A&A 410, 671-684 (2003)
DOI: 10.1051/0004-6361:20031203
S. Messina1,
-
N. Pizzolato2
-
E. F. Guinan3 -
M. Rodonò4
1 - Catania Astrophysical Observatory, National Institute for
Astrophysics, Via S. Sofia 78, 95123 Catania,
Italy
2 -
Palermo Astronomical Observatory, National Institute for Astrophysics, Piazza
del Parlamento 1, 90134 Palermo, Italy
3 -
Department of Astronomy and Astrophysics, Villanova University, Villanova 19085,
PA, USA
4 -
Department of Physics and Astronomy, University of Catania, Via S. Sofia 78,
95123 Catania, Italy
Received 7 February 2003 / Accepted 5 August 2003
Abstract
The maximum amplitude (
)
of spot-induced brightness variations from
long-term V-band photometry and the ratio
/
between X-ray and bolometric luminosities are suitable indicators of the level
of magnetic activity in the photosphere and in the corona of late-type
stars,
respectively. By using these activity indicators we investigate the dependence
of coronal X-ray emission on the level of photospheric starspot activity in a
homogeneous sample of low mass main sequence field and cluster stars of
different ages (IC 2602, IC 4665, IC 2391,
Persei, Pleiades and Hyades). First, the
activity-rotation connection at the photospheric level is re-analysed, as well
as its dependence on spectral type and age. The upper envelope of
increases monotonically with decreasing rotational period (P) and Rossby
number (R0) showing a break around 1.1 d that separates two rotation
regimes where the starspot activity shows different behaviours. The
-P and
-R0 relations are fitted with linear, exponential
and power laws to look for the function which best represents the trend of the data.
The highest values of
are
found among K-type stars and at the ages of
Persei and
Pleiades.
We also analyse the activity-rotation connection at the coronal level as
well as its dependence on spectral type. The level of X-ray emission
increases with increasing rotation rate up to a saturation level. The rotational
period at which saturation occurs is colour-dependent and increases with
advancing spectral type.
Also the
/
-P and
/
-R0relations are fitted with linear, exponential and power laws to look for the best fitting
function.
Among the
fastest rotating stars (
d) there is evidence of super-saturation.
Also the highest values of
/
are found among K-type
stars.
Finally, the photospheric-coronal activity connection is investigated by using
for the first time the largest ever sample of light curve amplitudes as
indicators of the magnetic filling factor. The activity parameters
/
and
are found to be correlated with each
other, thus confirming the dependence of coronal activity on photospheric
magnetic fields. More precisely, the
/
-
distribution shows the presence of an upper envelope, which is constant at the
/
saturation level, and of a lower
envelope.
The best fit to the lower envelope is given by a power law with steepness
decreasing from F-G to M spectral types. However, it is considered
a tentative result, since the fit reduced
chi-squares are large.
Such spectral-type dependence may be
related to a colour dependence of
on the total starspot filling
factor, as well as to the coronal emission being possibly more
sensitive to starspot activity variations in F- and G-type than in
M-type stars. The
/
-
mean values for each
cluster in our sample decrease monotonically with increasing age, showing that
the levels of photospheric and coronal activity evolve in time according
to a single power law till the Sun's age.
Key words: stars: activity - stars: late-type - stars: magnetic fields - stars: starspots - X-rays: stars
Late-type stars of F-M spectral types with deep convection zones and high angular velocities (comparable to or higher than the solar value) can modify and intensify, by orders of magnitude, weak magnetic fields by means of magnetohydrodynamic processes (Parker 1979; Schüssler 1983). Once intensified, the magnetic fields determine the structure, the energetic balance and the evolution of stellar atmospheres, inducing a complex of phenomena known as activity (Catalano et al. 1999; Rodonò 2000). Brightness variations originating from the photosphere, line emission fluxes originating from the chromosphere and the Transition Region (TR), and coronal X-ray fluxes are among the well-studied manifestations of magnetic activity. Observational studies have shown that these activity manifestations are all correlated with the axial rotational period and, less sensitively, with the convective zone depth (e.g., Messina et al. 2001; Marilli & Catalano 1984; Pizzolato et al. 2003). The chromospheric, TR and coronal fluxes are found to be correlated with each other with increasing slope when increasingly high temperature diagnostics are plotted versus the coolest ones (Ayres et al. 1995; Marilli & Catalano 1984). However, the direct correlation of these activity diagnostics with the quantity of photospheric magnetic fields has not been so extensively investigated, the direct measurements of magnetic fields in late-type stars being not trivial (Landstreet 1992) and the measurements of parameters such as filling factor and field strength being very sparse and limited to small stellar samples (Saar 1990a; Saar & Schrijver 1987; Saar 1991).
