M. A. T. Groenewegen
Instituut voor Sterrenkunde, K.U. Leuven, PACS-ICC, Celestijnenlaan 200B, 3001 Leuven, Belgium
Received 19 January 2004 / Accepted 28 April 2004
Abstract
The 68 000 I-band light curves of variable stars detected by the
OGLE survey in the Large and Small Magellanic Clouds (MCs) are fitted
by Fourier series, and also correlated with the DENIS and 2MASS all-sky release databases and with lists of spectroscopically
confirmed M-, S- and C-stars. Lightcurves and the results of the
lightcurve fitting (periods and amplitudes) and DENIS and 2MASS magnitudes are
presented for 2277 M-, S-, C-stars in the MCs. The following aspects are
discussed: the K-band period-luminosity relations for the
spectroscopically confirmed AGB stars, period changes over a timespan
of about 17 years in a subset of about 400 LPVs, and candidate
obscured AGB stars.
The use of a sample of spectroscopically confirmed variables shows
specifically that almost all carbon stars are brighter than the tip of
the RGB, and occupy sequences A+, B+, C and D.
It is shown (for the LMC where there is a sufficient number of
spectroscopically identified M-stars) that for sequences A+, B+, C the
M-stars are on average fainter than the C-stars, as expected from an
evolutionary point of view and previously observed in MC clusters. However, this is not so for sequence "D'', suggesting that
the origin of the so-called Long Secondary Periods is not related to
an evolutionary effect. The fraction of objects that has a period
in sequence "D'' is also independent of chemical type.
Three stars are identified that have been classified as oxygen-rich in
the 1970s and carbon-rich in 1990s. Possibly they underwent a thermal
pulse in the last 20 years, and dredged-up enough carbon to switch
spectral type.
The observations over almost two decades seem to suggest that up to 10% of AGB variables changed pulsation mode over that time span. More
robust estimates will come from the ongoing and future (microlensing)
photometric surveys.
A sample of 570 variable red objects ((J-K) > 2.0 or (I-K) > 4.0)
is presented in which most stars are expected to be dust-obscured AGB stars.
Estimates are presented for cut-offs in (J-K) which should be applied to
minimise dust obscuration in K, and based on this, C- and O-star
K-band PL-relations for large amplitude variables in the SMC and LMC are presented.
Key words: stars: AGB and post-AGB - stars: carbon - stars: variables: general - galaxies: Magellanic Clouds - methods: data analysis - infrared: stars
In the course of micro lensing surveys in the 1990s, the monitoring of the Small and Large Magellanic Clouds has revealed an amazing number and variety of variable stars. This had a large impact on many areas of variable star research, like Cepheids and RR Lyrae stars. Also in the area of Long Period Variables (LPVs) and AGB stars there has been remarkable progress. Wood et al. (1999) and Wood (2000) were the first to identify and label different sequences "ABC'' thought to represent the classical Mira sequence ("C'') and overtone pulsators ("A, B''), and sequence "D'' which is still unexplained (Olivier & Wood 2003; Wood 2003, 2004). Stars on these sequence are sometimes referred to as having Long Secondary Periods-LSPs. This view has subsequently been confirmed and expanded upon by Noda et al. (2002), Lebzelter et al. (2002), Cioni et al. (2003), Ita et al. (2004a,b) and Kiss & Bedding (2003, 2004). These works differ in the source of the variability data (MACHO, OGLE, EROS, MOA), area (SMC or LMC), associated infrared data (Siding Spring 2.3 m, DENIS, 2MASS, SIRIUS), and selection on pulsation amplitude or infrared colours.
The present paper considers the OGLE data for both LMC and SMC. Ita et al. (2004a) only consider the OGLE data overlapping with their SIRIUS IR observations in LMC and SMC, and Kiss & Bedding consider only stars in the SMC with 2MASS data with (J-K) > 0.9.
In contrast to previous studies, emphasis is put on spectroscopically
confirmed AGB stars (i.e. M-, S- and C-stars). In other studies M- and C-stars are usually identified photometrically by using a division at
a (J-K) colour of
1.4 mag. This paper specifically addresses
the properties of known carbon stars in relation to sequences "ABCD''.
Table 1: Comparison of coordinates, and number of positional matches, before and after a correction was applied.
The paper is structured as follows. In Sect. 2 the OGLE, 2MASS and DENIS surveys are described. In Sect. 3 the model is presented, both in terms of the actual lightcurve fitting and the post-processing. Section 4 presents the results. The K-band PL-relation for the spectroscopically confirmed AGB stars, period changes over a timespan of almost 2 decades, and a sample of very red obscured AGB star candidates are discussed. The conclusions are summarised in Sect. 5. Some of this work, and the star-to-star comparison of periods derived by me from MACHO and OGLE data and literature values are described in Groenewegen (2004).
Zebrun et al. (2001) describe the dataset of the about 68 000 variable objects detected by OGLE in the direction of the LMC and SMC,
obtained in the course of the OGLE-II micro lensing survey using the
difference image analysis (DIA) technique. Twenty-one fields in the
central parts of the LMC, and 11 fields in the central parts of the
SMC of size 14.2
57
each were observed in BVI,
with an absolute photometric accuracy of 0.01-0.02 mag. The large
majority of data was obtained in the I-band (and the DIA analysis
has been done only on the I-band data), and these data were
downloaded from the OGLE homepage (http://sirius.astrouw.edu.pl/~ogle/).
