A&A 427, 61-77 (2004)
DOI: 10.1051/0004-6361:20034535
L. Mancini1,2,4 - S. Calchi Novati1 - Ph. Jetzer1 - G. Scarpetta2,3,4
1 - Institut für Theoretische Physik der
Universität Zürich, 8057 Zürich, Switzerland
2 - Dipartimento di Fisica "E. R. Caianiello'',
Università di Salerno, 84081 Baronissi (SA), Italy
3 - International Institute for Advanced Scientific Studies,
Vietri sul Mare (SA), Italy
4 - Istituto Nazionale di Fisica Nucleare, sez. Napoli, Italy
Received 17 October 2003 / Accepted 6 July 2004
Abstract
We present a new analysis of the location of the
observed microlensing events in the direction of the Large Magellanic
Cloud (LMC). This is carried out starting from a recently drawn
coherent picture of the geometrical structure and dynamics of the
LMC disk and by considering different
configurations for the LMC bar. In this framework it clearly emerges that
the spatial distribution of the events observed so far shows a
near-far asymmetry. This turns out to be compatible with the
optical depth calculated for the LMC halo objects. Our main conclusion,
supported by a statistical analysis of the outcome
of an evaluation of the microlensing rate,
is that self-lensing cannot account for all the observed events.
Finally we propose a general inequality to calculate quickly an
upper limit to the optical depth along a line of view through the
LMC center.
Key words: gravitational lensing - cosmology: dark matter - galaxies: Magellanic Clouds
The survey of the MACHO team indicates a most probable
Galactic halo fraction of 20%, with limits of 5% to 50% at the
95% confidence level, assuming that all the events are due to
halo lenses. The preferred value for the lens mass is
0.4
.
This is consistent with the EROS survey results, which
are given however as an upper limit for the Galactic halo
fraction.
An interesting alternative is that of "self-lensing'',
where both source and lens belong to the luminous part of the LMC as
suggested by Sahu (1994) and Wu (1994). However, the initial
estimates of the optical depth and microlensing rate were lower
than the measured values (Gould 1995; Alcock et al. 2000a,1997). The
self-lensing explanation has been analyzed further going beyond
the hypothesis of a "simple'' geometry for the LMC with coplanar disk
and bar, so that their relative distance would enhance
the optical depth and, therefore, the rate. In the model of
Zhao & Evans (2000) the disk and bar stars are on two distinct planes
with different inclinations, so that stars on the front plane
could lens those in the plane
1 kpc behind. Besides the
morphology, another aspect considered has been the dynamics of the
luminous components within the LMC. Aubourg et al. (1999), by using a
model which takes into account the correlation between the mass of
the lenses in the LMC and their velocity dispersion, have been able to
reproduce a self-lensing optical depth, event rate and event
duration distribution compatible with the observed ones. Yet
objections to this model have been raised by different authors
(Alves & Nelson 2000; Gyuk et al. 2000), especially with respect to the adopted
distribution and velocity dispersion of the lensing stars, which
seem to be inconsistent with the observations.
The analysis of Jetzer et al. (2002, hereafter Paper I) has shown that the observed events are probably distributed among different components (disk, spheroid and Galactic halo, the LMC halo and self-lensing). This means that the lenses do not all belong to the same population and their astrophysical features can differ greatly from one to the other.
In this paper we address once more the question of the presence of a self-lensing component within the LMC itself. To this end a correct knowledge of the structure and dynamics of the luminous components (disk and bar) of the LMC is essential. Here we take advantage of some recent studies of the LMC disk (see Sect. 2.1), while we allow for different geometries for the still poorly known bar component, to calculate the main microlensing quantities. Moreover, with respect to Paper I, based on the moment method (de Rújula et al. 1991), we perform instead a statistical analysis starting from the differential rate of the microlensing events.
The paper is organized as follows: in Sects. 2 and 3 we discuss the LMC morphology and present the models we use to describe the spatial density of the MW halo and of the various components of the LMC. Section 4 is devoted to the calculation of the microlensing quantities, the optical depth and the microlensing rate, as well as to a statistical analysis of the self-lensing events. In Sect. 5 we discuss the spatial asymmetry with respect to the line of nodes of the observed microlensing events. An improved inequality for the optical depth for self-lensing by a stellar disk is derived in Sect. 6. We conclude in Sect. 7 with a summary of our results.
The first important conclusion is that the intrinsic shape of the
LMC disk is not circular, as assumed before, but
elliptical, with an intrinsic ellipticity
.
The inclination angle of the LMC disk plane is
and the line-of-nodes position
angle is
.
This value
is quite different from the LMC disk major axis position angle,
,
corresponding to a position angle
when measured in the equatorial plane
of the LMC disk, starting from the axis pointing towards the North.
The radial number density profile along the major axis follows, to lowest
order, an exponential profile with an intrinsic scale length equal
to 1.54 kpc.
A second important conclusion is that the center of mass (CM) of
the carbon stars is consistent with the center of the bar and with
the center of the outer isophotes of the LMC. As a consequence,
the idea of using the distribution of neutral gas as good tracer
for the disk stars, which leads to an incorrect LMC model, must be
abandoned. The obtained values of the right ascension
and declination of the CM, given in
J2000, are
,
.