The main aim of this paper is to investigate if a correlation exists between the level of coronal
X-ray emission and the amplitude of the spot-induced brightness variations,
more precisely, the light curve amplitude which is used as a tracer of the
starspot filling factor. The use of light curve amplitudes will allow us to
analyse a very large stellar sample, overcoming the paucity of direct
measurements.
A preliminary investigation was carried out by Messina et al.
(2001) who used the maximum light curve amplitude (
)
as a lower limit to the value of the starspot filling factor (
), that is
the fraction (
)
of the stellar photosphere covered by spots. They derived
relations between X-ray, CIV and MgII luminosities and
.
However,
as they pointed out, such relations were derived by simply folding
empirical relations of X-ray, CIV and MgII luminosities and
with
the rotational period.
In the present paper for the first time we compare directly X-ray luminosities
and brightness variation amplitudes and derive empirical relations. These are expected to help in testing and improving the current models of
coronal heating, as it will be addressed in a following paper.
In Sects. 2 and 3 we present the photometric data on which our analysis is based
and updated relations between
,
rotational
period and spectral type. In Sects. 4 and 5 we present the
X-ray data and how the luminosity depends on rotation and spectral type.
In Sect. 6 we investigate the correlation between the ratio
/
of
X-ray on bolometric luminosities and
.
Discussion and
conclusions are presented in Sects. 7 and 8.
In order to secure a stellar sample as homogeneous as possible, the following
selection criteria were adopted: a) single main-sequence stars, because it is
not clear yet how both binarity and evolution of the internal structure
outside of the main sequence influence magnetic activity; b) stars belonging to clusters of known age
(IC 2602, IC 4665, IC 2391, Persei, Pleiades and Hyades) as well as
field stars, in order to study age effects on magnetic activity; c) stars
with known rotational periods; d) stars with well-determined light curves (in the V-band of Johnson's UBV system); e) stars
with measurements of the X-ray flux.
Photometric data were collected mainly from the literature. For
six stars we used additional unpublished photometric data obtained at Villanova
University.
The analysis presented in this paper is based on a sample totalling 264 stars
and 861 light curves that are distributed as reported in
Table 1.
Table 1: Number of stars, light curves and age of the open clusters used in the present analysis.
This sample has 15% more stars and 72% more light curves than the sample previously analysed by Messina et al. (2001, hereafter referred to as Paper I). More precisely, it contains 39 additional stars, 10 of which belong to the IC 4665 cluster which was not present in the previous analysis, and 362 additional light curves.A few field stars were subsequently discarded from the initial sample because they did not meet all the above quoted selection criteria: HD 21845, HD 25893, HD 52452, HD 64096, HD 78644 turned out to be spectroscopic binaries, HD 98712 a visual binary, HD 31993 a giant and EXO 052707-3329.32 a Pre-Main-Sequence (PMS) star.
The photometric data of our star sample and their references are presented in
electronic form Tables. The typical error of the light curve maximum
amplitudes (
)
used in the following analysis is of the order of
0.015 mag.
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Figure 1:
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Considering that the stars and light curves we newly retrieved for the present
study enlarge by almost 70% the total sample of Paper I, it is interesting to
re-investigate the dependence of the historical maximum V-band light
curve amplitude (
)
on the rotational period, to check the validity
of previous results and to determine updated values of the empirical relation
parameters.
In order to investigate the mass and, therefore, the convective zone depth
dependence of the activity-rotation relation, the stellar sample was studied in
four different colour ranges:
Figure 1 shows
vs. rotational period. Different symbols are
used to distinguish field stars and stars in different clusters.
is an activity parameter directly related
to the starspot component unevenly distributed on the stellar photosphere
(cf. Sect. 2 of Paper I) and
it is proportional to the total starspot filling factor (
). Since
starspots are the dominant photospheric magnetic pattern in fast rotating stars
(Radick et al. 1989, 1998),
turns out
to be a suitable indicator of the total magnetic filling factor.
Actually,
represents a lower limit to
and
only the
upper envelope values most reliably trace
the way
depends on P and B-V. This envelope
(circled symbols in Figs. 1 and 2) was defined by
dividing the sample into bins of rotational period and by selecting
the stars having the highest
values (more precisely,
differing by less that 0.02 mag from the maximum within each bin).
The stars used to define the upper envelope are listed in the electronic form
Tables marked with the label fit.
In all the spectral ranges the
upper envelope is a decreasing function of
the rotational period. However, as evident in the G and K spectral ranges,
the activity-rotation relation shows a break at
d, i.e., ultra fast (
d) and
fast (
d) rotators behave differently. Such a behaviour
for F- and M-type stars may be only supposed, their data in the ultra fast rotation regime being currently too sparse.