The DENIS survey is a survey of the southern hemisphere in IJK
(Epchtein et al. 1999). Cioni et al. (2000) describe a point
source catalog of sources in the direction of the Magellanic Clouds
(MCs; DCMC = DENIS Catalogue towards the Magellanic Clouds) containing
1 635 680 objects with a detection in at least 2 of the 3 photometric
bands that is available in electronic form. The 68 193 OGLE objects
were correlated on position using a 3
search radius and 40 793 matches were found.
The 2MASS survey is an all-sky survey in the JHK
near-infrared
bands. On March 25, 2003 the 2MASS team released the all-sky point
source catalog. The easiest way to check if a star is included in the
2MASS database is by uplinking a source table with coordinates to the
2MASS homepage. Such a table was prepared for the 68 193 OGLE objects and
correlated on position using a 3
radius. Data on 50 129 objects
were returned.
At the heart of the data processing are two numerical codes that are described in detail in the appendices. Briefly, the first code (see Appendix A for details) sequentially reads in the I-band data for the 68 000 objects, determines periods through Fourier analysis, fits sine and cosine functions to the light curve through linear least-squares fitting and makes the final correlation with the pre-prepared DENIS and 2MASS source lists. All the relevant output quantities are written to file.
This file is read in by the second code (see for details Appendix B). A further selection may be applied (typically on period, amplitude and mean I-magnitude), multiple entries are filtered out (i.e. objects that appear in different OGLE fields), and a correlation is made with pre-prepared lists of known non-LPVs and known LPVs or AGB stars. The output of the second code is a list with LPV candidates.
Table 2:
First entries in the electronically available table, which lists:
OGLE-field, OGLE-name, the three fitted periods with errors and
amplitude (0.00 means no fit), mean
,
and associated DENIS IJK photometry with errors, and associated 2MASS JHK photometry with
errors (99.9 and 9.99 means no association, or no value).
The third step (for details see Appendix C) consists of a visual inspection of the fits to the light curves of the candidate LPVs and a literature study through a correlation with the SIMBAD database. Non-LPVs are removed, and sometimes the fitting is redone. The final list of LPV candidates is compiled.
The spatial correlation between the OGLE objects and known LPVs and
AGB stars, and known non-LPVs, is actually done in 2 steps. In the
first step the correlation is made, and the differences and spread in
RA
and
are determined. These
mean offsets are then applied to make the final cross-correlation.
The results are listed in Table 1. For the MACHO data,
the agreement between the offsets determined from the list of non-LPVs
and the data by Wood et al. (1999) is good and a combined offset of
RA
and
is applied. With respect to the other sources of astrometry,
similar small changes have been found, and in most cases applied,
usually increasing the number of matches in the final matching.
As was already discussed in Groenewegen (2004), by selecting the least variable stars in the OGLE database one can compare photometry.
In particular the OGLE I was compared to the (singe-epoch) DENIS I, and the (single-epoch) DENIS JK was compared to the (single-epoch) 2MASS JK magnitudes. This was done by selecting those objects with an amplitude in the I-band of <0.05 mag.
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Figure 1: Difference in photometry, after the following offsets have been applied: I(denis-ogle) = -0.018, J(denis-2mass) = -0.090, K(denis-2mass) = -0.14. Stars with an I-band amplitude < 0.05 mag are used in the analysis. Plotted are about 12 000, 8700, and 5700 stars, top to bottom. |
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Figure 1 shows the final results when offsets
I(denis-ogle) = -0.018, J(denis-2mass) = -0.090, and
K(denis-2mass) = -0.14 are applied. The offsets derived here are
very similar to those derived in Delmotte et al. (2002) using a
similar analysis based on a direct comparison of DENIS with the 2MASS 2nd
incremental data-release (they found: J(denis-2mass) = -0.11
0.06, and K(denis-2mass) = -0.14
0.06).
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Figure 2: First entries of electronically available figure with all lightcurves. The fit is indicated by the (red) solid line. Crosses indicate data points not included in the fit. |
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A correlation was made with a list that contains 12 631 objects over
the entire MCs with a spectroscopically determined spectral
type. Using a 4
search radius, 2478 unique objects were found
in the OGLE fields. After visual inspection (removing mostly
obviously incorrect positional mismatches, indicated by association
with very faint OGLE objects with hardly any variability
(Sect. 3.2.2)) there remain 2277 objects (856 C- and 3 M-stars in the
SMC, 1064 C-, 10 S-, 344 M-stars in the LMC) which are the subject of
further study. Their lightcurves are shown in Fig. 2
(only the first few, the full figure being available in the electronic
edition), the results of the lightcurve analysis and association with
DENIS and 2MASS is given in Table 2, and the association with
known objects and additional comments and references are given in
Table 3 (the full tables being available electronically at CDS).
In the discussion that follows, magnitudes are dereddened using the
values that correspond to the respective OGLE field in the
SMC or LMC, and selective reddenings of
,
,
,
(Draine 2003) are used.
Some of the objects have different spectral classifications in different surveys. These have been identified in Table 3. Some of them are in fact due to a typographical error in CML (Cioni, private communication). In all other cases the different sources of photometry, pulsation periods (when available) and close proximity suggest that these objects are the same. For one object, OGLE052711.00-692827.5, both associated objects have an uncertain spectral type: WBP-48 is classified as (M?), SHV052733.4-693050 as (CS?). It is kept as "M''. OGLE052705.07-693606.9 is associated with the carbon star KDM-4094, but also with the M-star HV 12048, and the latter type is assumed here. Of course oxygen-rich stars may evolve into carbon-rich stars, and three more objects that may have evolved in this way judging from the different spectral types are OGLE050859.83-691458.0 (WOH-G-202, KDM-2226), OGLE054109.00-700942.1 (WOH-G-473, KDM-5626), and OGLE054120.38-700823.3 (WOH-G-478, KDM-5645). In all cases the more recent spectral type (C) has been adopted. These stars are valid targets for spectroscopy, both in the optical to determine their (s-process) abundances, and in the mid-infrared to identify the dust features of the possibly still oxygen-rich dust shell.