The weighted mean of the
rotation velocity in the range 4-8.9 kpc, where the rotation
curve is approximately flat, is
km s-1, about
lower than the previously inferred and accepted value.
Taking into account the asymmetric drift effect, the circular
velocity has been corrected and estimated to be equal to
.
The line-of-sight velocity dispersion has an
average value
km
,
and is
little dependent on the radius. The rate of inclination change is
,
a value similar to that
determined from N-body simulations by Weinberg (2000), which
predicts the LMC disk precession and nutation
to be due to tidal torques generated by our Galaxy.
A third important conclusion is that the LMC disk has a
considerable vertical thickness, in agreement also with the
numerical simulations of Weinberg (2000). The thickening of
the LMC disk is due to the gravitational interaction with the MW.
The ratio
is even lower than the
corresponding value for the MW thick disk (
). The LMC disk is also flared. The best fit of the observed
velocity dispersion profile with isothermal disk models, whose
vertical density profile is proportional to
,
confirms the result found by
Alves & Nelson (2000) that the scale height must increase with radius.
The vertical thickening is also in agreement with the results
of Olsen & Salyk (2002), who argued that the LMC contains features
that extend up to 2.5 kpc out of the plane.
Let us note that recently some of these conclusions have been challenged by Nikolaev et al. (2004), whose analysis is based on a combination of the results of the MACHO collaboration on the LMC Cepheids with the 2MASS All-Sky Release Catalog.
The vertical distribution of stars in an isothermal disk is
described by the
function, therefore the
spatial density of the disk is modelled by:
![]() |
(1) |
The Cartesian coordinates
are
obtained from the system
(x', y', z') by rotation around
the z'-axis by an angle equal to
,
where
is the position angle of the LMC disk
major axis. In this way the
plane coincides with the
equatorial disk plane and the
axis is directed along the
major axis of the elliptic disk.
The velocity dispersion is a crucial parameter for the
estimate of the microlensing rate. The kinematic studies of the LMC
disk have shown that measurements of the velocity dispersion along
the line of sight vary between roughly 6 and 30 km s-1,
according to the age of the tracers, and show little variation as
a function of the radius (see Gyuk et al. 2000, where a comprehensive
table is given). In particular, younger populations
have a smaller velocity dispersion than older ones, as in the MW. In the picture
of van der Marel et al. (2002) within a distance of about 3 kpc from the
center of the LMC, the line of sight velocity dispersion (evaluated
for carbon stars) can be considered as constant with
km s-1. This represents our
choice for the line of sight velocity dispersion of the disk
stars.
In Paper I we have described the bar by a Gaussian density profile
following Gyuk et al. (2000). In this paper we choose, instead, a bar
spatial density that takes into account its boxy shape, as in
Zhao & Evans (2000):
![]() |
(2) |
![]() |
Figure 1:
Projection on the sky plane (x-y plane) of the column density
of the LMC disk and bar. The numerical values on the contours are in
|
| Open with DEXTER | |
The column density, projected on the x-y plane, is plotted in
Fig. 1, giving a global view of the LMC
shape (disk and bar coplanar) for a terrestrial observer.
We indicate the direction of the line of nodes,
together with the positions of the microlensing events detected by
the MACHO (filled stars and empty diamonds) and EROS (filled
triangles)
collaborations. The maximum value of the column density,
,
is
assumed in the center of the LMC.
The positions of the MACHO microlensing events in this x-y reference system are
reported in Table 1.
In order to explore the consequences of different bar geometries, besides the coplanar configuration as in Gyuk et al. (2000) and Weinberg & Nikolaev (2001), we have considered two other possible geometries. In particular, we drop the hypothesis that the disk and bar components are dynamically connected. In a first case, drawing inspiration from the paper of Zhao & Evans (2000), we rotate the bar around an axis through the center, orthogonal to the plane defined by the bar axis and the line of sight. As a second case we shift the bar towards the observer along the line of sight as in Nikolaev et al. (2004). In both cases we change accordingly the scale parameters of the bar so as to keep its observed projected shape on the sky plane fixed. For both configurations we considered several values for the shift and the rotation angle in order to study their influence on the microlensing quantities. In the following, as an illustration, we will give the results for two somewhat extreme cases, so that we will get upper limits for the corresponding microlensing quantities
For the velocity dispersion
of the stellar population of the bar, for which very
few data are available, we take into account the
qualitative results from numerical simulation that show
a general trend of a higher line of sight velocity dispersion in
the central region of the LMC (Zasov & Khoperskov 2002). We consider again
two somewhat extreme cases:
a line of sight velocity dispersion equal to that
of the disk,
km s-1, and
a second case with a higher value,
km s-1.
![]() |
(3) |
![]() |
(4) |
We will consider for the Galactic halo a spherical model with density
profile given by:
![]() |
(5) |
As outlined in the introduction, here and in the following sections we want to fully exploit all the consequences of the geometry of the LMC, with the aim to shed new light on the still puzzling nature and location of the lenses detected in the microlensing surveys. In particular we study here two microlensing quantities, the optical depth and the microlensing rate.