Figure 2 shows
vs. Rossby number (
). Symbols
and circled symbols have the same meaning as in Fig. 1.
The Rossby number (
)
was computed adopting the
empirical turnover time
given by Noyes et al.
(1984). The results of the following analysis are qualitatively
unchanged when Gilliland (1985), Kim & Demarque
(1996) or Stepien's (1989) turnover times are used.
Ultra fast G-, K- and M-type stars have
maximum values at
about
d, which are never exceeded even among the fastest
rotators (
d), as shown in Fig. 2.
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Figure 2:
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Table 2:
Correlation coefficients (r), number of stars used to define the upper
envelope (N), parameters of the linear, exponential and power law weighted fits
to the data upper envelope of
and
relations and reduced chi-squares (
).
upper envelope data were fitted by linear, exponential and power law
relations. A different weight was assigned to the upper envelope data according
to the number of light curves used to derive them (see the electronic form
tables).
Correlation coefficients (r), fit parameters (a and b) and
reduced chi-squares (
)
are given in Table 2.
In the fast rotation regime the
-P and
-
upper envelopes for F- and K-type stars are best fitted by an exponential
law (dashed lines in Figs. 1 and 2); whereas for G-type stars
it is best fitted by a linear law (continuous
lines in Figs. 1 and 2). In the case of M-type stars
(upper envelope 1), the
-P upper envelope is best fitted by a linear law (continuous
lines in Fig. 1),
while exponential and linear laws give similar best fits to the
-
upper envelope, their reduced chi-squares differing by less than 5% (continuous
lines in Fig. 2).
The best fit for M-type stars (upper envelope 2) is given by a power law (dotted line in
Figs. 1 and 2).
In the ultra fast rotation regime the
-P and
-
upper envelopes are best fitted by a linear law (continuous lines in
Figs. 1 and 2).
We feel that the fits in Table 2 can be trusted since we have used rather simple functions to fit the trend of the data and since an additional analysis based on non-reduced chi-squares values gave the same results.
According to the quoted selection criteria, the IC 2602, IC
2391 and IC 4665 members of spectral type later than G8 were
excluded from the fit,
because they are pre-main-sequence stars.
Since most of the K6-M4 stars in our sample have not
arrived yet on the zero-age main-sequence
(D'Antona & Mazzitelli 1994),
this subsample is not as homogeneous as the others and
the
upper envelope in this spectral range must be considered
as tentative. For this reason we did not define an upper envelope for K6-M4
ultra fast rotating stars nor the
presence of a break.
For K6-M4 fast rotating stars two different upper envelopes seem to exist (see bottom panels of Figs. 1 and 2): the lower envelope (labelled as upper envelope 1) has a similar behaviour as in the other spectral ranges; the upper one (labelled as upper envelope 2) seems to diverge as the rotational period decreases.
The only star with an
value unusually high, given the P=15.8-d
rotational period, is the G5V star HD 111395 (marked by a downward
arrow in Figs. 1 and 2). The periodogram from which
Strassmeier et al. (1999) determined this rotational period
presents a relatively high noise
level and several secondary peaks. Therefore, we suspect that the detected
period is an alias of a shorter, e.g. P=7.9 d, rotational period. If this is the
case, the light curve amplitude would be perfectly consistent with the
-P relation.
As a result of this analysis we found that while the exponential law best describes
the way
decreases with increasing rotational
period and Rossby number in a few data subsets, in others the best fit is given by a
linear law. However, the linear law is physically less supportable, since
we expect convergence of
toward a saturation value when the
starspot filling approaches unity at the highest rotation regimes. The presence
of linear best fits may only result from the still limited sample of stars
available to define the upper envelope.
With regard to this, it is interesting to note that by using the direct
measurements of the magnetic filling factor collected by Saar (1990a, 1991), Stepien (1991) found that an exponential
relation between filling factor (
)
and Rossby number is preferred.
More precisely he found
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Figure 3:
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Figure 3 shows the dependence of
on the star's B-V colour index.
Symbols have the same meaning as in Fig. 1, except that fast rotating stars are distinguished from ultra fast rotating stars by
circled symbols. Vertical bars separate the four spectral ranges. Dotted and
continuous lines are plotted to show how the largest
values vary
with B-Vin the ultra fast and fast rotation regimes, respectively.
In the ultra fast rotation regime the starspot activity level monotonically
increases up to a maximum value of
mag at
B-V
1.1 in the G8-K5 spectral range, then it monotonically decreases
towards later spectral types.
