A&A 483, 911-931 (2008)
DOI: 10.1051/0004-6361:20079177
F. Roig1 - A. O. Ribeiro1 - R. Gil-Hutton2
1 - Observatório Nacional, Rua General José Cristino 77, Rio de Janeiro, 20921-400, Brazil
2 -
Complejo Astronómico El Leoncito (CASLEO) and Universidad Nacional de San Juan,
Av. España 1512 sur, San Juan, J5402DSP, Argentina
Received 1 December 2007 / Accepted 22 February 2008
Abstract
Aims. We present a comparative analysis of the spectral slope and color distributions of Jupiter Trojans, with particular attention to asteroid families. We use a sample of data from the Moving Object Catalog of the Sloan Digital Sky Survey, together with spectra obtained from several surveys.
Methods. We extracted a first sample of 349 observations, corresponding to 250 Trojan asteroids, from the Sloan Digital Sky Survey, and a second sample of 138 spectra, corresponding to 115 Trojans, from the literature. We computed the spectral slopes in the first sample by means of a least-squares fit to a straight line of the fluxes obtained from the Sloan observations, and in the second sample by means of a fit to the rebinned spectra. In both cases the reflectance fluxes/spectra were renormalized to 1 at 6230
.
Results. We found that the distribution of spectral slopes among Trojan asteroids shows a bimodality. About 2/3 of the objects have reddish slopes compatible with D-type asteroids, while the remaining bodies show less reddish colors compatible with the P-type and C-type classifications. The members of asteroid families also show a bimodal distribution with a very slight predominance of D-type asteroids, but the background is clearly dominated by the D-types. The L4 and L5 swarms show different distributions of spectral slopes, and bimodality is only observed in L4. These differences can be attributed to the asteroid families since the background asteroids show the same slope distributions in both swarms. The analysis of individual families indicates that the families in L5 are taxonomically homogeneous, but in L4 they show a mixture of taxonomic types. We discuss a few scenarios that might help to interpret these results.
Key words: minor planets, asteroids
Trojan asteroids are an interesting population of minor bodies due to their dynamical characteristics and physical properties. The main hypotheses about the origin of the Jupiter Trojans assumed that they formed either during the final stages of the planetary formation (Marzari & Scholl 1998), or during the epoch of planetary migration (Morbidelli et al. 2005), in any case more than 3.8 Gy ago. The dynamical configuration kept the Trojans isolated from the asteroid Main Belt throughout the history of the Solar System. In spite of eventual interactions with other populations of minor bodies like the Hildas, the Jupiter family comets, and the Centaurs, their collisional evolution has been dictated mostly by the intrapopulation collisions (Marzari et al. 1996, 1997). Therefore, the Jupiter Trojans may be considered primordial bodies, whose dynamical and physical properties can provide important clues about the environment of planetary formation.
Several studies have addressed the dynamical properties of the Trojan population. Of particular interest for the present work are the papers by Milani (1993) and Beaugé & Roig (2001), who computed proper elements for a large number of Jupiter Trojans and realized the existence of several dynamical families. These authors found that the families are mostly concentrated at the L4 swarm, and they are much less conspicuous in the L5 swarm.
On the other hand, spectrophotometry has been used by different authors to provide information about the surface physical properties of the Jupiter Trojans. Zellner et al. (1985) provided the first multiband photometric observations of 21 of these objects. This allowed them to be classified within the D and P taxonomic classes (Tholen 1989), with a significant predominance of the D class (about 90% of bodies). Jewitt & Luu (1990) obtained spectra in the visible range of 32 Trojans and concluded that they show significant analogies with the spectra of cometary nuclei. Eighteen Trojan asteroids have been observed in the framework of the two major spectroscopic surveys: the SMASS (Small Mainbelt Asteroids Spectroscopic Survey, Xu et al. 1995; Bus & Binzel 2002) and the S3OS2 (Small Solar System Objects Spectroscopic Survey, Lazzaro et al. 2004). Analyzing data from this latter survey, Carvano et al. (2003) concluded that Trojan spectra show differences in spectral slope with respect to the population of D type asteroids in the main belt. Specific surveys have also helped to increase the spectral data of Jupiter Trojans in the visible. Bendjoya et al. (2004) contributed with observations of 34 Trojans; Fornasier et al. (2004) observed 24 members of asteroid families detected in the L5 swarm; Dotto et al. (2006) reported observations of 13 members of asteroid families in the L4 swarm; and finally, Fornasier et al. (2007) provided spectra of other 47 members of families in both swarms. Spectra in the near infrared (NIR) have been obtained by Luu et al. (1994), and more recently, by Dotto et al. (2006) who observed 24 Trojans belonging to the main asteroid families in L4 and L5. Surface mineralogy based on NIR spectra of 20 Trojans has been analyzed by Emery & Brown (2003), and recently by Yang & Jewitt (2007) who addressed the presence of water ice on the Trojan surfaces. A quite complete analysis of the properties of Jupiter Trojans observed by the Sloan Digital Sky Survey (SDSS) has been developed by Szabó et al. (2007), who addressed an interesting correlation between colors and orbital inclinations. All these studies indicate that Jupiter Trojans seems to be a quite homogeneous population in terms of taxonomy and surface mineralogy.
In spite of these works, the amount of spectroscopic data of Jupiter Trojans presently available is still too small to allow a statistical analysis of the taxonomic properties of these bodies. Moreover, since spectra come from different sources they do not constitute a homogeneous data sample. In this paper, we analyze the taxonomy of Jupiter Trojans with data contained in the 3rd release of the SDSS Moving Objects Catalog (MOC3), and compare the results to the available spectroscopic data, with particular emphasis on Trojan asteroid families. We recall that an asteroid family is the outcome of the catastrophic breakup of an asteroid. Therefore, the family members carry information about the mineralogical composition of the corresponding parent body, and the study of these members may help to better understand the formation and evolution not only of the parent body but also of the whole Trojan population. The SDSS-MOC3 colors have proved to be a useful tool to characterize the taxonomy of Main Belt asteroids, as recently addressed by Roig & Gil-Hutton (2006); Binzel et al. (2006, 2007); Duffard & Roig (2007); Roig et al. (2008); and Gil-Hutton & Brunini (2008).