In our analysis, whenever we need to compare models and predictions with observational results, we are going to use those presented by the MACHO collaboration only. The main reason is that this team has provided a complete description of their microlensing detection efficiency.
From the total set of 17 MACHO microlensing
events
one must exclude the event LMC-22, which is very likely a
supernova of long duration or an active galactic nucleus in a
galaxy at redshift z=0.23 (Alcock et al. 2001c).
We have detailed information on LMC-5: it is due to a lens
located in the Galactic disk. Indeed the lens proper motion has
been observed with the HST (Alcock et al. 2001a) and the lens mass
determined to be either
or in the range
0.095-0.13
,
so that it is a true brown dwarf or a
M 4-5V spectral type low mass star. The other stars which have been
microlensed were also observed by the HST, but no other lenses
have been detected. This result is also confirmed by the analysis
made by von Hippel et al. (2003), by using optical and near infrared
photometry on a subset of five lensing sources which are LMC main
sequence stars or slightly evolved subgiants, (LMC-4, LMC-6,
LMC-8, LMC-9, LMC-14). Their analysis rules out as lenses main
sequence stars with masses
for distances out to 4 kpc.
The events LMC-9 and LMC-14 are known to be due to lenses belonging to the LMC itself, i.e. to the bar, disk or halo component. The latter event has been recognized thanks to the double source (Alcock et al. 2001b), while the first shows the characteristic caustic crossing signature of a double lens (Alcock et al. 2000b). For this reason we exclude the event LMC-9 from the following analysis, because we are interested in the study of a homogeneous set of single lens events.
We remark that LMC-5, LMC-9 and LMC-14 are the only events for which it has been possible to make a determination of the location of the lens. In Fig. 1 the events LMC-5 and LMC-9 are indicated with a special symbol, an empty diamond, whereas LMC-22 is not reported in the plot.
We use the interpolating function
of the
microlensing detection efficiency, calculated by the MACHO
collaboration, as a function of event timescale
in the
interval 1-1000 days (Fig. 5 of Alcock et al. 2000a). It is
shown in Fig. 2 by the continuous line, together
with some points of the MACHO efficiency, for comparison. Let us
recall that the MACHO definition of the duration time
is
twice the Einstein time
,
the parameter we use in
this paper. We get the following expression for
:
![]() |
(7) | ||
![]() |
(8) | ||
| (9) |
![]() |
Figure 2:
Plot of the interpolating function
|
| Open with DEXTER | |
As described in the previous section, the LMC has its own halo, with a
tidal radius
kpc. Assuming that
the Galactic halo extends to at least 65 kpc, a fraction of the
LMC halo total mass, enclosed in a sphere of radius
,
is attributable to the Galactic halo. A simple
calculation gives the Galactic halo mass enclosed in a sphere
centered on the LMC with a radius of 8.9 kpc to be
,
a value corresponding to a sensible
fraction of the LMC halo mass, of the order of
17%. We
will take into account this fact, by properly correcting the value
of the central density of the LMC halo: for the spherical model
the value is decreased to
and the
corresponding total LMC halo mass inside the tidal radius
is
;
for the ellipsoidal model the value is decreased to
and the corresponding total
LMC halo mass inside the tidal radius
is
.
The contour maps reported in Figs. 3-6 refer to the case of coplanarity between
bar and disk. Figure 3 shows the optical depth
contour map for lenses in the Galactic halo, on the hypothesis
that the whole Galactic dark halo consists of compact lenses,
together with the positions of the MACHO fields (see Fig.
14 for the numeration of the fields), the
microlensing events and the van der Marel line of nodes. We
observe that almost all the fields (except three) fall
between the contour lines corresponding to
and
.
As expected, the optical
depth due to the Galactic halo is a slowly variable function, and
presents a slight near-far asymmetry: moving from the nearer to
the farther fields along a line passing through the center and
perpendicular to the line of nodes, the increase of the optical
depth is of the order of
6%.
![]() |
Figure 3: Contour map of the optical depth for lenses in the Galactic halo. The locations of the MACHO fields and of the microlensing candidates are also shown. The numerical values are in 10-8 units. |
| Open with DEXTER | |
![]() |
Figure 4: Model S: contour map of the optical depth for lenses in the LMC halo. The locations of the MACHO fields and of the microlensing candidates are also shown. The numerical values are in 10-8 units. |
| Open with DEXTER | |
In Figs. 4 and 5 we report the optical depth contour maps for lenses belonging to the halo of the LMC, assuming a spherical and an ellipsoidal shape, respectively, on the hypothesis that the whole LMC dark halo consists of compact lenses. A striking feature of both maps is the strong near-far asymmetry.
![]() |
Figure 5: Model E: contour map of the optical depth for lenses in the LMC halo. The locations of the MACHO fields and of the microlensing candidates are also shown. The numerical values are in 10-8 units. |
| Open with DEXTER | |
For Model S, the maximum value of the optical depth,
,
is assumed in
a point falling in field number 13, belonging to the fourth
quadrant, at a distance of
1.27 kpc from the center. The
value in the point symmetrical with respect to the center,
belonging to the second quadrant and falling about at the upward
left corner of field 82, is
.