In the fast rotation regime the starspot activity level shows a more complex
behaviour.
is largest in the same G8-K5 spectral range but with
two maxima of comparable height of
mag at
B-V
0.9 and B-V
1.2. It decreases down to a minimum at
about B-V
1.5, then it starts increasing towards the coolest stars of
the sample.
Different dynamo actions operating in the two rotation
regimes, as already highlighted by the presence of a break in the
activity-rotation relation, may determine such different colour dependence in
the starspot activity level.
The presence in our sample of cluster stars of known age allows us to assess the
influence of stellar age on the starspot activity level. The stellar clusters
at our disposal have ages (see Table 1) in the range from 0.03 Gyr (IC 2602 and
IC 4665) to 0.6 Gyr (Hyades). The subsample
of field stars, although it contains objects of different ages, is mainly
composed of stars belonging to the Pleiades cluster moving group
having a similar average age.
As shown in Figs. 1-3, since the upper envelope is mainly determined
by the Pleiades,
Persei and field stars, the starspot activity
level around the Pleiades age (0.115 Gyr) seems to be
higher than in the zero-age main sequence.
In the K6-M4 spectral range, where most of the stars are in the pre-main sequence evolutionary stage, the spot activity level appears to be comparable to G-type stars. The coolest M-type stars have a slightly higher activity level.
Models of stellar evolution predict that stars have a minimum radius and a maximum rotation rate, provided that the angular momentum is conserved, as soon as they arrive on the zero-age main sequence. As the stars age, they spin down due to magnetic braking and their level of magnetic activity decreases (Skumanich 1972). The increase in the starspot activity level of F- and G-type stars from ZAMS to the Pleiades age may be an artifact, since the fraction of very young stars in our sample (and of corresponding light curves) is smaller than the fraction of older stars. More data may show the highest activity level to be effectively at the beginning of the ZAMS.
All of the field stars we selected for this study, but one (HD 77191), were detected as X-ray sources during the ROSAT All Sky Survey (RASS). Count rates H and S in the hard (0.4-2.0 KeV) and soft (0.1-0.4 KeV) ROSAT-PSPC pulse height channels, respectively, hardness ratio HR= (H-S)/(H+S) and associated errors have been retrieved from the RASS Bright Sources Catalog (Voges et al. 1999) for all the selected stars except for HD 234601, whose X-ray data are listed in the RASS Faint Source Catalog (Voges et al. 2000). Stellar distances were derived from Hipparcos parallaxes. For 8 stars only, which were not in the Hipparcos catalogue, previously known values of parallaxes were used. For these stars we adopted the constant value 0.4, as the most appropriate ratio between the parallax error and its estimate. This number was chosen as the most appropriate taking into account the errors associated with the stellar parallaxes published in the fourth edition of the Yale Trigonometric Parallaxes (Van Altena 1995) available before Hipparcos.
In order to calculate the X-ray luminosity ()
of these stars we have
estimated a count rate-to-energy
flux conversion factor (CF) following the linear regression curve published by
Schmitt et al. (1995) of CF as a function of the Hardness Ratio. The
uncertainty on the X-ray luminosities was estimated by taking into account
the errors on the
stellar parallax, count rate and hardness ratio.
For all the stars with B-V <1.34, the bolometric luminosity was calculated by
using the bolometric
correction (BC) derived from the B-V colour via the transformations of
Flower (1996); for redder
stars, whose B-V color less reliably indicates the stellar effective
temperature (e.g., see Amado & Byrne 1997 and references therein) we have adopted the calibration of
Delfosse et al. (1998) by using the BC vs. (R-I)Ccolour relationship. The uncertainty on the X-ray to bolometric luminosity ratio
(
)
was assumed to be the
same as that calculated for the X-ray luminosity, the error on
bolometric luminosity being negligible compared to that on X-ray
luminosity.
We have searched the literature in order to get the X-ray emission data
available for the previous cluster
studies. We have retrieved the X-ray luminosities and the
ratios of all the
cluster members from the original papers (see the reference list in the
electronic form Tables). X-ray data of all cluster stars were obtained by
the ROSAT-PSPC, except for IC 4665 whose X-ray data were obtained
by the ROSAT-HRI High Resolution Imager.
X-ray luminosities (L
)
were computed in the same 0.1-2.0 KeV energy band as done for the field stars. We have also
estimated the uncertainty on X-ray luminosity by retrieving the published
error on
,
where available, or by considering both errors on the count rate
and stellar
distance, deriving the latter from Hipparcos data (Robichon et al. 1999).