The paper is organized as follows: Sect. 2 introduces the two data samples used in this study and compares their internal accuracy. Section 3 is devoted to the global analysis of the color and taxonomy distributions of the data samples. Section 4 concentrates on the particular analysis of selected asteroid families. Finally, Sect. 5 contains the conclusions.
In this work, we will analyze two different data sets containing information on Trojan asteroids taxonomy. They are described in the following.
The first data set is constituted by observations from the SDSS-MOC3
and their selection required some care. The SDSS-MOC3 includes photometric
measurements of more than 204 000 moving objects, of which only 67 637
observations have been effectively linked to 43 424 unique known asteroids.
The observations consist of calibrated magnitudes in the u,g,r,i,zsystem of filters, centered at 3540, 4770, 6230, 7630, and 9130
,
respectively, and with bandwidths of
100
(Fukugita et al. 1996).
We adopted here a procedure similar to that of Roig & Gil-Hutton (2006).
First, we used the solar colors provided by Ivezic et al. (2001)
to compute the reflectance fluxes F in the five bands, normalized
to 1 at the r band. Then, we discarded the observations with error >10% in any of the
Fg,Fr,Fi, and Fz fluxes. Observations
showing anomalous values of the fluxes, like Fu>1.0, Fg>1.3,
Fi>1.5, Fz>1.7, and Fg<0.6 were also discarded.
Note that the error in Fu has not been constrained, which allows
us to obtain a final data set with more than twice the amount of observations
than if we had restricted this error to less than 10%. As we will explain
later in this section, this error is not critical for our study.
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Figure 1: Distribution of 40 863 observations selected from the SDSS-MOC3 (gray dots) in the space of first and second principal components. The black dots correspond to 371 observations of known Jupiter Trojans, but those surrounded by a circle have been discarded (see text). |
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We ended up with a sample of 40 863 observations, corresponding to
28 910 unique known asteroids. The distribution of these observations
in the space of principal components is shown in Fig. 1
(gray dots), where the first and second principal components, PC1and PC2, have been computed from the reflectance fluxes as:
Within these 40 863 observations, we identified 371 observations corresponding
to 257 different Trojan asteroids listed in the database of Trojan
proper elements maintained by the PETrA Project (Beaugé & Roig 2001;
http://staff.on.br/froig/petra). Their distribution in the
space of principal components is also shown in Fig. 1 (black
dots). Most of these observations of Trojan asteroids have values
of
compatible with featureless spectra, and values
of
,
indicating that they have moderate to high spectral
slopes. There are, however, some observations (circled dots in Fig. 1) that either depart significantly from the overall distribution
of other Trojan observations, or clearly fall within the region
of featured spectra occupied by the S-type asteroids (
and
). Direct inspection of the reflectance fluxes
indicated that these observations are not compatible with featureless
spectra or that they show anomalous fluctuations, therefore, we discarded
them as well. The final sample contains 349 observations, corresponding
to 250 unique known Trojan asteroids. Hereafter, we will refer to this
sample as the Sloan sample. The Sloan sample includes 200 observations of asteroids in the L4 swarm and 149 observations of
the L5 swarm. About 40% of these observations correspond to asteroid
family members.
Table 1:
Known Trojan asteroids included in our Sloan sample. Spectral
slope S, number of observations
,
family
membership a, absolute magnitude H, and proper inclination
.
Table 2: Same as Table 1, but for the Trojan asteroids included in our Spectroscopic sampleb.
It is worth mentioning that the main goal of our selection method is that it provides a sample of good quality observations from the SDSS-MOC3 that can easily be linked to family and to background (i.e., nonfamily) asteroids. Our approach is different from that introduced by Szabó et al. (2007), who applied a kinematic criterion to select candidate Trojan asteroids within the SDSS-MOC3. These authors got a much larger sample of 1187 observations, but these observations cannot be separated in those corresponding to family and to nonfamily asteroids.
Each observation in our Sloan sample has been characterized by its
equivalent spectral slope S, in
.
We computed this slope
from a linear least-squares fit to a straight line passing through
the fluxes
Fg,Fr,Fi, and Fz. This fit took into
account the individual errors
of the fluxes to estimate the slope
and its error,
.
Hereafter, we will refer to this set of
349 slopes as the Sloan slopes. Note that the flux Fuhas not been used to compute the spectral slope. The reason for this
is twofold: (i) we know, from spectroscopic observations, that the
reflectance flux in the u band usually drops off and significantly
deviates from the linear trend of the spectrum; (ii) we intend to
compare the Sloan sample to a sample of spectroscopic data, described
below, where most spectra do not cover the wavelengths
5000
.
Since Fu does not contribute effectively to
determine the slope, there is no harm in keeping its error unconstrained
as we did.
Table 1 provides the list of all the known Trojan asteroids
contained in our Sloan sample. This table also gives the estimated
spectral slope, S, with its correspondig error,
,
and the number of observations,
,
in the sample. For
,
the slope given in this
table is the weighted mean of the individual Sloan slopes, with the
weights defined as
.
The second data set analyzed here is a collection of 138 spectra corresponding to 115 individual Trojan asteroids published in the literature. All the spectra are defined in the visible wavelength range and have been obtained by different observational surveys, in particular: Three spectra come from the SMASS1 survey (Xu et al. 1995); 2 spectra from the SMASS2 survey (Bus & Binzel 2002); 33 spectra from Bendjoya et al. (2004); 25 spectra from Fornasier et al. (2004); 13 spectra from the S3OS2 survey (Lazzaro et al. 2004); 15 spectra from Dotto et al. (2006); and 47 spectra from Fornasier et al. (2007). Hereafter, we will refer to this data set as the Spectroscopic sample. This sample includes 76 spectra of asteroids in the L4 swarm and 62 spectra of the L5 swarm. About 70% of these spectra correspond to asteroid family members.