The increment of the optical depth is of the
order of
87%, moving from the nearer to the farther
fields.
The same is true for model E: the maximum value of the optical
depth,
,
higher
than the previous one, is found at about the same point, at the
same distance from the center. In the symmetrical point with
respect to the center, belonging to field 82, the optical
depth is
.
The
ellipsoidal shape of the LMC halo gives rise to a further
enhancement of the near-far asymmetry, with an increase of the
optical depth by
95%.
One can draw advantage from the different asymmetric behaviour of the optical depth in the two cases of lenses in the Galactic halo or in the LMC halo, both to confirm the existence of a proper LMC halo and to disentangle the microlensing events due to the Galactic halo from the ones due to the LMC halo. To this end, a good observation strategy would help, the goal being to allow the analysis of asymmetry of microlensing events belonging to two equivalent regions, placed symmetrically with respect to the line of nodes. An example of the kind of analysis and of results one could obtain is given in Sect. 5.
![]() |
Figure 6:
Contour map of the optical depth for self-lensing. The
locations of the MACHO fields and of the microlensing candidates
are also shown. The numerical values are in 10-8 units.
The innermost contours correspond to
values
|
| Open with DEXTER | |
In Fig. 6 we report the optical depth contour map for
self-lensing, i. e. for events where both the sources and the lenses
belong to the stellar population of the disk and/or the bar of the LMC.
As expected, there is almost
no near-far asymmetry and the maximum value of the
optical depth,
,
is reached in the center of the LMC. The optical depth then rapidly
decreases, when moving, for instance, along a line going through
the center and perpendicular to the minor axis of the elliptical
disk, which coincides also with the major axis of the bar. In a
range of about only
the optical depth
quickly falls to
,
and afterwards it
decreases slowly to lower values.
The calculated value of the optical depth in the center seems at
first glance to be in contradiction with the value one gets using
the Gould inequality (Gould 1995):
![]() |
(11) |
Furthermore, we recall that the Gould inequality is obtained under the hypothesis that the LMC is a virialized system, which quite likely is not the case for some of its components. This should of course be taken into account when using it in comparison with the observations.
As expected, the changes of the geometry as discussed in
Sect. 3.2, where we allow for a non-coplanar morphology of the bar
with respect to the disk, enhance the self-lensing optical depth
in the bar region considerably (up to
50%). On the other
hand, the changes for the optical depth for lenses in the MW halo
are negligible (at maximum
1%). For lenses in the LMC halo
the variations, in the innermost region of the LMC, can be rather
large (up to
20%). However, the main feature that interests
us, the near-far asymmetry due to the disk inclination, is not
altered. Besides, as we are here mainly concerned with the
self-lensing case, we do not discuss them any further. In any case,
outside the bar region, these differences drop abruptly to zero.
For a rotated bar, Fig. 7, the increment of
the self-lensing optical depth, with respect to the symmetric coplanar case,
is slightly asymmetric with respect to the bar major axis.
This is due to the different variations of the source-lens distances
between the west side, where the sources are in the bar and the
lenses in the disk, and the east side, where the opposite
happens. The relative increment can be as large as
50%.
![]() |
Figure 7:
Contour map of the difference between the self-lensing
optical depth calculated in the case of
|
| Open with DEXTER | |
![]() |
Figure 8:
Contour map of the difference between the self-lensing
optical depth calculated in the case of a shift of 0.5 kpc of the bar
and the one with coplanar bar and disk. Going from the
outer to the inner part, the black contours correspond to
increasing positive values of the difference:
|
| Open with DEXTER | |
When we allow for a translation of the bar, Fig. 8,
the variation of the optical depth,
with respect to the coplanar case, is
higher in the region below the bar major axis (south-west side),
even if the projected density of the bar is the same as shown in
Fig. 1. This is induced by the inclination
of the disk plane, which gives rise to increasing distances between
the bar and the disk plane for lines of sight towards the lower
part of the bar. In this case we also find a small
region with a negative difference of the optical depth, shown by
the lighter contour lines (north-east side). The relative increment
can be as large as
35%.
It is interesting to note that a larger statistics of observed events in the central region might eventually allow one to discriminate between the different bar models.
We notice also that, due to the loss of the symmetry, the Gould inequality no longer applies in these cases.
We assume that, to an observer comoving with the LMC center, the
velocity distribution of the source stars and lenses has a
Maxwellian profile
. Moreover, since the component parallel
to the line of view is irrelevant for microlensing, we integrate
over the parallel component. Therefore, the two-dimensional
transverse velocity distribution of the source and lens stars is:
With respect to an observer comoving with the LMC center, the
transverse velocity of the microlensing tube at position
(
)
is given by
,
where
is the velocity of the source,
and
represents the velocity of the Sun in
the plane orthogonal to the line of sight, as measured by an
observer comoving with the LMC center. It results
km s-1 (van der Marel et al. 2002).