Six objects are erroneously associated by SIMBAD with relatively
bright objects, and an appropriate comment is added in
Table 3. The alledged counterparts have B and/or V magnitudes in the range 10-13 mag, while the
,
and the
photo-electric R and I magnitude (all six objects happen to be
listed in KDM) are typically 14-15 mag and suggest B,V magnitudes
that would be closer to 16-18 mag. Optical and 2MASS finding charts
were also inspected and a bright object was typically found within 1
of the OGLE object.
Table 3: First entries in the electronically available table, which list: OGLE-field, OGLE-name, other names, spectral type and references and comments.
One of the major findings by Wood et al. (1999), Wood (2000) and subsequently confirmed by other studies is the existence of distinct PL-relations, usually indicated by the letters A-, A+, B-, B+, C, D. The values for the boundaries of these regions were originally taken from Ita et al. (2004a), Ita (private communication) and then slightly adapted. They are basically drawn by eye, and for reference the lines that define the boundaries have been listed in Table 4. The boundaries between A- and A+, and B- and B+ are placed at the tip of the RGB, i.e. K0 = 12.1, and 12.7 in the LMC and SMC, respectively.
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Figure 3:
K-band PL-relation, for the SMC ( left) and LMC ( right). Panels
indicate selection on I-band amplitude. Carbon stars are indicated
by filled circles, M- and S-stars by open circels. All periods from
Table 2 that fulfil
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Figure 3: continued. |
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Table 4:
Definition of the boundary lines of the sequences in the
K-band PL-diagram in Fig. 3. Relations are of the form
,
with K the dereddened magnitude on the 2MASS system.
Figure 3 shows the PL-relation in the K-band with these
boundaries, for the SMC and LMC separately, and according to cuts in
the I-band amplitude, as indicated in the insets. The K-band is on
the 2MASS system, and is the average of the DENIS and 2MASS photometry. In
particular, if both DENIS and 2MASS K-band data is available, the DENIS data point is corrected as explained above (i.e. 0.14 mag added), and
averaged with the 2MASS data point. This should take out some of the
scatter in the PL-diagram, as the effect of the variability in the
K-band is reduced. If only DENIS is available, the corrected value is
used. Not all periods listed in Table 2 are plotted.
Inspecting the outliers in preliminary versions of Fig. 3
indicated that to reduce the scatter a further cut was necessary,
in particular at the longer periods, as the timespan of the OGLE observations is about 1100 days. The following conditions were applied
(with
the error in the period):
for
;
for
and
for
.
Figures 3-7,
10, 12, 14 and all
calculations are based on periods that obey these conditions. In
contrast, all periods found have been listed in Tables 2 and 7 and are shown in Figs. 2, 9 and 13.
The following systematics may be observed: (1) small amplitude
variables are present at all periods; (2) objects with I-band
amplitudes
0.05 are not found in box "A+'' (nor "A-''); (3) objects with I-band amplitudes
0.45 are mainly found in box "C''.
These three remarks are valid for SMC and LMC alike.
Unfortunately, only three confirmed oxygen-rich SMC stars appear in Tables 2 and 3, and all come from an IRAS-selected sample (GB98). They all have (very) long periods and the error in these periods are such that only one period appears in Fig. 3.
For the LMC the situation is better. One can observe that: (4) essentially all SMC, and almost all LMC, carbon stars are brighter than the tip of the RGB; (5) LMC M-stars are observed below the TRGB, but only at small amplitudes; (6) for a given "box'' or amplitude cut, the M-stars are on average fainter than the C-stars; (7) a few stars brighter than the expected tip of the AGB, presumably supergiants, are present, and they predominantly have large pulsation amplitudes.
Statement 6 is illustrated in more detail in Figs. 4 and 5, where, respectively, LMC and SMC K-band histograms are shown for the stars inside different "boxes'' and partly for different I-band amplitude cuts, as indicated in the insets. For the LMC a distinction is made between C- and M/S-stars and for sequences A+, B+ and C the M-stars are on average fainter than the C-stars. The seems not to be the case for sequence D, suggesting that the LSP phenomenon is not related to evolutionary status.
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Figure 4:
Histograms of the LMC K-band 2MASS magnitude distribution for different "boxes'' and I-band amplitude cuts. The histograms for the M-stars (vertical lines), C-stars (hatched), and total are shown. The luminosity function for sequence "D'' is likely to be incomplete for
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Figure 5: As Fig. 4 for the SMC. |
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Figure 6: Amplitudes versus periods for the LMC ( left) and SMC ( right) variables. Symbols as in Fig. 3. |
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Figure 6 shows the Amplitude-Period diagram for LMC and SMC. They look qualitatively similar, and similar to diagrams shown in
Ita et al. (2004a) and Cioni et al. (2003). Interestingly, it appears
that for a given amplitude, the LMC M-stars have on average shorter
periods than the C-stars. This is a different manifestation of
something that could already be seen in Fig. 3, most
clearly in the panel with the cut 0.15
Amplitude < 0.45 where
sequence "B+'' contains mainly M-stars while sequence "C'' contains
mainly C-stars.
