairs show more frequent signs of interactions at a higher level than those in compact groups. This may seem somewhat contradictory. If interaction between galaxies is favored in high-density environments with low velocity dispersion, should we not expect evidence for such processes to be more obvious in multiple systems like CGs? A possible answer to this apparent contradiction can be found in our isophotal analysis. Indeed, we have seen that the HCG galaxies tend to be redder in their central part and less compact in their periphery than the KPG galaxies, which is consistent with older central stellar populations and dynamically more relaxed orbits as a whole in the HCG galaxies than in the KPG galaxies. These observations, together with the presence of asymmetries at a lower level in the HCG galaxies, suggest CGs are found in a more advanced stage of interaction than pairs of galaxies. One possible explanation is that these structures formed at different epochs: CGs would have formed in the recent past, while close pairs would have formed even more recently.
The alternative interpretation is to assume that the evolution of galaxies is accelerated in CGs: the galaxies in CGs formed at the same time as those in close pairs, but they evolved faster due to multiple interactions. However, based on our observations, such an alternative seems less probable. In particular, we observe similar properties for the E–S0 in the HCGs and KPGs which suggest similar formation mechanisms. The higher number of such galaxies in the HCGs (see Figure 3), therefore, can only be the result of originally higher matter density: in denser regions, a high number of galaxies are formed, which can eventually interact to build larger and more complex structures like CGs, while in less dense environments, a few galaxies are formed and it can take longer for these galaxies to interact with neighbors.
On the other hand, the fact that many S0 galaxies can also be found among the KPGs suggests their environment must have some level of similarity with that of the HCGs. The common property is that both systems are examples of structures forming in relatively low density environments; that is, both form relatively late at the periphery of large-scale structures.
The cosmological model that better fits our observations is one where the formation of structures is a biased process. As a consequence, it is expected that massive structures, which formed in originally denser regions, must assemble their components at earlier epochs than less massive ones. If we also assume the formation process of structures to be continuous in time, then we must now expect to observe smaller mass structures like CGs and pairs of galaxies to form at the periphery of the larger-scale structures.
We thank the CATT of San Pedro Mártir for the observing time given on the 1.5 m telescope to realize this project and all the personnel of the observatory for their support. We also thank an anonymous referee for important comments and suggestions. This research has made use of SAOImage DS9, developed by the Smithsonian Astrophysical Observatory and FTOOLS (http://heasarc.gsfc.nasa.gov/ftools/), Blackburn (1995), and TOPCAT software provided by the UK's AstroGrid Virtual Observatory Project, which is funded by the Science and Technology Facilities Council and through the EU's Framework 6 programs.
Footnotes
- 1
IRAF is the Image Analysis and Reduction Facility made available to the astronomical community by the National Optical Astronomy Observatory, which is operated by AURA, Inc., under contract with the U.S. National Science Foundation.
- 2
STSDAS is distributed by the Space Telescope Science Institute, which is operated by the Association of Universities for Research in Astronomy (AURA), Inc., under NASA contract NAS 5-26555.