Let us consider a segment of a cylindrical ring at position x, of
length d
,
with radius equal to the Einstein radius
| (13) |
![]() |
|||
![]() |
|||
| (14) |
We need now to specify the form of the number density. Assuming
that the mass distribution of the lenses is independent of their
position in the LMC (factorization hypothesis
de Rújula et al. 1995), the lens number density per unit mass is
given by
![]() |
(15) |
Let us note that, considering the experimental conditions for the
observations of the MACHO team, we use as range of variability
for the lens masses
.
Namely the lower limit
is fixed by the requirement that the lenses belong to the
luminous component of the LMC, while the upper limit is fixed by the
requirement that the lenses are not resolved stars
.
The total differential rate d
at which lenses enter the portion
of the microlensing tube at position x, along a fixed line of
sight, is given by (Griest 1991; de Rújula et al. 1991):
| |
= | ![]() |
|
![]() |
|||
![]() |
|||
![]() |
(16) |
Finally, as we are interested in the distribution
,
we change
variable from
to
,
bearing in mind that
.
After integration over
,
and
,
and taking into account the detection efficiency function, Eq.
(6), we obtain:
In the following section we need also the two distributions
![]() |
(18) |
![]() |
(19) |
We have calculated the self-lensing distributions
of the rate of microlensing events with respect to the Einstein
time
,
along the lines of sight towards the 15
events of the MACHO collaboration, in the case of a Chabrier
exponential type IMF. As an example we show in Fig. 9 the distributions
calculated along the lines of sight pointing towards the events
LMC-1 (solid line), LMC-8 (dashed line) and LMC-23 (dot dashed
line)
.
With these distributions we have calculated the median
and
the values
and
that single out the extremes of the 68% probability range around
the median (not to be confused with a 1
error). In
Table 1 we report these values for each observed
MACHO event.
Table 1:
Microlensing rate: the results for the predicted Einstein time.
Case with disk and bar coplanar and bar velocity
dispersion
km s-1. For each observed
MACHO event we report for the Einstein time (days): the observed
value and the predicted median value with the two extremes of a 68%
probability range around it. In the second and third column we
report the position in the reference frame centered in the LMC
as defined in Sect. 3.
Trying to see if the geometry can help, we have analyzed how the
self-lensing expected values of
depend on the
position, or better still on the optical depth, taking into
account that the LMC disk symmetry is elliptical and not circular.
![]() |
Figure 9:
Differential rate of the microlensing events with respect to the
Einstein time
|
| Open with DEXTER | |
In Fig. 10 we report on the y-axis the observed
values of
(empty boxes) as well as the expected
values for self-lensing of the median
(filled circle) evaluated along
the directions of the events. On the x-axis we report the
value of the self-lensing optical depth calculated towards the
event position. The optical depth increases as one moves from the outer
regions towards the center of the LMC according to the contour lines
shown in Fig. 6. An interesting feature emerging clearly is
the decreasing trend of the expected values of the median
,
going from the outside fields with low
values of
towards the central fields with
higher values of
.
The variation of the
stellar number density and the flaring of the LMC disk certainly
contributes to explaining this behaviour.
We now tentatively identify two subsets of events: the ten falling
outside the contour line
of Fig. 6 and the five falling inside. In the framework of
van der Marel et al. LMC geometry, this contour line includes
almost fully the LMC bar and two ear shaped inner regions of the
disk, where we expect self-lensing events to be located with
higher probability.
At first glance, we note that the two clusters have a clear-cut
different collective behaviour: the measured Einstein times of the
first 10 points fluctuate around a median value of 47 days, very
far from the expected values of the median
,
ranging
from 65 days to 79 days, with an average value of 72 days. On the
contrary, for the last 5 points, the measured Einstein times
fluctuate around a median value of 51 days, near to the average
value 57 days of the expected medians, ranging from 48 days to 66
days. Let us note, also, the somewhat peculiar position of the
event LMC-1, with a very low value of the observed
.
In the following analysis it will be shown that
most probably this event is homogeneous to the set at left to the
vertical line in Fig. 10 and it has to be included in
that cluster.
This plot gives a first clear evidence that, in the framework of
van der Marel et al. LMC geometry, the self-lensing events have
to be searched for among the cluster of events with
,
and at the same time
that the cluster of the 10 events plus LMC-1 belongs, very
probably, to a different population.
![]() |
Figure 10:
Scatter plot of the observed (empty boxes) values of the
Einstein time and of the expected values of the median
|
| Open with DEXTER | |
![]() |
Figure 11:
Differential rate of the microlensing events with respect
to the mass of the lens in the direction of events LMC-4 and LMC-6.
The dashed vertical line is at |
| Open with DEXTER | |
![]() |
Figure 12:
Scatter plot of the modal value of |
| Open with DEXTER | |
In order to further improve our statistical analysis, we have
calculated the distributions
along the lines of sight
pointing towards the 14 LMC microlensing events
, taking, for each line of
sight, the observed Einstein time value. As an example we show in
Fig. 11 this distribution calculated for the
two events LMC-6 and LMC-4. LMC-6 is representative of the
events for which the modal value
falls inside
the self-lensing mass interval 0.08-1.5. The second one has been
chosen to demonstrate that there are also events for which
falls in the range 0-0.08.