To determine the spectral slope we proceeded as follows. First, we restricted
all the spectra to the interval 5000-9200
.
This wavelength interval
is similar to the one adopted to compute the Sloan slopes, and it
is well covered by most spectra in our sample, except for a few cases
for which we had to work with a smaller available range. Then, we divided
this interval into 42 equal subintervals, or channels, of 100
in width. At each channel, we computed the average reflectance flux
,
its
standard deviation
and the central wavelength
,
and
we attributed to
an observational error
.
Then, we normalized the set of fluxes
to 1 at 6230
,
to make them comparable to the Sloan fluxes (this normalization was done preserving
the relative error
). Finally, we computed the slope of these normalized data
from a linear least-squares fit to a straight line passing through the 42
channels. This fit took into account the individual observational errors
to estimate the slope
of the fit, S, and its error,
.
Note that, with this procedure,
we accounted for the noise of the spectrum to estimate
because the more noisy the spectrum,
the larger the values of
and so the larger the slope error.
We believe that this approach is more realistic than the one used by Fornasier et al. (2007),
who guessed an ``ad-hoc'' error of
,
aiming to account
for uncertainties in the sample related to the use of data obtained by different surveys. We must
recall that, in most cases, our estimated error
is much larger than the error we
would have estimated using the Fornasier et al. approach.
It is also worth noting that the slopes computed here are not compatible
with other published slopes (e.g., Jewitt & Luu 1990;
Fornasier et al. 2007) due to different normalization wavelengths
- usually 5500
- and also due to different wavelengths
intervals used to fit the data. In fact, our slopes may be up to 20%
smaller than those published in the literature. Hereafter, we will
refer to our set of 138 slopes as the Spectroscopic slopes,
to distinguish them from the Sloan slopes.
Table 2 provides the list of all the known Trojan asteroids
contained in our Spectroscopic sample. For asteroids with
,
the slope shown in this table has been computed as the weighted mean
of the individual Spectroscopic slopes, with the
weights defined as
.
It is worth recalling that in Table 1, the same survey, i.e. the SDSS,
made all the observations of the asteroids with
,
while in
Table 2 different spectroscopic surveys made the observations of the
asteroids with
(except the ones indicated by an asterisk).
The Sloan sample is
2.5 times larger than the Spectroscopic sample,
which in terms of statistics does not appear to be a significant improvement.
However, the Sloan sample is expected to be more homogeneous than
the Spectroscopic sample because, in the former case, the observations
come from the same survey, while in the latter they come from different
surveys. Moreover, the spectroscopic surveys have usually been dedicated
either to observe only family members (e.g., Fornasier et al. 2004;
Dotto et al. 2006; Fornasier et al. 2007), or
to observe only background asteroids (e.g., Lazzaro et al. 2004;
Bendjoya et al. 2004). But the Sloan sample includes both
family members and background asteroids observed by the same survey.
We also expect that the Sloan sample includes a significant amount
of very small Trojans that spectroscopic surveys normally do not observe.
Although the SDSS photometry is not as precise as spectroscopy, this
is not crucial in the case of the Trojan asteroids because they all
show featureless spectra that are properly characterized by the average
spectral slope.
In order to verify the reliability of the Sloan and the Spectroscopic
samples, we performed the following test. For each asteroid with
in Table 1, we computed the parameter
On the other hand, a significant fraction of the Spectroscopic sample
shows differences among the observations of each asteroid with
that are larger than their errors. This may be explained by different observational
conditions, different instrumental setup, and different reduction processes
among the surveys.
Another source for these differences could be related to surface composition heterogenity
producing different spectra for different rotational phases of the body. This,
for example, may be the case for asteroids (13463) Antiphos and (15535) 2000 AT177,
observed by Dotto et al. (2006), and for (18493) 1996 HV9, observed by
Fornasier et al. (2004) (see Table 2).
The estimated errors of the Spectroscopic slopes are
usually larger than 10%, so the result shown in Fig. 2 supports the idea that the
Spectroscopic sample is less homogeneous than the Sloan sample, as expected.
![]() |
Figure 2:
Distribution of the parameter |
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![]() |
Figure 3: a) Distribution of spectral slopes from the Sloan sample (349 observations, gray histogram) and from the Spectroscopic sample (138 observations, hatched histogram). Each histogram has been normalized such that its area is 1. The distribution of Sloan slopes shows a clear bimodality related to the presence of two taxonomic types: P-type (smaller slopes) and D-type (larger slopes). This bimodality is less evident, but still appreciable, in the distribution of Spectroscopic slopes. The peak of Spectroscopic slopes around 0 is mostly caused by the observations of the Eurybates family by Fornasier et al. (2007). b) Comparison between the Spectroscopic slopes and the Sloan slopes from observations of asteroids included in both samples. |
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![]() |
Figure 4:
Left panel: asteroid families (big dots) identified in the
L4 swarm, projected in the space of proper eccentricity and inclination.
Background asteroids are represented by small dots. The cutoff level
is 110
|
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![]() |
Figure 5: a) Distribution of spectral slopes of observations corresponding to family members. The gray histogram correspond to the Sloan slopes and the hatched histogram to the Spectroscopic slopes. b) Same as a), but for the observations corresponding to background asteroids. Each histogram has been normalized such that its area is 1. |
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![]() |
Figure 6: a) Distribution of the Sloan slopes of family members only. The gray histogram corresponds to the L4 swarm and the outlined histogram to the L5 swarm. b) Same as a), but for the background asteroids only. c) Same as a), but for both family members and background asteroids together. Each histogram has been normalized such that its area is 1. |
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In this section we analyze the distribution of spectral slopes of the whole population of known Trojan asteroids included in our data samples, with particular attention to the asteroid families. First, we compare the Sloan and the Spectroscopic samples, and then we discuss each sample separately.