Following Pizzolato et al. (2003), we verified that the bolometric luminosities of
such cluster stars, mainly derived by using the BC from Johnson (1966) for
stars with B-V <1.34 and Monet et al. (1992)
relationship for later-type stars, resulted to be consistent with the
bolometric luminosities as computed for field stars.
X-ray luminosities, X-ray to bolometric luminosity ratios, their uncertainties and references are listed in the electronic form tables.
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Several observational studies have shown the existence of a dependence of the
level of X-ray emission on rotation rate in late-type stars
(Walter 1981, 1982; Stauffer et al. 1994; Hempelmann et al. 1995; Randich et al. 1995, 1996; Patten & Simon 1996).
However, the use of different pairs of
parameters such as surface flux (), X-ray
luminosity (
)
or its ratio to bolometric luminosity (
/
), and the projected equatorial velocity
(
)
or the axial rotational period, but especially the use of stellar samples differing in size and containing
stars of quite different spectral type, luminosity class, binarity and age has
resulted in different relations regarding the X-ray
emission-rotation distribution or different values of their coefficients.
In this section we analyse the X-ray emission-rotation relation for one of the
most numerous and homogeneous (cf. Sect. 1) stellar samples currently available
and characterized by accurate determination of rotational periods and of V-band
light curve amplitudes. Moreover, we use the dimensionless /
quantity, where bolometric luminosities of field and
cluster stars have been computed consistently (see Pizzolato et al. 2003).
The whole stellar sample is studied in four different spectral ranges to investigate
the mass dependence.
(
/
)
is plotted vs. rotational period in
Fig. 4 and vs. Rossby number in
Fig. 5, where symbols have same meaning as in
Fig. 1 and circled symbols denote the stars used to define the data
upper envelope in the
-P and
-
relations
(Sect. 3). The correlation
coefficients and the relation parameters of the linear, exponential and power
law weighted fits are listed in Table 3.
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The level of X-ray emission increases with increasing rotation rate up to a
saturation level. The rotational period where saturation starts is colour
dependent and increases with advancing spectral type (see Pizzolato et al. 2003).
The dotted lines in Fig. 4 indicate the rotational period range
within which the saturation starts. The continuous and dashed lines in Figs. 4 and 5 represent
the exponential and power law fits to the data. Stars in the saturation regime (more precisely those
with a rotational period shorter than that indicated by the dotted line) were
excluded from the fit.
By fitting
/
)-P and
(
/
)-R0 relations
of G-, K- and M-type stars, the smallest reduced chi-squares values were obtained
with linear and exponential laws, the last with larger chi-squares values, and with
linear and
power laws in the case of F-type stars. As noted in Sect. 3.1, the linear law is
physically less supportable, since
/
tends to saturate
toward highest rotation rates. However, it must be pointed out that also
the exponential law for G-, K- and M-type stars,
and the power law for F-type stars might not give the most appropriate description
of the trend in the data, since
the reduced chi-squares values
are large (from 6.5 to 24.4 in Table 3).
As already noted in the study carried out by Patten & Simon (1996)
we find that in our sample of K-type stars a discontinuous jump appears in the relation
around P
8-10 d (
0.3-0.4).
At the highest rotation rates (
d,
)
in the K and M spectral ranges, it is possible to see evidence of the supersaturation regime
(Prosser et al. 1996; Randich 1998; James et al. 2000), where the level of the X-ray emission tends to
decrease with increasing rotation rate.
We also note that the
(
/
)
ratio of HD 111395 is higher than
expected. A rotational period smaller than the known value would reduce its scatter from
the
(
/
)-P fit.
Table 3:
Correlation coefficients (r), number of stars used to define the upper
envelope (N), parameters of the linear, exponential and power law weighted fits
to the upper data envelope of the /
-P and
/
-
relations and reduced chi-squares (
).
In Fig. 6 we plot (
/
)
vs. B-V colour. Symbols have the same meaning as in the previous figures, except that circled
symbols refer to stars in the fast rotation regime. The continuous segments are
plotted to better show the behaviour of the upper envelope of fast rotating
stars. It is interesting to note that such an envelope has a dependence on B-V colour, similar to the trend shown by the
upper envelope
(cf. Fig. 3). The luminosity ratio
(
/
)
monotonically increases in the F-G spectral ranges, then reaches the
maximum value of
in the K spectral range at
B-V
0.85. It decreases to a minimum of
at
B-V
1.00 and it shows a secondary maximum of
(
/
at B-V
1.10. Then,
/
decreases towards later spectral types, with evidence
of a slight increase among the coolest stars.
Differently than observed for the
upper envelope, the ultra fast
F-, G- and M-type stars (around B-V
1.4) have an X-ray luminosity
level only slightly higher than fast stars.