Figure 12 is the scatter plot between the measured
(x-axis) and the modal value
of the lens mass
(y-axis), calculated for the distribution
.
In this case we prefer to
use the modal value rather than the median, because it is
independent of the choice of the amplitude of the interval of the allowed
values of the lens masses, whereas the median value varies in
accordance with this choice.
We find that the events LMC-1, LMC-4, LMC-15 and LMC-27 have a
modal value of the lens mass smaller than the lower limit. We
consider this result a strong indication
that these events should be excluded
from the self-lensing class. We have then
calculated the linear correlation between
and
for the 6 remaining points of the cluster of
ten. We find a high linear correlation, as shown by the dashed
green straight line in Fig. 12 and by the calculated
linear correlation coefficient, which is equal to 0.963. We observe that
the values of
of the six events range between
0.08 and 0.13, an interval narrow enough to justify a linear
approximation to represent a small portion of a parabolic curve,
around which we expect the correlated points to disperse, bearing
in mind that
is proportional to
.
The
six linearly correlated events, therefore, constitute a
homogeneous population, clearly distinct, also in this parameter
space, from that formed by events with
for which, for a given value of the observed
Einstein time, we get significantly higher values for the mass.
We have also calculated the distributions
along the lines of sight pointing towards
the 14 LMC microlensing events, in order to obtain a second
independent check of the homogeneity of the cluster of
events with
.
Figure 13 is the scatter plot between the
measured TE (x-axis) and the median (square boxes) of the
parameter
(y-axis), proportional to the distance between the lens and the
source.
We find that the points of the first cluster have a high
linear correlation, as shown by the calculated linear correlation
coefficient, which is equal to 0.955. We observe also that adding the event
LMC-1 to the set of 9 and recalculating the linear correlation
coefficient between
and
,
we find a small
increase, from 0.955 to 0.965, suggesting that this event, lying
inside the contour line at optical depth
,
forms a homogeneous population with
that of the 9 that lie outside this contour line.
The ten events, represented by gray square boxes, are highly correlated as
shown by the dashed green straight line in Fig. 13.
This is, again, a strong indication that they constitute a
homogeneous population of events. Together with the fact that, as
shown in Fig. 10, the measured Einstein time fluctuates
around a median value very different from the median Einstein times
calculated with the self-lensing formulae, this allows us to
exclude the possibility that this is a class of self-lensing events.
But, before any definitive assessment of the nature of these events can
be made, we have to wait for an analogous statistical analysis
of microlensing events due to lenses in the halos of the LMC
or of our Galaxy: such an analysis is now underway.
![]() |
Figure 13:
Correlation plot of the median value (square boxes) of
|
| Open with DEXTER | |
We come now to the discussion of the changes in the
microlensing rate induced by the different bar geometry
configurations and velocity dispersions, as introduced in Sect.
3.2. The main point to be stressed is that the separation into the
two populations for the events already identified is in these
cases enhanced. Indeed, the expected characteristics change
significantly only for those events along the lines of sight
pointing towards the central region: LMC-6, LMC-8 and LMC-14, and,
marginally, LMC-1 and LMC-27, as is the case for the self-lensing
optical depth. In Table 2 we report the predicted
values for the Einstein time for these 5 events, the changes for
the others being at most of
5% (in particular this is the
case for the event LMC-13).
Table 2:
For each MACHO event located within or near the bar
region, where the variation due to the change in the geometry turns
out to be significant, we report for the Einstein time (days): the
observed value and the predicted values for the three geometry
configurations, bar coplanar with the disk, bar rotated by
with respect to the disk plane and bar shifted by 0.5 kpc along the line of sight towards the observer. The left values
are for a velocity dispersion of the bar component of
km s-1 (as for the disk), whereas the
right values are for
= 30.0 km s-1. We report
also the values for the self-lensing optical depth in the
direction of the events.
To complete this analysis let us make a further point.
In the differential rate, Eq. 17,
we get an average result for all the possible configurations
with lens and source either in the bar or in the disk of the LMC.
This is of course in accordance with our approach aimed at the study
of the statistical properties of the self-lensing
population as a whole. However, it is in principle interesting
to notice that the expected characteristics can be
actually rather different depending on the configuration.
As an example, we consider the event LMC-14, coplanar
bar geometry,
km s-1.
With respect to the previously obtained result, expected median value
for the Einstein time
days,
we get a lower value in the lens-source bar-bar configuration,
43 days, a significantly higher value for the disk-disk configuration,
67 days, and an intermediate one,
55 days, for both
mixed configurations, disk-bar and bar-disk. We recall that the observed
value for LMC-14 is
days.
![]() |
(20) |
In Fig. 14 we report in parentheses the expected
number of events in each field we obtain by using the Chabrier
exponential IMF. Summing over all fields we find that the expected
total number of self-lensing events is
1.2, while we would
get
1.3 with the the double power law IMF, in both cases
roughly 1-2 events. Clearly, taking also into account the
uncertainties in the parameter used following the van der Marel
model for the LMC the actual number could also be somewhat higher
but hardly more than twice our estimate. A conclusion we had
already reached in Paper I.