In Fig. 3a, we show the distribution of Sloan slopes (349 observations) compared to the distribution of Spectroscopic slopes
(138 observations). The distribution of Sloan slopes shows a clear
bimodality that is related to
the presence of two different taxonomic types among the Jupiter Trojans:
(i) the D-type, with spectral slopes
,
corresponding to redder surfaces, and (ii) the P-type, with slopes
,
corresponding to less reddish colors. There are also a small amount of
observations compatible with the C-type taxonomy, with slopes
,
which correspond to more neutral colors.
The limiting slopes between the three taxonomic classes mentioned above are estimated within
a
interval of tolerance,
which is the approximate bin size in Fig. 3a. It is worth
stressing that these limiting slopes are totally arbitrary,
and are not compatible with the convention adopted in the usual
taxonomies, where the division between the P- and D-types should
happen at
(e.g., Gil-Hutton & Brunini 2008).
Nevertheless, our choice is based on the natural separation of the slopes induced by
the bimodality in their distribution, and it is valid as far as no
mineralogical constraint is known to define the P and D taxonomic
classes. We must recall that the bimodality of the Sloan sample has also been
reported by Szabó et al. (2007) from the analysis of the SDSS-MOC3 colors.
In fact, the principal color
introduced by these
authors is strongly correlated to the spectral slope S.
On the other hand, the bimodality in the distribution of Spectroscopic slopes
is less evident, although the three taxonomic classes still appear searated by the same
limiting slopes. Quite notorious is the peak of C-type asteroids with
,
which is
related to the observations of several members of a single asteroid family in L4.
The presence of two peaks among the P-type asteroids, one around
and the other around
,
is also interesting. These two peaks might also be related to
observations of specific families.
From Fig. 3a we may conclude that the D-type observations dominate the P-type in the approximate proportion 7:3. However, the Spectroscopic sample shows a larger abundance of P-type observations, relative to D-type, than the Sloan sample shows. This overabundance is explained below in terms of the observations of asteroid families. The Sloan slopes also appear more tightly clustered than the Spectroscopic slopes, which may be due to the smaller degree of homogeneity of the Spectroscopic sample. In spite of this, the Sloan slopes appear well correlated to the Spectroscopic slopes, as shown in Fig. 3b, for the few observations corresponding to asteroids included in both samples.
Since the aim of this work is to analyze the distribution of spectral
slopes of the asteroid families,
we proceeded to identify the different families in each Trojan
swarm. We used the catalog of 1702 Trojan asteroids with known resonant
proper elements maintained by the PETrA Project (Beaugé & Roig 2001),
and applied to this catalog the hierarchical clustering method (HCM,
Zappalà et al. 1995). The mutual distance between any pair
of asteroids in the proper elements space was computed according to
the metric,
In Fig. 5, we show the slope distribution of family members (panel a) compared to the background asteroids (panel b). The gray histograms correspond to the Sloan sample, while the hatched histograms correspond to the Spectroscopic sample.
The distribution of Sloan slopes of family members is comparable to the distribution
of Spectroscopic slopes, except for the peak of Spectroscopic slopes around 0 in
Fig. 5a, which correspond to the members of a very peculiar family in L4
(the Eurybates family; Fornasier et al. 2007).
Both distributions show a clear bimodality, indicating the presence of the D and P taxonomic classes in the approximate proportion 6:4, respectively. It is worth recalling that the Sloan sample contains only
1.5 times more observations of family members than the Spectroscopic sample, therefore,
the agreement between the two samples is quite significant.
A bimodality is also observed among the background (nonfamily) asteroids,
although in this case the D-type observations dominate over the P-type ones.
This is clearly seen in the distribution of Sloan slopes, where the D and P classes
appear in the approximate proportion 8:2. A similar predominance, in the approximate
proportion 7:3, is observed among the Spectroscopic slopes. However, the Sloan sample
contains
4.5 times more observations of background asteroids than the
Spectroscopic sample, and it also goes much deeper in absolute magnitude. Therefore,
the distribution of Sloan slopes seems to be more statistically significant than
the distribution of Spectroscopic slopes. The lack of observations
with Spectroscopic slopes around
may be the reason that
led other authors to adopt this limit to separate the P and D taxonomic classes
instead of the value
adopted here.
The above results indicate that the background is clearly dominated by reddish objects, while the families show a significant fraction of less reddish asteroids. This means that family members contribute a significant amount of the P-type asteroids found among the Trojan swarms. It also means that the families appear to be bluer, on average, than the background. Within this scenario, the different proportions of P-type relative to D-type observations between the two samples, shown in Fig. 3a, is simply due to the fact that families represent 70% of the observations in the Spectroscopic sample, but only 40% of the observations in the Sloan sample.
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Figure 7: a) Distribution of the Sloan slopes of family members as a function of proper inclination. Dots correspond to the L4 swarm and crosses to the L5 swarm. b) Same as a), but for the background asteroids. Note the significant lack of high-inclination background asteroids with small slopes (P-types). |
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It is well known that asteroid families do not appear equally distributed among the L4 and L5 swarms. While the families in L4 are more conspicuous and tend to form large clusters, the families in L5 are smaller and tighter. The total number of families is also larger in L4 than in L5. Thus, it is interesting to analyze the distribution of Sloan slopes separately in each swarm. Figure 6a shows the distribution of Sloan slopes of family members in the L4 swarm (gray histogram) and in the L5 swarm (outlined histogram). The difference between the swarms is notorious. While in L4 the Sloan slopes show a predominance of P-type asteroids among the families, the L5 families appear dominated by D-type asteroids. The families in L5 are significantly redder than those in L4. On the other hand, the slope distribution of background asteroids, shown in Fig. 6b, is almost the same in the two swarms, with a significant peak of D-type asteroids.