The spread of values of
(
/
), which is constant
in the F-K spectral ranges, is considerably smaller among M-type stars.
According to Stauffer et al. (1994), such a spread is mainly attributable to the large range of
rotational periods. More precisely, the spread decreases towards later spectral
types since M stars have longer braking time scales and are mostly
rotating very rapidly (Stauffer 1990;
Barnes 2003).
In the panels of Fig. 7 we note a significant
increase (from 2 up to 3 orders of magnitude) in the minimum values of (
/
)
with increasing
,
but with decreasing steepness from F and G to
the later spectral types. Such a behaviour is expected from both the
(
/
)-P and
-P relations. In fact, most of the stars (plotted with circled symbols)
in the lower envelope, which is defined by the
minimum values of
(
/
)
for any
value, are the same stars determining the
-P upper envelope. Since
they have the slowest rotational period for any given
value (see
Fig. 1), they also have the lowest
/
values, given the decrease of X-ray emission on rotational
period (see Fig. 4). The scatter within the lower envelope is
larger than within the upper envelope in the
-P relation. In fact, while
values are derived from long-term
studies and represent the maximum photospheric activity
level, on the contrary, the X-ray data represent a snapshot of the coronal
activity level at the time of observation, that is at a given phase of
rotation and long-term activity. Therefore, the relatively high scatter is
mainly attributable to the short- and long-term variations of the X-ray
emission level, the first due to rotational modulation and flare-like
activity and the second due to intrinsic time changes of coronal structures
(e.g., Schmitt 1992; Marino et al. 2002). We
would expect to observe a reduced scatter if long-term X-ray studies were
also available.
The stars on the left of the lower envelopes in Fig. 7 have few
determinations of
(see electronic form Tables).
When long-term photometric studies will also
be available for these stars, their location in the graph is expected to
approach the lower data envelope, appreciably reducing the observed spread,
apart from that deriving from the X-ray variability.
The (
/
)
vs.
distribution also
presents evidence of an upper envelope which is constant at the saturation
level of
(
/
)
.
The range of
values in such an envelope increases from F5-F9, where
actually it is not clearly detectable, to K6-M4 spectral ranges. The stars in
the upper envelope (plotted with open diamonds) are the same ultra fast
rotating stars (0.3 < P < 1.1 d) determining the upper envelope in the
-P relation. The stars below the upper envelope (plotted with open
squares) are in the super-saturation regime (P < 0.3 d). In these
regimes the
(
/
)
depends neither on the rotational
period nor on
.
The coefficients of correlation r as well as the parameters a and b and the reduced chi-squares (
)
of the linear, exponential and
power law weighted fits to the lower envelope of the
(
/
)
vs.
distribution
are listed in Table 4.
The smallest reduced chi-squares values for F-, G-, K- and M-type stars (upper fit)
are obtained when power and
exponential laws are used, the chi-squares values of the power
law fits being smaller on average by less than 20% than the chi-squares values
from the exponential law fit. The smallest reduced chi-squares values
for M-type stars (lower fit) are given by an exponential law.
However, at least for F-, G- and K-type stars the power law might not
be the most appropriate function to describe the trend
of the
data,
since the reduced chi-squares values
are large (see Table 4).
Nontheless, in order to compare the results of this analysis with those from previous
studies let us consider the power law fits (continuous lines in
Fig. 7) which we write in the form of
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We note that HD 111395, even assuming a shorter rotational period,
lies
far from the fit shown in Fig. 7,
the level of its coronal and photospheric activity not being
consistent with one another. This star certainly deserves attention in
future studies.
Also the K-type stars VB 43, VB 91 and AP 72
(labels A, B and C, respectively, in Fig. 7) are
appreciably below the (
/
)
lower envelope. In
the case of VB 43 and VB 91 it is due to a
(
/
)
ratio smaller than expected for their
rotational period (see Fig. 4), while in the case of
AP 72 it may also due to the relatively large uncertainty on the
luminosity ratio.
In the case of M-type stars two power law fits are plotted (bottom right
panel of Fig. 7): the lower envelope 1 (continuous line)
refers to the
upper envelope 1 in Fig. 1 and the
lower envelope 2 (dashed line) refers to the
upper envelope 2 in
the same figure.
Dotted lines (bottom right panel of Fig. 7) represent
power law fits to the upper envelope data in the saturation regime (marked with
open diamonds). Apart from HII 250 (label D in
Fig. 7), which is the only G-type star with a
/
appreciably lower than in the other stars, in the
saturation regime there is no apparent correlation between
/
and
.
In the case of M-type stars there is a slight tendency for
/
to decrease with increasing
.