We have also computed the influence of the bar geometry and
dispersion velocity on the number of expected events. We find at
most an increase of
50%, bar rotated and
30 km s-1, which gives two to three events.
In conclusion, we have identified, according to their expected characteristics as compared to what is observed, a set of 4 possible events belonging to a self-lensing population (LMC-6, LMC-8, LMC-13 and LMC-14). As already noted, there is some experimental evidence that the LMC-14 is a self-lensing event (Alcock et al. 2001b). If this is true, our prediction of at most 2-3 such events seems to indicate that it is likely that some of the others are not due to self-lensing.
![]() |
Figure 14: Locations of the 30 MACHO fields with respect to post-Van der Marel LMC geometry (black reference axes) and with respect to pre-Van der Marel LMC geometry (light blue reference axes). Also shown are the locations of the MACHO and EROS microlensing candidates. The distances on the axes are in kpc. For each field, inside brackets, we report the expected number of self-lensing event as discussed in Sect. 4.4. |
| Open with DEXTER | |
In Fig. 14, the 30 well-sampled fields analyzed by
the MACHO collaboration (red squares), together with the 16 events
, are plotted in a
reference frame (black axes) centered on
,
,
J2000. We also report the position (triangles)
of the microlensing events found by the EROS collaboration
(Lasserre et al. 2000) even if we do not consider them in the present
analysis.
We divide the LMC field into three regions: a strip centered on the
line of nodes and delimited by two parallel straight lines at a
distance of
0.35 kpc from the line of nodes,
and two outer regions, belonging to the closer north-east side and
to the farther south-west one. The amplitude of the central strip
reflects the 1
uncertainties in the position of the center of mass
of carbon stars, as calculated by van der Marel et al. (2002).
The exclusion of a substantial
part of the bar region implies that the following discussion is
not affected by the different choices for the bar geometry.
The green dashed-dot line represents the line of nodes with a
position angle
and the two green dashed
lines delimit the two outer regions belonging respectively to the
near and far part of the LMC.
In the same figure a second reference frame is also shown,
representing the pre-van der Marel LMC models. The frame (light blue
axes) is centered on
,
,
J2000 (Kim et al. 1998), and the line of nodes has a position angle
(Gyuk et al. 2000). A region of
exclusion, similar to the previous one will be considered also in
this case, even if not drawn in the figure for clarity.
At first glance one observes that the distribution of the events shows a clear near-far asymmetry in the post-van der Marel geometry, namely, they are concentrated along the extension of the bar and in the south-west side of the LMC. On the contrary, the asymmetry is almost completely lost in the pre-van der Marel geometry, where the distribution reflects almost exactly the different weights of the observed fields in the two half planes, as we will show in the following.
The little empty circle in field number 5 shows the position of the baricenter of the 16 MACHO events; its coordinates in the post-van der Marel reference frame are (0.96 kpc, -0.02 kpc).
As a first point we determine the fraction of the MACHO fields
included respectively in the north-east closer region "1'' and
in the south-west farther region "2'', and we calculate in each
the quantities
and
,
defined as the sum
of the product of star number per field, and the corresponding
observation time, where we count only once the stars in the overlapping
part of the fields. The ratio
gives us the probability pi that a microlensing event would
fall in the first or second region, respectively. Note that
the probability scheme so defined depends only on the global
observation strategy in the near and far region (field
distribution and observation time). We find
for the case of the post-van der Marel LMC geometry, and
for the pre-van der Marel LMC
geometry.
We are interested in testing whether the observed events support
the modelled probability schemes. The Pearson chi-square
statistic
provides a non-parametric test for the
comparison:
![]() |
(21) |
In the post-van der Marel geometry we get, respectively, one and
nine observed events in regions "1'' and "2'', and then
In the pre-van der Marel geometry
has a value
near to zero. At the confidence level of
64% the null
hypothesis that the event distribution reflects almost exactly
the weights of the two regions has to be accepted. This implies
that the distribution of the lenses should be almost homogeneous
along the lines of sight through the different regions of the LMC.
On the contrary, in the post-van der Marel geometry
assumes a value far enough from zero. At the confidence
level of
85% the null hypothesis must be rejected. This
means that the observed asymmetry is greater than what is expected
simply on the basis of the observational strategy.
We are aware that these results have to be treated with caution inasmuch as the number of events is small. However, we note that the observed near-far asymmetry agrees with that induced by the inclination of the LMC disk already discussed in Sect. 4.1.
Our aim here is to obtain an improved version of the Gould inequality, and, at the same time, clarify its limits of applicability. We start from Eq. (10) and consider the case of a line of view passing through the center of the LMC.
Let us assume that the lens mass density
is a
function of a homogeneous polynomial of degree
in the variables
of the
reference frame defined in Sect. 3.1, and analogously that the
star mass density
is a function of a
homogeneous polynomial of degree
![]()
. Let us also
denote by z the current coordinate along the line of view
through the center of the LMC disk, which we assume as the origin of
the z-coordinate, and by i the disk inclination angle.