The behavior observed in Fig. 6a, b may explain the different
color distributions between the L4 and L5 swarms reported by Szabó et al. (2007)
from the analysis of SDSS-MOC3 colors. These authors pointed out that
the amount of redder asteroids (higher slopes), relative to the bluer
ones (smaller slopes), is much larger in the L5 swarm than in the
L4 swarm. The situation is clearly illustrated in Fig. 6c.
They explained this difference on the basis of an observational selection
effect that causes the detection of more asteroids with high orbital inclination,
relative to those with low orbital inclination, in the L5 swarm compared
to the L4 swarm. Since there is a clear correlation between color
and orbital inclination, such that the bluer bodies have low inclinations
while the redder ones are predominantly found at high inclinations,
and since this correlation appears to be the same in both swarms,
Szabó et al. (2007) conclude that it is natural to find a
large fraction of redder bodies in the L5 swarm. The authors tried
to overcome the observational selection effect by separating their
observations into those corresponding to high-inclination asteroids
(>
)
and those corresponding to low-inclination bodies
(<
), and showing that, with this separation, the differences
between L4 and L5 almost disappear.
We believe, however, that a separation in terms of asteroid families and background asteroids, instead of orbital inclinations, provides a much better explanation, since it is clear from Fig. 6 that the swarms differ in their color distributions due to the presence of the asteroid families. The advantage of this scenario is that it has a physical basis and does not require the invocation of any strange observational bias. It is also interesting to analyze the color-inclination correlation in terms of asteroid families. In Fig. 7 we show the distribution of asteroid family members (panel a) and background asteroids (panel b) in the plane of spectral slope vs. orbital inclination. Dots and crosses represent the L4 and L5 observations, respectively. The family members do not show any apparent correlation between color and inclination in contrast with the background which is strongly correlated. This correlation appears to be the same in both swarms, as Szabó et al. (2007) conjectured.
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Figure 8: a) Distribution of Sloan slopes of family members as a function of absolute magnitude. Dots correspond to the L4 swarm and cross to the L5 swarm. b) Same as a), but for the background asteroids. Note the significant lack of large background asteroids with small slopes (P-types). |
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![]() |
Figure 9: Distribution of the Spectroscopic slopes of background asteroids as a function of proper inclination a) and absolute magnitude b). Dots correspond to the L4 swarm and cross to the L5 swarm. |
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We must note that the separation in low- and high-inclination populations
proposed by Szabó et al. (2007) partially works to explain
the different color distributions between L4 and L5 because the family
members are not uniformly distributed in terms of proper inclination.
In fact, the families in the L4 swarm are mostly concentrated at low
inclinations, while the families in L5 spread over a wider range of
proper inclinations, as we can see in Fig. 4. If we consider
only the high inclination asteroids (
), then the
L4 swarm is dominated by background asteroids (Fig. 4),
which are predominantly red (Fig. 7b). The L5 swarm has
a larger proportion of asteroid families at high inclinations (Fig. 4), but these are also predominantly red (Fig. 6a)
like the background. Thus, both swarms show the same color distribution
at large inclinations. On the other hand, if we consider the low-inclination
asteroids (
), the asteroid families significantly
contribute to the slope distribution. While the background tends to
be bluer (Fig. 7b), the families cover a wider range of
colors (Fig. 6a), and this tends to disguise the differences
in slope distribution between the swarms. This is precisely the result
found by Szabó et al. (2007).
Another interesting result concerns the correlation between spectral
slope and absolute magnitude (or size). Figure 8 is analogous
to Fig. 7, but in terms of absolute magnitude instead of
orbital inclination. If we eliminate the few large bodies (
)
from the sample, then the families (Fig. 8a) do not show
any apparent correlation, but the background asteroids (Fig. 8b)
shows a weak correlation since bodies in the range
are predominantly red. Note that if we consider the families
and the background together, the slope-size correlation is disguised and this
is probably the reason why Szabó et al. (2007) did not detected
this correlation in their analysis.
The results of Figs. 7b and 8b led us to conclude that large background asteroids in both Trojan swarms tend to be redder and tend to be located at large orbital inclinations.
The behavior observed in Figs. 6-8 is not clearly reproduced by the Spectroscopic sample. There are two main reasons for this: (i) about 70% of the Spectroscopic sample is constituted of observations of asteroids that are members of specific preselected asteroid families, and (ii) the observations of background asteroids are limited to the largest Trojans only. These selection effects are expected to introduce an important bias with respect to the Sloan sample, where the observed family members were ``chosen at random'', and the amount of small background asteroids observed is much larger.
Nevertheless, the relations between slope, inclination, and size among the Spectroscopic sample reveal certain features that are compatible with the correlations observed in the Sloan sample. Of particular interest are the distributions of spectral slope, proper inclination, and absolute magnitude of the background asteroids in the Spectroscopic sample. These distributions are shown in Fig. 9. The concentration of reddish objects (D-type) at high inclinations and low absolute magnitude is particularly notorious and confirms our finding that large background Trojans in both swarms tend to be redder and tend to have large inclinations.
An analysis of a larger data set of spectroscopic data has been
performed by Fornasier et al. (2007). Their sample includes the
same observations that we include in our Spectroscopic sample, plus
other spectroscopic observations from Jewitt & Luu (1990) and
Fitzsimmons et al. (1994), totaling 142 different
Trojan asteroids. Fornasier et al. (2007) found that the L4 swarm appears to have a larger fraction
of P-type asteroids, relative to D-type, compared to the L5 swarm.
They did not find any slope-size correlation,
although they detected that the distribution of spectral slopes is
narrower at large sizes. This implies a slight predominance of D-type asteroids among
the large Trojans (
km), which is in line
with the situation seen in Figs. 8a, b and in Fig. 9b
for
.