Figure 7 shows the Period-Colour diagram for LMC and SMC for DENIS and 2MASS data. They look qualitatively similar to diagrams shown in Lebzelter et al. (2002) and Ita et al. (2004a). Two features may be remarked, (1) there are more red carbon stars in the LMC than in the SMC (at least that are spectroscopically confirmed), (2) The M-stars are much more spread in (I-J)0 than in (J-K)0 colour.
The first observation may be related to an, on average, higher mass loss rate of AGB stars in the LMC compared to the SMC. Section 4.5 deals in more detail with obscured objects. The second observation is a known effect and related to the strong temperature dependence of the molecular bands in the red part of the optical spectrum in M-stars. Table 5 lists the (I-J)and (J-K) colours according to the model atmospheres (for solar metallicity) of M-stars (Fluks et al. 1994), and carbon stars (Loidl et al. 2001, her model with a C/O ratio of 1.1). In addition, for a few selected models the colours are listed in the last column of the stars when obscured by 0.05 mag in K by dust (see Sect. 4.5).
In this section possible changes in pulsation periods over time are discussed. This is possible because the periods in the Hughes list and WBP are based on plate material typically taken between 1977 and 1984, while the MACHO, OGLE, MOA and AGAPEROS data was taken in the late 1990s, i.e. a timespan of typically 17 years. A cross-correlation of the OGLE objects was performed, but this time not with spectroscopically known objects but rather with known LPVs with a historical period. Table 6 (complete table available in electronic form) lists the results for a total of 370 stars and is similar to Table 2. In addition the known periods are listed: first the historical period (Hughes list or WBP), then the corresponding period from OGLE, and when available other known periods (with reference between parenthesis). Since multiple periods are allowed for by the analysis of the OGLE data, the OGLE period quoted is the one for which the amplitude is similar to the one corresponding to the historical period (in some cases this then corresponds not to the primary period as determined from the OGLE data, but often to the LSP). In the last column some remarks are given concerning possible period or pulsation mode changes.
Objects of particular interest to look for period changes are the Miras that have defined the Mira PL-relation over the years and that have periods determined at multiple epochs (GLE81, WBP, FGWC, GLE03). In fact, GLE03 discuss 42 Miras that have defined the Mira PL-relation and in particular derive periods from the MACHO database and compare these to the historical period (FGWC, GLE81). In all but three cases they found the periods to be constant over 2 to 3 decades. The three are WBP-30 which changed from a 400d Mira into a small amplitude variable with 183d period, GR0537-6740 whose period changed from 418 to 367d, and GR17 whose period changed from 780 to 729d. In the other objects the change in period was less than 3% of the period.
Figure 8 shows that K-band PL-relation for the stars that changed the period by more then 0.1 dex, and with historical and recent period connected by a thin line. Several objects seem to have changed period considerably and changed pulsation mode. The data on these stars have been carefully checked in terms of positional association, period determination, amplitude, I and JK magnitudes when available, etc. These stars have been marked in Table 6, as well as other stars that changed period by more than 10% (30 objects). These smaller changes may very well be real but in most cases too small to be related to a change in pulsation mode. Most of the changes occur from box "C'' to "B+'' (15 out of 36), and from "C'' to "D'' (8/36). Unfortunately, the original data points of the stars from the Hughes list are not available to directly phase the old data points with the present day period to verify the change in period. Figure 9 shows some of the lightcurves of the stars that possibly changed pulsation mode (complete figure available in the electronic edition). As is evident many of them are far from being regular.
Possibly the best studied case of mode switching in a Galactic Mira-like variable is that of R Dor. Bedding et al. (1998) show that the star switches back and forth between two pulsation period of 332 and about 175 days, on a time scale of about 1000 days. The star has an accurate (Hipparcos) parallax and hence can be placed in Fig. 8. For any reasonable distance to the LMC it implies the star moves back and forth between sequences "C'' and "B+''.
Table 5: Theoretical colours of M- and C-stars of solar metallicity. For some models, the second line indicates the colours when the star is obscured by circumstellar dust equivalent to a dimming in K by 0.05 mag.
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Figure 7: Colour-Period diagram for the LMC ( top left and top right) and SMC ( bottom left and bottom right) objects. The period with the largest amplitude is plotted. Symbols as in Fig. 3. |
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Figure 10 shows the distribution of the ratio
(current period/historical period) near a value of 1. The observed
mean is 1.00018. Also a Gaussian fit to this distribution is shown to
guide the eye, which has a dispersion of 0.031. As stars evolve to
cooler temperature and lower mass on the AGB one might expect an
increase of the pulsation period. To verify this theoretically, the
synthetic AGB evolution code based on the formulation in Wagenhuber &
Groenewegen (1998) was used for a typical star with 2
initial
mass and metallicity Z = 0.008. The model takes into account the
changes in stellar parameters over the thermal pulse cycles, and
assumes that pulsation takes place over the entire TP-AGB, i.e. no
cessation of pulsation or mode switches during any phase of the stars'
TP-AGB evolution. For every time step the fundamental and first
overtone pulsation period was calculated from
P0 = 0.00851 R1.94 M-0.90 and
P1 = 0.038 R1.5 M-0.5 (Wood 1990; R being
the stellar radius in solar radii, and M the total mass in solar
masses). Figure 11 shows the distribution function of P0 and P1 over a timespan of 17 years for such an object, both
on a linear and logarithmic scale. The AGB evolution is such that on
average a star evolves to longer period with time, but almost not
measurably so over 17 years. Indeed the averages are 1.00024 for
fundamental mode and 1.00015 for first overtone. This implies that for
any individual star one must be able to determine periods to fractions
of a day to be able to detect period changes due to evolution, which
seems unrealistic since the lightcurves are rather complicated and not
mono-periodic in the majority of cases. The fact that the observed
mean of the period ratios over a 17 year timespan is close to the
predicted one probably indicates good fortune rather than to indicate
that, in a statistical sense, the predicted evolutionary effect has
indeed been detected. The width of the observed distribution is much
wider than predicted by the models, and is also wider than expected
from the errors in the observed period determinations alone. The
median period of the stars listed in Table 6 is about 290 days, and in the overall majority of cases such a period has been
determined with an accuracy of 0.7 days, or better. This implies one
would expect ratios near unity with an error of about 0.005 or
smaller. This would suggest that the width of the distribution is real.