Keeping in mind that for points belonging to a line of view
passing through the center we have:
| |
0 | ||
| |
= | ![]() |
|
| = | ![]() |
(22) |
![]() |
(23) |
From now on we follow Gould (1995), and put
and
,
where d is the distance, along
the line of view, from the observer to the center of the disk.
Taking into account that
We now integrate by parts twice, the first time obtaining:
![]() |
|||
![]() |
|||
![]() |
(26) |
![]() |
(27) |
![]() |
(28) |
![]() |
(30) |
Let us observe that the inequality (29) can be
applied for any inclination angle i of the disk plane, not only
for
,
as in Gould (1995), namely, we have no
divergence problem for
.
For instance, in the
case of a double exponential disk, with scale lengths respectively
equal to
and
,
we obtain:
![]() |
(31) |
![]() |
(32) |
![]() |
(33) |
Proceeding in the same way as in Gould (1995), we obtain the
second Gould inequality, relating the optical depth to the
mass-weighted velocity dispersion.
Let us note that these inequalities are based on two requirements:
Let us note, moreover, that the inequalities (29) and (34) cannot be applied to the model of the LMC disk and bar we assumed in this paper, because the first property, that of homogeneity, is lacking.
It is therefore useful to derive a more general inequality, applicable to all kinds of density distribution.
Let us divide in three parts the triangular region of integration
in the plane (u,z), delimited by the bisector of the first and
third quadrant, by the parallel to the u-axis for which z =
w and by the parallel to the z-axis for which u = -d: the
first region is constituted by the triangle delimited by the
bisector, the line u = -d and the u-axis; the second by the
rectangle delimited by the u-axis, the z-axis and the lines
for which z=w and u = -d; the third by the triangle
delimited by the bisector, the z-axis and the line for which z
= w. Let us remember that w can assume any value between -tand t. In this way, the right hand side of Eq.
(35) is given by the sum of three
terms:
![]() |
(36) |
![]() |
(37) |
Notice that on the right hand side of the
inequality (38)
since the Galactic halo density is not symmetric with respect to the
LMC center. The inequality, therefore, cannot be obtained by a
trivial dropping of the factor (1-z) in the integrand of the
expression defining the Galactic halo optical depth.
The great interest in the location of the observed microlensing events towards the LMC is motivated by the need to give an answer to the question of their nature. Namely, whether all the events can be attributed to known (luminous) populations, which would then exclude the possibility for a dark component in the halo in the form of MACHOs.
In this paper we are mainly concerned with the possible self-lensing origin of the observed microlensing events. In particular we have considered the results of the MACHO survey. We use the recent picture of the LMC disk given by van der Marel et al. (2002), and we explore different geometries for the bar component, as well as a reasonable range for the velocity dispersion of the bar population.
One interesting feature, essentially linked to the assumed disk geometry, is an evident near-far asymmetry of the optical depth for lenses located in the LMC Halo (this is not expected, with the possible exception of the inner region, for the self-lensing population). Indeed, similarly to the case of M31 (Crotts 1992; Jetzer 1994), and as first pointed out by Gould (1993), since the LMC disk is inclined, the optical depth is higher along lines of sight passing through larger portions of the LMC halo. We show that such a spatial asymmetry, beyond the one expected from the observational strategy alone, is indeed present in the observed events. With the caution suggested by the small number of detected events on which this analysis is based, this can be looked at, as observed by Gould (1993), as a signature of the presence of an extended halo around the LMC.
In the central region the microlensing signatures are strongly dependent on the assumed bar geometry. In particular, we have studied the variation (which can be as large as 50%) in the self-lensing optical depth due to different geometries of the bar. However, the available data do not allow us to meaningfully explore this aspect in more detail.
As a further step in our analysis, we have studied the microlensing rate. Keeping in mind the observation of Evans & Kerins (2000) that the timescale distribution of the events and their spatial variation across the LMC disk offers possibilities of identifying the dominant lens population, we have carefully characterized the ensemble of observed events on the hypothesis that all of them do belong to the self-lensing population. Through this analysis we have been able to identify a large subset of events that cannot be accounted as part of this population. The introduction of a bar component that is non-coplanar with respect to the disk turns out to strengthen this result. Again, the small number of events at our disposal does not yet allow us to draw definite conclusions, although the various arguments mentioned above are all consistent and converge quite clearly in the direction of excluding self-lensing as being the major source of the events.
Once more observations will be available, as will hopefully be the case with the SuperMacho experiment under way (Stubbs et al. 2002), the use of the above outlined methods can give a definitive answer to the problem of the location of the MACHOs and thus also to their nature.
Acknowledgements
The authors wish to thank the anonymous referee for his comments which improved the quality of this work and Chiara Mastropietro for useful discussion on the LMC morphology. L.M. and S.C.N. are partially supported by the Swiss National Science Foundation and S.C.N. is also partially supported by the Tomalla Foundation. G.S. wishes to thank the Institute of Theoretical Physics of the University of Zürich for the kind hospitality.