The existence of the correlations shown in Figs. 7b and 8b
points to another correlation between inclination and size among the background asteroids.
The relation between these two quantities is shown in Fig. 10
for all the known background Trojans. Although a correlation appears to be evident,
this plot must be analyzed carefully. First, the population of known Trojans is
complete only up to
(e.g. Szabó et al. 2007), and the lack of
high inclination background asteroids with
is most probably an artifact of the incompleteness
of the sample. On the other hand, the relative lack of large background asteroids (
)
with
small inclinations is a real effect, and reinforces the results presented in Figs. 7b, 8b,
and 9. It is worth recalling that Szabó et al. (2007),
analyzing a large sample of candidate Trojans, did not find any correlation between size
and inclination. However, these authors were not able to analyze the background separately from
the families, and moreover they had to use the latitude with respect to Jupiter's orbit as
a proxy for the orbital inclination. Since the families contribute significantly
to the low-inclination Trojan population and the latitude represents a lower limit of
the orbital inclination, the behavior shown in Fig. 10 could have never been
reproduced by Szabó et al.
The fact that only the background asteroid show correlations between
spectral slope, absolute magnitude, and orbital inclination, and that
the correlations are similar in both the L4 and L5 swarms, may put
important constraints to the origin and evolution of Jupiter Trojans.
No dynamical mechanism among the Trojans is known to favor the evolution
of asteroids according to their size or to their surface physical
properties
.
Therefore, these correlations may have a primordial origin. Alternatively,
the correlations may be the by-product of collisional evolution. We
speculate here about two possible scenarios.
One scenario involves the idea that the P and D classes are related to different mineralogies and, consequently, to different material strengths. Let us assume that P-type asteroids are easier to break up than D-type asteroids. Recall that this is just an assumption and there is no evidence, neither observational nor theoretical, to support it. Therefore, large P-type asteroids will tend to fragment in smaller bodies, while large D-type asteroids will tend to remain intact, causing a loss of large P-type asteroids as suggested in Fig. 8b. In addition, fragments from P-type asteroids may acquire larger ejection velocities after a break up than fragments from D-type asteroids. Since the islands of stability around L4 and L5 shrink at large inclinations (e.g., Marzari et al. 2003; Schwarz et al. 2004), many of these P-type fragments might be ejected beyond the stability limits of the swarms causing the lack of high-inclination P-type asteroids observed in Fig. 7b. The predominance of P-type asteroids among the L4 families is in line with this scenario but, on the other hand, the predominance of D-type asteroids among the L5 families is against it.
Another scenario involves the idea that the P and D classes represent the same mineralogy but modified by some aging process like space weathering. Let us assume that space weathering produces a reddening of the surfaces, so D-type asteroids have older surfaces than P-type asteroids. The surfaces may be renewed either by disruptive collisions that expose the ``fresh'' interior of the parent body, or by resurfacing collisions. We could expect that both collisional phenomena are more frequent at low inclinations than at high inclinations, and more frequent among the small bodies than among the large ones. Thus, high inclination and large asteroids would be, on average, older (i.e. redder) than low inclination and small ones, in agreement with Figs. 7b and 8b. This scenario would also imply that families in L5 are, on average, older than those in L4.
![]() |
Figure 10: Distribution of proper inclinations in terms of absolute magnitude for 913 known background Trojans. Dots correspond to the L4 swarm and cross to the L5 swarm. Note the relative lack of large asteroids with small inclinations. |
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The above scenarios have several limitations because none of them are well constrained. The main limitations are:
![]() |
Figure 11:
Left panel: dendogram of the Menelaus clan, indicating the main families identified.
The dashed horizontal line is the cutoff used in this study. Right panel:
distribution in the space of proper elements of the Menelaus family
(gray circles) as detected at
|
| Open with DEXTER | |
![]() |
Figure 12:
Distribution of spectral slopes against absolute magnitude for seven families
of the Menelaus clan. Full circles correspond to Sloan slopes. Triangles
correspond to Spectroscopic slopes. The vertical dotted lines define
the slope transition, within |
| Open with DEXTER | |
![]() |
Figure 13: Same as Fig. 12, but for four families in the L4 swarm. |
| Open with DEXTER | |
In the previous section, we discussed the global distribution of spectral slopes among Trojan asteroid families and background asteroids. In this section, we analyze some particular families, selected in view of their interest and the number of its members contained in both the Sloan and the Spectroscopic samples. For this analysis, we did not consider all the observations available in the samples. Instead, we used the slopes listed in Tables 1 and 2 (i.e., for asteroids with more than one observation we consider the average slope of the observations).
Several families in the L4 swarm merge together at high values of
the cutoff (
)
to form
a big clan of families similar to the Flora clan in the inner asteroid
Main Belt. This clan gets its name after the main member, asteroid
(1647) Menelaus. The structure of the Menelaus clan is shown in Fig. 11 (left) in the form of a dendogram (Zappalà et al. 1995).
Each stalactite in the dendogram represents a different family within
the clan, and it is easy to see how the families are better resolved
as we go to lower values of the cutoff. The word ``clan''
invokes some kind of common origin, but the fact that several families
form a clan does not necessarily imply that they all come from the
same ancestor. The taxonomic analysis of the clan members may help
to better understand this problem.
As seen in Fig. 11, the more robust family of the clan
is the Menelaus family itself, which counts more than 100 members
at the quasi-random level (
104
)
and
represents the largest family in the L4 swarm. The small families
of Telamon, Melanthios and Podarkes separate from the Menelaus family
at lower cutoffs, but they soon disappear. On the other hand, the Eurybates
family appears as a robust cluster that survives down to
small cutoffs. Indeed, the Eurybates family forms a tight cluster
within the Menelaus family, as shown in Fig. 11 (right). From the
sole analysis of Fig. 11, it is difficult
to decide whether the Eurybates family is a subcluster of the Menelaus
family - i.e., a family formed by the secondary breakup of a former
Menelaus family member - or whether the Eurybates and Menelaus families are
two different families that simply overlap in the space of proper
elements.