Also in the super-saturation regime no correlation apparently exists between
(
/
)
and
.
The (
/
)
vs.
distributions plotted
in Fig. 7 are consistent with current models of stellar angular
momentum evolution. These models assume that the rate of angular
momentum loss, due to braking by a magnetized wind, depends basically on
angular velocity and spectral type (e.g., Pinsonneault et al. 1990; Chaboyer et al. 1995; Barnes & Sofia 1996). The angular velocity determines the braking strength
according to a power law, but only up to a threshold angular velocity beyond
which loss rate saturation occurs and the braking strength becomes almost
constant (e.g., Kawaler 1988; Chaboyer et al. 1995). The spectral type, more
precisely the depth of the convective zone, determines the braking time scale
which increases with advancing spectral type (Stauffer 1990;
Barnes 2003).
We expect to find evidence of such
spectral-type dependent time evolution in the normalized distributions of
rotational periods of our stellar sample. Actually, in Fig. 8
we see that the fraction of faster rotating stars
significantly increases with advancing spectral type, except for F-type
stars because of a selection effect. In fact, our sample of F-type stars lacks slow
rotators, since their
activity level is very low and it is difficult to detect the photometric variability.
Such spectral-type dependent evolution of the rotational period
distribution is also seen in the
(
/
)
vs.
relationship.
![]() |
Figure 8: Normalized distributions of rotational periods in F, G, K and M spectral ranges. Continuous and dotted lines represents cubic fit to the histogram obtained using a three-day binning. |
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The M-type stars in our sample are mostly PMS or just arrived on the
zero-age-main sequence. They have not undergone magnetic braking and
are in the activity saturation regime. Moreover, the onset of
the saturation regime occurs at longer rotational periods ( d) for M-type stars
than for other spectral types (see Fig. 4 and Pizzolato et al. 2003). Consistently, in the bottom right panel of
Fig. 7 most stars are located in the upper envelope.
Lower envelopes (1 and 2), which are determined by the fraction of slower rotating
stars, have a relatively small range (-4<
/
<-3)
of values.
Lower envelopes 1 and 2
reflect the different dependence of upper envelopes 1 and 2
on rotational period (see Fig. 1).
The K-type stars of the youngest clusters (IC 2602, IC 4665,
IC 2391 and
Persei) are also rapid rotators, while
the older-age K-type stars (Pleiades, Field and Hyades) have
already left the saturation regime due to magnetic braking. Consistently, in
the bottom left panel of Fig. 7 the upper envelope is still
well populated by stars in the saturation (diamonds) and super-saturation
(squares) regimes, and the lower envelope has a range of values (-5<
(
/
)
<-3) much larger than the M-type stars,
the fraction of slower rotators being increased.
![]() |
Figure 9:
Power law fits to the ![]() ![]() ![]() ![]() ![]() ![]() ![]() ![]() |
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Table 4:
Coefficients of correlation (r), number of stars used in the fit (N), parameters (a and b) of the linear,
exponential and power law weighted fits to the lower envelope of the /
-
distribution in the fast rotation regime
(
d) and reduced chi-squares (
).
In the G0-G7 spectral range only the stars of the youngest clusters
(IC 2602, IC 4665, IC 2391) are rapid rotators.
All the older cluster stars have been already slowed by magnetic braking.
Consistently, in the
top right panel of Fig. 7 the upper envelope is poorly
populated, most stars having moved towards the lower envelope, which has
a similar range of values (-5< (
/
)
<-3) as
the K-type stars, the fraction of slower rotators (
d) being similar
in the G and K spectral ranges (see Fig. 8).
All F-type stars are expected to have been slowed by magnetic braking (Stauffer 1990; Barnes 2003) and, consistently, in the top left panel of Fig. 7 we observe them to be located only in the lower envelope. Apparently, the level of photospheric as well as coronal activity of F-type stars is low enough to overcome the excess of F-type rapid rotators.
New information on the time evolution of magnetic
activity can be inferred from the (
/
)
vs.
distributions.
In Fig. 9 we plot the lower envelope power law fits
from Fig. 7 (see also Table 4). The spectral types are
distinguished by different line styles and the cluster stars (
/
)
mean values by different symbols.
We focus on fast rotating stars (
d), since
ultra fast rotating stars are in a saturation or super-saturation
regime and do not show a correlation between
/
and
.
Field stars are less active than the Pleiades, being older on average.
Also F-type
Persei stars seem to be less active
than the Pleiades, the number of stars
from which the average is computed being small.
Finally, among M-type stars the mean values
of
(
/
)
and
seem to vary quite
independently of the cluster ages.