In addition, there exist a few examples of LPVs whose period decrease over a longer timescale (Wood & Zarro 1981). Zijlstra et al. (2002) show that for the Mira R Hya
is about -1.6
10-3 between 1770 and 1950 AD. Although its period has actually stabilised at 385d since then, let us assume it would follow its
historical trend. Over a 17 year period it would decrease its period
by 9.9 days and would have a period ratio, as defined and used in
Figs. 10 and 11, of 0.975. These
values are predicted by the stellar evolutionary calculations
mentioned above (and by the calculations in Wood & Zarro) but with a
very low probability. The fact that the observed distribution in
Fig. 10 is wider than expected, based on the
errors alone, suggests that other phenomena than the "global''
increase in period over an AGB stars lifetime dominate this
distribution, or that a model assumption is incorrect. Either
pulsation does not take place at all phases of AGB evolution which
would influence the theoretically predicted distribution function, or
other physical phenomena play a role. Zijlstra et al. (2002) mention
and refer to weak chaotic behaviour and the effects of the
non-linearity of the pulsation in the case of R Hya.
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Figure 8: K-band PL-relation for the (LMC) stars that have undergone a period change over the past two decades of at least 0.1 dex. Historical and current period are connected by a line, with the current period marked by a solid circle. |
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Figure 9: Representative lightcurves of stars that have changed pulsation mode over the last 2 decades. The fit is indicated by the (red) solid line. Crosses indicate data points not included in the fit. Complete figure is available in the electronic form at EDP Sciences. |
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Since the spectroscopically selected sample, for given luminosity,
will be biased against stars with heavy mass loss, and hence fainter
I magnitudes, the present section discusses an infrared selected
sample with red infrared colours, which will complement the sample of
spectroscopically selected AGB stars. Figure 12 shows the
DENIS
K0 - (I-K)0 magnitude-colour,
(I-J)0 - (J-K)0colour-colour, and the 2MASS
K0 - (J-K)0 magnitude-colour,
(J-H)0
- (H-K)0 colour-colour diagrams for both LMC and SMC for the
spectroscopically selected sample in the two leftmost columns. Based
on this diagram it was decided to investigate the pulsation
characteristics of objects that have DENIS
(I-K)0 > 4.0 and
or 2MASS
(J-K)0 > 2.0 and
.
The infrared selected sample contains 577 objects (137 SMC, 442 LMC) that fullfill these limits and Fig. 13 shows the lightcurves of the reddest stars in (J-K) among them (the full figure is available in the electronic edition). Tables 7 and 8 show the first entries with information similar to Tables 2 and 3. The colour-colour diagrams are shown in the two right side columns in Fig. 12. Some stars from the spectroscopically selected sample also appear in the infrared selected sample, mostly M-stars for which it is was shown before that the later spectral types are reasonably red in (I-K), certainly compared to carbon stars for a given (J-K).
Figure 14 finally shows the K-band PL-relation for the
large amplitude variables in the infrared selected sample. Compared to
stars that are spectroscopically known they appear to be fainter at a
given period. This must be largely due to the dust obscuration. An
identical effect was shown by Wood (2003) who specifically looked at
MSX sources. To illustrate this, Fig. 15 shows the
spectral energy distribution of one of the stars in
Fig. 14, namely OGLE050854.21-690046.4 or MSX 83. For a
distance of 50.1 kpc, a luminosity of 22 100
is derived and a
mass loss rate of 7.6
10-6
yr-1.
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Figure 10:
Distribution function of the ratio of the historical to the current
period near a value of unity. The mean of all values is 1.00179. The
solid line is a Gaussian fit with a |
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Table 6: First entries in the electronically available table, which list: OGLE-field, OGLE-name, other names, periods (respectively the historical period-in the majority of cases from the Hughes list or WBP-then the present-day period from OGLE and finally other available periods with reference between parentheses), spectral type and references and comments on period changes.
Table 7: The infrared selected sample. As Table 2.
This paper addresses several aspects of the pulsational character of late-type stars in the Magellanic Clouds. The main focus is on the K-band PL-relation of almost 2300 spectroscopically confirmed M-, S- and C-stars. This sample avoids making the clearly incorrect approximation made in other studies that M-stars and carbon stars can be separated at a colour (J-K) = 1.4.
The present observations however do not allow the presentation a comprehensive picture of the evolution of pulsation periods of M- and C-stars. This would require a more detailed (AGB star) population synthesis study including pulsation properties. As previous MCs studies have found for AGB stars in general (Wood et al. 1999; Wood 2000; Noda et al. 2002; Lebzelter et al. 2002; Cioni et al. 2003; Ita et al. 2004a,b; Kiss & Bedding 2003, 2004), it is found specifically that both M-, and C-stars tend to occupy preferentially sequences B+ and then C for increasing amplitude. For a given amplitude, the C-stars tend to have the longer period, and, for each sequence they are more luminous. This effect has previously been observed in MC clusters (e.g. FMB) and is in qualitative agreement with evolutionary calculations that predict that C-stars evolve from M-stars.