The taxonomy of these two families has been analyzed by Dotto et al. (2006, hereafter D06) and by Fornasier et al. (2007, hereafter F07), who obtained spectra of 3 members of the Menelaus family and 17 members of the Eurybates family. These authors found that the Menelaus family is mostly a D-type family, but the Eurybates family is dominated by C-type asteroids. A slightly different result is obtained from the analysis of our data samples.
Figures 12a, b show the spectral slopes of the Menelaus
and Eurybates families as a function of the absolute magnitude. At
large sizes (H<11, which corresponds to
40 km), the Menelaus
family shows a slight predominance of D-type asteroids: (1749) Telamon;
(5258) 1989 AU1; and (13362) 1998 UQ16. Asteroid (1647) Menelaus
appears to be a P-type, but could be classified as D-type if we account
for its error and recall that the limiting slope of
between the P- and D-types has a
uncertainty (actually, D06 classified this asteroid as D-type).
Asteroid (5244) Amphilochos is the only one P-type asteroid with H<11. On
the other hand, at the small sizes (H>11) the family is clearly
dominated by P-type asteroids.
The results for the Eurybates family (Fig. 12b) are in line with the findings of F07. Of the six asteroids contained in the Sloan sample, three asteroids - (9818) Eurymachos; (18060) 1999 XJ166; and (24426) 2000 CR12 - are P-type, and one asteroid - (43212) 2000 AL113- is C-type. These four asteroids were given the same taxonomic classification by F07. The fifth asteroid - (65225) 2002 EK44 - appears to be a P-type, but due to its error, can be classified as C-type in agreement with F07. The sixth body - 2002 AE166 - is a C-type asteroid and was not observed by F07.
Figures 12c-g show the spectral slopes of other members of the Menelaus clan. The Epeios family (Fig. 12c) has not been previously observed by any spectroscopic survey, and so the Sloan slopes shown here provide the first taxonomic information about this family, which appears to be constituted mostly by P-type asteroids, especially at the large sizes.
The 1986 TS6 family (Fig. 12d) has been observed by D06
and F07. The available data, including the Sloan slopes, indicate
that this family has two well-separated components, one P-type and
one D-type, regardless of their body size. Note, however, that these two
components cannot be resolved in terms of proper elements, i.e., the
P- and D-type members are mixed in the same cluster even for the smallest
possible cutoffs. The largest asteroid in the family, (5025) 1986
TS6, shows significantly different values of Sloan slope (
)
and Spectroscopic slope (
), but
since the latter has a large error arising from a noisy spectrum of Bendjoya et al. (2004),
its value should be considered with care.
Finally, the Kalchas family (Fig. 12e) appears to be a P-type family, while the Makhaon and Euryalos families (Figs. 12f, g) show a mixture of P- and D-type asteroids. However, the amount of spectral slopes for these three families is too small to draw definite conclusions about them.
The above results points to the idea that not only the Menelaus clan as a whole, but also the individual families are quite heterogeneous in terms of taxonomic classes, including from the reddest D-type asteroids to the neutral-color C-type ones. Note also that, among the families with the largest amount of observations, the spectral slopes do not show any systematic trend with size. In the case of the Menelaus and 1986 WD families, the larger the bodies the redder the slope. But the situation is inverted in the case of the Epeios family where the larger the bodies, the bluer the slope, and no trend at all is observed in the case of the 1986 TS6 family.
Figure 13 shows the distributions of spectral slopes in
terms of absolute magnitude of four families that are not members of
the Menelaus clan. The 1986 WD family (Fig. 13a) has been
studied by D06 and F07, who found a wide range of slopes from the
D- to the C-type. The Sloan slopes tend to confirm these findings.
This family is small (
15-20 members) and at cutoff values slightly
smaller than the quasi-random level, it looses half of its members.
The family is no longer identified at cutoffs smaller than 95
.
Therefore, the diversity of taxonomic classes may be related to a
significant contamination of interlopers.
The case of the Laertes family (Fig. 13b) is somehow different. This family is
also small (
15-20 members), but it survives down to cutoff 80
losing only 40% of its members. All the members
are small bodies (H>11), including (11252) Laertes. The few members
contained in the Sloan sample (the family has never been observed
spectroscopically) show a quite homogeneous distribution of spectral
slopes, all belonging to the P-type. Unfortunately, this family is
located at a small inclination (
), and it cannot
be distinguished from the background also dominated by P-type asteroids.
The identification of the Laertes family as a real P-type family relies
more in the accuracy of the HCM than in the distribution of its spectral
slopes.
The Demophon family (Fig. 13c) and the 1998 XZ77 family (Fig. 13d)
are small clusters (7 and 12 members, respectively),
which are not detected at cutoffs smaller than 110
.
Both families have almost half of their members observed in the Sloan sample.
The Demophon family shows a homogeneous P-type taxonomy, while the 1998 XZ77 family
shows a mixture of P- and D-type asteroids. Since these two clusters do not survive at
smaller cutoffs, it is difficult to determine whether they are
authentic families or simple statistical fluctuations of the HCM.
Other interesting cases are the high-inclination families in the L4
swarm. There are only three of these families, with
:
Hektor, Teucer, and Sinon. The distribution of the respective spectral
slopes are shown in Fig. 14. Hektor and Sinon families
(Figs. 14a, c) have not been observed by previous spectroscopic surveys,
and the Sloan slopes provide the first clues about their taxonomic composition.
The slopes in Fig. 14 point to a predominance of D-type
asteroids, making these families indistinguishable from the background.
![]() |
Figure 14: Same as Fig. 12, but for three high-inclination families in the L4 swarm. |
| Open with DEXTER | |
The L5 swarm has its own clan of families, although it is somehow
different from the Menelaus clan in L4. The Anchises clan, named after
asteroid (1173) Anchises, is quite tight and constituted by only five
families identified at
:
Panthoos, Polydoros, Sergestus, Agelaos and 1999 RV165. All these
families merge in the clan at
.