It is interesting to note that in the case of G-type stars the power law
relation (dotted line) we derive from our data provides a good fit to solar
/
value.
We see that the
(
/
)
and
values
for all but M spectral types evolve in time according to a single power law,
the youngest clusters being the most active and the oldest one (Hyades) the
least active. This is a first remarkable result because it may indicate that
the way coronal heating is linked to photospheric activity is constant in time,
the strength or efficiency of the coronal heating mechanism being basically the
main variable.
The distributions plotted in Fig. 7 are also consistent
with the theoretical scenario
according to which the section of flux tubes, as well as their total filling factor,
increase with height from the photosphere towards the
upper atmospheric layers (e.g., Spruit 1981). Since the total amount of
magnetic fields emerging at photospheric level primarily depends on the
rotational period, then the filling by magnetic fields
increases with increasing rotational period at all atmospheric layers and more
rapidly in the upper layers. This is clearly seen in the activity-rotation
and flux-flux relations, where the
activity diagnostics are correlated to rotational period and
with each other with increasing slope
when increasingly high temperature diagnostics, such as the X-ray ()
luminosity, are plotted versus the coolest
ones such as the CIV (
)
or the MgII
(
)
luminosity
(e.g., Dorren et al. 1994; Pizzolato et al. 2003).
The values of the power law coefficients of the lower envelope fits
in Fig. 7 are consistent with this
scenario. In fact, if we compare the relations between X-ray, Mg II h&k and CIV luminosities for G-type stars, e.g. those derived from Dorren et al. (1994)
The distributions plotted in Fig. 7 also add new information on
the colour dependence of the coronal activity on the photospheric one.
F-type stars, which have a shallow convective zone, apparently have coronae most
sensitive to variations of the starspot activity level. A small increase in
the quantity of photospheric spots, e.g.
mag, produces an increase in the level of coronal emission up to an
order of magnitude.
On the contrary, M-type stars, which have a very deep convective zone,
apparently have coronae less sensitive to variations of the starspot activity
level. The same increase in the quantity of photospheric spots determines an
increase in the coronal emission level of only one tenth that of the F-type star's
value. Such different
sensitivity to the variations of the starspot activity level may origin in the
corona as well as in the photosphere and can be related to the use of
as tracer of the total starspot filling factor.
We know that in G-type stars the quantity of spots unevenly (
)
and evenly
(
)
distributed in longitude are similar (see Paper I). If we assume that in
K- and M-type stars
,
even with small
the total starspot filling factor would be high. That would explain
the high level of X-ray emission in the later spectral types for small values of
and the apparently lower sensitivity of coronal emission to the variation of photospheric activity.
The sensitivity might be found to be comparable
among different spectral types, when
would be used in place of
.
As soon as the current photometric monitorings (e.g. Rodonò et al. 2002; Messina & Guinan 2002) make
available the more numerous and longer-term photometric data sets for
F-, K- and M-type stars, we will be in the position to check the validity
of our assumption. However, at present we cannot say if the dependence of the
efficiency of the coronal heating mechanism on the spectral type is effective
or if it depends on the prevailing type (uniform or asymmetric) of distribution of
spotted regions in the photosphere, which may as well be spectral-type dependent.
Finally, the existence of a
/
-
relation is remarkable because photometric
determinations of
allow us to put a lower
limit on the X-ray luminosity for those stars for which X-ray measurements are
not yet available.
Observational studies have confirmed that the presence of hot coronae in late-type stars and the level of their X-ray luminosity depend ultimately on the strength and total amount of surface magnetic fields, as expected on the basis of theoretical arguments and of the solar analogy. However, direct measurements of surface magnetic fields are currently very difficult to be obtained and limited to small and inhomogeneous stellar samples. Thus, such measurements are not suitable to infer the accurate empirical relations between magnetic field and global stellar parameters needed to test and improve the current models of coronal heating.
To overcome the paucity of direct measurements, in the present paper we propose
the use of the maximum light curve amplitude (
)
as the closest, although indirect,
indicator of magnetic filling factor.
By handling a very large and homogeneous sample of field and cluster
main-sequence stars the following results are presented:
Acknowledgements
Active star research at the Catania and Palermo Astrophysical Observatories, INAF, is funded by MIUR (Ministero dell'Istruzione, dell'Università e della Ricerca) and the Regione Siciliana, whose financial support is gratefully acknowledged. This research is also supported by the US National Science Foundation for Research whose financial support is gratefully acknowledged. The extensive use of the SIMBAD database, operated by the CDS center, Strasbourg, France, is gratefully acknowledged. We thank the referee, Dr. N.A. Webb, for careful reading of the manuscript and valuable comments.