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Figure 11:
Distribution function of the ratio of the fundamental ( top panels) and
first overtone ( bottom panels) pulsation period over a 17 year
timespan, on a linear (left-hand side), and logarithmic
(right-hand side) scale for a 2 |
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Table 8: The infrared selected sample. As Table 3.
Many objects have one period that falls in box "D''. In the
spectroscopically selected sample, 211 of 859 SMC stars (=24.6%)
have a period that falls in box "D'', and 318 of the 1418 LMC stars
(=22.4%, namely 229/1064 = 21.5% of C-stars and 89/354 = 25.1% of
M-stars). As will be discussed below, for at least some stars of the
IR selected sample this is due to the fact that they are weaker in Kbecause of dust obscuration. For the overall majority of the stars in
the spectroscopically selected sample this is not an issue. The reason
why some late-type stars appear on that location of the PL-diagram
is unexplained, see the discussion in Olivier & Wood (2003), Wood
(2003, 2004). The classical large-amplitude Mira variables appear on
sequence "C'' (see the last panels in Fig. 3) and are
believed to be fundamental-mode pulsators, hence longer (radial mode
pulsation) periods should not exist. The present paper does not shed
light on the nature of the LSP phenomenon, except that
Fig. 4 indicates that the K-band luminosity
function for sequence "D'' is essentially the same for the M- and C-stars, while for sequences "A, B, C'' the C-stars are brighter, as
expected from an evolutionary point of view. The luminosity function
of objects on sequence "D'' is fainter from those of the other
sequences. This is due to the fact that periods longer than 800 days
are underrepresented because of stricter selection rules. This affects
predominatly sequence "D'' objects with
10.5 mag. The
fact that the fraction of all object with periods on sequence "D'' is
essentially the same for C- and M-stars and that the K-band
luminosity of C- and M-stars of sequence "D'' objects is very similar
suggests that the LSP phenomenon is unrelated to chemical type, and
hence seems unrelated to a pulsation phenomenon.
Table 9:
K-band PL-relations in box "C'', of the form
.
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Figure 12: LMC ( top 2 rows) and SMC ( bottom 2 rows) colour-colour diagrams using 2MASS and DENIS photometry for the spectroscopically selected sample ( left 2 columns) and the infrared selected sample ( right 2 columns). Note the difference in scale! Symbols as in Fig. 3, with dots indicating objects without spectroscopic classification. |
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Figure 13: Lightcurves of the reddest stars in (J-K). Note the faintness in I. Nine of the 15 stars have been detected in the MSX survey. Complete figure is available in electronic form at EDP Sciences. |
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Figure 14: K-band PL-relation for the large amplitude variables in the IR selected sample, for the SMC ( left) and LMC ( right). |
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For a few hundred variables it was possible to look for period changes
over a timespan of typically 17 years. Almost all come from the
studies by Hughes (1989) and Hughes & Wood (1990). They identified
medium to large amplitude variables from photographic material using
typically 21 observations in the time span 1977 to 1984. Out of 370 objects, 36 have been identified that seemingly changed pulsation mode
(or at least changed "box'') between
1980 and the time of the
OGLE observations, and another 30 objects that changed pulsation
period by more than 10%. This ratio of about 10% (36/370) is similar
to the study of GLE03 who found large period changes in 3 out of 42 Mira variables studied. A caveat is that the original historical data
points have never been published, and it would certainly be preferable
to be able to phase the old data with the current period to see if in
fact the period change is real. For the moment I consider the 10%
change of pulsation sequence over
17 years as an upper limit. By
comparison, Zijlstra & Bedding (2003) find that only of the order of 1% of well-known Miras show evidence for period changes. The
understanding of MCs objects may improve with the results of ongoing
(e.g. OGLE-III) and future surveys.
Finally a sample of stars was studied selected on infrared colours, namely redder than the majority of the spectroscopically selected sample. There is no proof that these are AGB stars (except for the few ones that overlap with the spectroscopically selected sample) and they make suitable targets for spectroscopic follow-up to determine their spectral type. Many of these stars also have a period located in box "D'' but in this case the effect of obscuration by dust must be considered. This also has implications when using samples of variables to determine K-band PL-relations. In the last section one explicit example was shown, namely MSX 83, for which the SED was constructed and fitted with a dust radiative transfer model. Its period of 611 days, and K magnitude of 10.58 would put it in "box D''. However, when running the radiative transfer model without mass-loss the K-magnitude brightens to 9.17 mag (this value is somewhat dependent on the central star model atmosphere assumed) putting it on the extension of box "C'', consistent with the expected location for a star with a pulsation amplitude of 0.66 mag.
This implies that when studying the K-band PL-relation, and when
multi-colour data is available, a cut-off in colour should be applied
in order to avoid a bias by including stars that are dust-obscured in K. Although this seems obvious, a quantification of where this
cut-off should be placed and its actual application are rare in the
literature; In fact I could only find one instance. Glass et al. (1995) mention they exclude some faint outliers with
in the Sgr I bulge field (which corresponds to roughly
3.5, Glass 1986), but did not impose a colour criterium
a-priori. In other papers where dust obscuration in the studied
variables should play a role, the bolometric PL-relation is studied
(e.g. WFLZ), which circumvents this problem in a natural way.
It is difficult to give an exact colour cut-off to apply, since this depends on the colours involved, the dust properties and the evolution of mass-loss on the AGB. Based on the calculations presented in the last columns in Table 5 stars with colours (J-K)0 > 2.0 should certainly be avoided, and a stricter criterium would be to include M-stars only when (J-K)0 < 1.4 and C-stars only when (J-K)0 < 1.7.