The taxonomic analysis of this clan indicates that it is populated
by both P- and D-type asteroids, covering a wide range of spectral
slopes. But at variance with the Menelaus clan, the individual families
of the Anchises clan appear to be more homogeneous in terms of taxonomy.
The Panthoos family appear to be a P-type family (Fig. 16a)
and it is easily distinguished from the background, dominated by D-type
asteroids. This is a quite robust family that remains isolated over
a wide range of cutoff values, from 90 to 140
.
Its distribution in the space of proper elements for
is shown in Fig. 15. It is worth
noting that F07 studied this family and found that it is a D-type
family. However, due to an incorrect choice of the cutoff level, all
the 8 asteroids that they used to perform their classification are
not actual members of the Panthoos family but of the Sergestus family.
These two families merge together at
.
The Polydoros family is another example of a quite robust family, which
is detected down to cutoff 90
.
This family
merges with the Sergestus family for
to form the single Polydoros family shown in Fig. 15. The
distribution of spectral slopes of the Polydoros + Sergestus family,
shown in Fig. 16b, indicates that this is a quite homogeneous
D-type family. Interestingly, the spectral slope of (4829) Sergestus
measured by F07 indicates that this asteroid is likely to be a P-type,
so it may be an interloper. Recall, however, that the Polydoros and
Sergestus families are taxonomically indistinguishable from the background
and this makes the discussion about interlopers difficult.
The Agelaos and 1999 RV165 families are somehow different from the
other families of the Anchises clan. None of them survive down to
small cutoffs and they appear less homogeneous in terms of taxonomy.
Their distribution in proper elements is shown in Fig. 15.
At
,
the Agelaos family
incorporates asteroid (1173) Anchises and becomes the Anchises family.
At the same cutoff, the 1999 RV165 family becomes the Antenor family
after incorporating asteroid (2207) Antenor. These two families merge
together at
.
The 1999 RV165 family has only one member in the Sloan sample classified
as P-type, so we cannot say too much about it. The Agelaos family
has two members observed in the Sloan sample, one P- and one D-type,
but this family has also been observed by F07 who identified it as
the Anchises family. The distribution of spectral slopes of the Agelaos + Anchises
family is shown in Fig. 16c. The largest member
in this plot is (1173) Anchises (
), and there is
a correlation between spectral slope and size, already reported by F07,
indicating that the larger the bodies the bluer the spectra.
For the time being, we cannot say
whether this correlation is real or just an artifact caused by a wrong
definition of the family.
![]() |
Figure 15:
Distribution in the space of proper elements of the Anchises clan
as detected at
|
| Open with DEXTER | |
![]() |
Figure 16:
Distribution of spectral slopes against absolute magnitude for three
families of the Anchises clan: a) Panthoos, b)
Polydoros + Sergestus, and c) Agelaos + Anchises. Full circles correspond to
Sloan slopes. Triangles correspond to Spectroscopic slopes. The vertical dotted
lines define the slope transition, within |
| Open with DEXTER | |
![]() |
Figure 17: Same as Fig. 16, but for five different families in the L5 swarm. |
| Open with DEXTER | |
Figure 17 shows the distributions of spectral slopes in terms of absolute magnitude of five L5 families: Aneas, 1988 RG10, Asios, Phereclos, and Misenus.
The Aneas family has been studied by (Fornasier et al.
2004, hereafter F04) and also by F07, who treated it as the Sarpedon family.
This family is actually formed from the merging of two families: Sarpedon
and 1988 RN10. The Sarpedon family is resolved at
,
and the 1988 RN10 family is resolved at
.
Both families are identified down to
.
In Fig. 17a we show the spectral
slopes of the whole Aneas family (i.e., Aneas + Sarpedon + 1988 RN10).
The values indicate that this is a quite homogeneous D-type family.
The only two P-type members shown in Fig. 17a abandon
the family at
,
so they
are probably interlopers. So far, this family is one of the most homogeneous
families in terms of taxonomy already detected, along with the
Eurybates family in L4.
The 1988 RG10 and the Asios families, shown in Figs. 17b, c, have not been observed by spectroscopic surveys before. The distribution of Sloan slopes indicates that the 1988 RG10 family would be a quite homogeneous D-type family. For the Asios family the results are inconclusive. The Phereclos family, shown in Fig. 17d, has been analyzed by F04 and F07. The results point to a quite homogeneous D-type family. The only observation contained in the Sloan sample corresponds to asteroid (18940), already observed by F04, and its Sloan slope is compatible with its Spectroscopic slope. Finally, the Misenus family shown in Fig. 17e has no observations in the Sloan sample, but we include it here for the sake of completeness. It appears to be a P-type family.
It is worth noting that, as in the case of the L4 families, no systematic trend between spectral slope and size is appreciable among the individual L5 families.
While the individual families in L5 appear to be taxonomically homogeneous, the individual families in L4 show a wide range of spectral slopes and a mixture of the C-, P-, and D-types. There are, at least, two possibilities for explaining the presence of different taxonomic classes within a single family:
We have analyzed the distribution of spectral slopes and colors of Trojan asteroids using a sample of data from the SDSS-MOC3 together with a collection of spectra obtained from several surveys. Our analysis has been focused on the Trojan asteroid families. We have studied the global properties of the sample as well as the properties of some individual families. Our results can be summarized as follows:
Acknowledgements
We wish to thank Sonia Fornasier, Elisabetta Dotto, Phillipe Bendjoya, and Alberto Cellino who kindly allowed us to use their spectroscopic data. We also wish to thank the referee, S. Fornasier, for her comments and suggestions. Fruitful discussions with Jorge Carvano are also highly appreciated. This work has been supported by CNPq (Brazil) and SECYT (Argentina).