Finally, applying these latter cut-offs to the spectroscopically selected stars in box "C'' with amplitudes > 0.45 mag and >0.15 mag, to improve the statistics, the K-band PL-relations listed in Table 9 have been derived, where also some relations from the literature are listed. The period distribution of these samples is shown in Fig. 16. It would be interesting to fit the SEDs of all infrared selected stars to be able to include the dust-correced K-magnitudes in these PL-relations.
There is very good agreement between the new relations (including what appears to be the first Mira K-band PL-relation in the SMC) and previous works. The formal error on the zero point and slope have become smaller, because of the larger sample size, but the overall rms are still larger because the photometry used in FGWC and GLE03 are averages over the lightcurve while the present data are at best averages of two measurements.
![]() |
Figure 15:
SED of one of the stars in the IR selected sample, MSX 83 annex
OGLE050854.21-690046.4. Plotted are the OGLE I, 2MASS JHK, MSX Aband and IRAS 12 and 25 |
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Figure 16: Period distribution of the LMC ( left panel) and SMC ( right panel) variables in box "C'' with I-band amplitudes larger than 0.15 mag. Shown are the histograms for the M-stars (vertical lines), C-stars (hatched), and total. |
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Acknowledgements
The author would like to thank Laurent Eyer for interesting discussions, Peter Wood (MSSSO), Mathias Schultheis (IAP) and Maria-Rosa Cioni (ESO) for providing computer readable versions of relevant data, Yoshifusa Ita for providing the boundaries of the sequences in the K-band PL-diagram in Ita et al. (2004a), Joris Blommaert for commenting on an earlier draft, and an anonymous referee for a very carefull reading of the manuscript.
This research has made use of the SIMBAD database, operated at CDS, Strasbourg, France.
This publication makes use of data products from the Two Micron All Sky Survey, which is a joint project of the University of Massachusetts and the Infrared Processing and Analysis Center/California Institute of Technology, funded by the National Aeronautics and Space Administration and the National Science Foundation.
This paper utilizes public domain data originally obtained by the MACHO Project, whose work was performed under the joint auspices of the US Department of Energy, National Security Administration by the University of California, Lawrence Livermore National Laboratory under contract No. W-7405-Eng-48, the National Science Foundation through the Center for Particle Astrophysics of the University of California under cooperative agreement AST-8809616, and the Mount Stromlo and Siding Spring Observatory, part of the Australian National University
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Figure 2: First entries of electronically available figure with all lightcurves. The fit is indicated by the (red) solid line. Crosses indicate data points not included in the fit. |
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Figure 9: Representative lightcurves of stars that have changed pulsation mode over the last 2 decades. The fit is indicated by the (red) solid line. Crosses indicate data points not included in the fit. Complete figure is available in the electronic form at EDP. |
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Figure 13: Lightcurves of the reddest stars in (J-K). Note the faintness in I. Nine of the 15 stars have been detected in the MSX survey. Complete figure is available in electronic form at EDP. |
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At the heart of the first code are the NUMERICAL RECIPES
subroutines fasper and mrqmin that perform a Fourier
transformation and a (weighted) linear least-squares fitting, respectively. The
function that is fitted to the data has the following form:
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(1) |
The Fourier analysis is done with the subroutine fasper. Inputs to it are the time and magnitude arrays. In addition one has to specify two parameters, ofac and hifac, that indicate a "typical oversampling factor'' and the maximum frequency in terms of a "typical'' Nyquist frequency.
In the present work ofac = 22 and hifac = 0.8 are used. The latter parameter is the determining factor in both the computational speed, and the shortest period that can be found. For example, some tests to correctly identify the main period in an RR Lyrae object with a known period of 0.55 days required hifac = 10.0. In this configuration the code would be more than a factor of 10 slower. At the same time it implies that in the configuration used in the present paper there is a bias in the detection of periods shorter than about 6 days, of no consequence as the focus is on AGB stars.
The outputs of fasper are the frequency where the peak occurs and
a number indicating a significance. One of the main parameters
in the code is to provide the critical cut-off above which a period is
not considered to be significant. In the present work
significance = 5.5
10-11 is used, and this was
determined empirically, by visually inspecting many lightcurves.
The code can be run in a single-star mode (for fine tuning) or in an automatic mode. It should be pointed out that some of the features and parameters just described and that will be described below have been determined only empirically. In fact, the cycle of Steps 1 and 2, and partly Step 3, has been repeated a few times to check the various steps in detail and come to the final choice of the parameters. The content of the code is now described in detail.
Read in the file which contains the path names to the 68 000 files which contain the I-band data.
The steps below are either done for one star (in single-star mode) or for all.
In single-star mode the frequency sometimes has to be set to twice or half the frequency found by fasper at this stage in order to let the program converge to the correct result.
In the second code a preliminary list of LPV candidates is determined, by applying (if one wishes) selections in magnitude, periods and amplitudes and by eliminating known non-LPVs and correlating with known LPVs and/or AGB stars. These issues are discussed here.
The advantage of compiling a list of variable objects in the direction of the MCs that are known not to be LPVs is twofold. First, it immediately limits the number of sources to be inspected visually in Step 3. Even more importantly, knowing the light curves of known non-LPVs helps identifying other such kind of objects in Step 3.
The literature was scanned for lists of objects identified in OGLE and other microlensing surveys MACHO, MOA, EROS in the direction of the MCs (hence not restricted to the OGLE fields). Eclipsing binaries (EBs) were included from Udalski et al. (1998; OGLE, 1459 in SMC), Wyrzykowski et al. (2003; OGLE, 2580 in LMC), Alcock et al. (1997; MACHO, 637 in LMC), Bayne et al. (2002; MOA, 167 in SMC), Grison et al. (1995; EROS, 79 in LMC). RV Tau objects from Alcock et al. (1998; MACHO, 33 in LMC). R CrB stars from Alcock et al. (2001; MACHO, 17 in LMC). A few known and many new candidate QSO from Eyer (2002; OGLE, 133 in SMC plus LMC), and Geha et al. (2003; MACHO, 59 SMC + LMC). Blue variable objects (possibly related to the Be phenomenon) from Mennickent et al. (2002; OGLE, 1056 in SMC), Mennickent et al. (2003; OGLE, 30 in SMC plus LMC), Eyer (2002; OGLE, 36 in SMC plus LMC), Keller et al. (2002; MACHO, 1280 in LMC). RR Lyrae stars from Soszynski et al. (2002, OGLE, 556 in SMC; 2003, 7612 in LMC) and Alcock et al. (2000; MACHO, 283 in LMC). Finally, Cepheids from Afonso et al. (2003; EROS, 880 in SMC and LMC), second overtone (SO) cepheids from Alcock et al. (1999; MACHO, 47 in LMC) and fundamental mode (FU), first overtone (FO), SO and double-mode (FU/FO and FO/SO) cepheids from Udalksi et al. (1999a,b,c,d; OGLE, 3492 in SMC + LMC).
This amounts to a total of 20 863 objects (including double entries coming from different sources).
In Step 3 the SIMBAD database is queried and so previous observations will normally be identified in this way. On the other hand, not all (recent) data is yet included there. Therefore a list of known or suspected LPVs, mostly from recent large survey work, was compiled.
Two of the largest "old'' surveys for LPVs are those by Hughes (1989) and Reid et al. (1995). I was not able to trace the relevant tables in these papers in computer readable form, but through P. Wood I obtained a table originally prepared by S. Hughes that seems to combine the data from these two papers. Eliminating double entries it contains information on 1317 LPVs in the LMC (I will refer to this list as the Hughes-list from now on).
From the MOA survey the 146 LPVs in the LMC discussed by Noda et al. (2002) are considered.
M. Schultheis kindly made available the unpublished periods, amplitudes, magnitudes of the about 470 LPVs in the LMC bar discovered by the AGAPEROS survey and discussed in detail by Lebzelter et al. (2002)
From Cioni et al. (2003) the 458 objects in the SMC are considered that have been detected in a mini-survey with ISOCAM (Loup et al. 2004, in preparation), have reliable DENIS and 2MASS counterparts (in the 2nd incremental data release) and have a MACHO lightcurve.
P. Wood kindly made available the MACHO id numbers, coordinates, periods and photometry of the 1560 objects he studied in Wood et al. (1999) and Wood (2000) in the bar of the LMC.
From Feast et al. (1989), using additional information provided in Glass & Lloyd-Evans (2003) and references therein, 58 LMC objects are considered that de facto have been defined the Mira PL-relation.
Finally, a list of 45 IRAS sources was compiled from Wood et al. (1992), Wood (1998), Whitelock et al. (2003), that have been monitored in the infrared and were found to have well determined periods.
The total list of known LPVs contains 4053 objects.
In addition a list of spectroscopically confirmed M-, S-, and C-stars
and supergiants with accurate coordinates (listed to 1
or
better) was compiled from lists in Westerlund et al. (1981, WOH),
Prevot et al. (1983, PMMR), Wood et al. (1985, WBP), Sanduleak (1989,
SkKM), Reiberot et al. (1993, RAW), Kontizas et al. (2001, KDM),
Morgan & Hatzidimitriou (1995, MH), Demers et al. (1993), Kunkel et al. (1997), Groenewegen & Blommaert (1998, GB98), Kunkel et al. (2000), Loup et al. (2004, specifically dealing with the Blanco fields as discussed in Blanco et al. (1980, BMB) and Frogel &
Blanco 1990) and Cioni et al. (2001), for a total of 13 175 stars
(including some double-entries).
As for some of the stars in the Hughes-list a spectral type has been
determined, in fact 13 451 stars (including double entries) in this list
have a spectral type assigned. Correlating this list with itself,
using a 4
search radius, reveals 12 631 unique entries (2899 C,
19 M, 0 S in the SMC, 8117 C, 1580 M, 16 S in the LMC). This list is
strongly biased towards carbon stars because of the very large surveys
in both LMC and SMC (notably RAW and KDM), and the lack of similar
surveys for M-stars.
In the present paper no cuts on magnitude, amplitude or period have
been made, as the sample discussed below will be restricted to
spectroscopically confirmed M-, S-, C-stars. For reference, in
Groenewegen (2004) the following cuts were applied to the SMC data to
select the LPV candidates: mean OGLE I < 16.8 mag, any of the fitted
periods > 50 days, and any of the fitted amplitudes (in the classical
sense,
from Eq. (1)) > 0.05 mag.
In hindsight, it would have been preferable to have had a faint limit
(maybe at
18-18.5) imposed as quite a few spectroscopically
confirmed M, S, C-stars were positionally matched with very faint (mean
I
19) OGLE objects which were often barely variable, and
clearly not the counterpart of the late-type stars.
The content of the code is now described in detail.
In fact, to allow for small differences in the astrometry, corrections have been determined and applied, as discussed in Sect. 4.1.
This last step is time consuming and involves several checks.