A&A 392, 671-690 (2002)
DOI: 10.1051/0004-6361:20020937
M. Endl 1,2,3 - M. Kürster 3,4 - S. Els 5,4,3,7 - A. P. Hatzes 4 - W. D. Cochran 2 - K. Dennerl 6 - S. Döbereiner 6
1 - Universität Wien, Institut für Astronomie,
Türkenschanzstr. 17, 1180 Wien, Austria
2 - McDonald Observatory, The University of Texas at Austin,
Austin, TX 78712-1083, USA
3 - European Southern Observatory, Casilla 19001, Vitacura,
Santiago 19, Chile
4 - Thüringer Landessternwarte Tautenburg, Sternwarte 5,
07778 Tautenburg, Germany
5 - Isaac Newton Group of Telescopes, Apartado de Correos 321,
38700 Santa Cruz de La Palma, Spain
6 - Max-Planck-Institut für extraterrestrische Physik,
Giessenbachstr., 85748 Garching, Germany
7 - Universität Heidelberg, Institut für Theoretische
Astrophysik, Tiergartenstr. 15, 69121 Heidelberg, Germany
Received 21 February 2002 / Accepted 5 June 2002
Abstract
We present the complete results of the planet search program carried out at the ESO
Coudé Echelle Spectrometer (CES) on La Silla, using the Long Camera from Nov. 1992 to April 1998.
The CES survey has monitored 37 late-type (F8V - M5V) stars in the southern
hemisphere for variations in their differential radial velocities (RV) in order to detect
Doppler reflex motions caused by planetary companions.
This led to the discovery of the first extrasolar planet in an Earth-like orbit around the
young (ZAMS) and active G0V star
Horologii (Kürster et al. 2000).
Here we present the RV results for all survey stars and perform a statistical examination of
the whole data-set. Each star is tested for RV variability, RV trends (linear and non-linear) and
significant periodic signals.
Hyi and
Ind are identified as long-term, low-amplitude
RV variables. Furthermore, for 30 CES survey stars we determine quantitative upper mass-limits
for giant planets based on our long-term RV results. We find that
the CES Long Camera survey would have detected short-period ("51 Peg-type'') planets
around all 30 stars but no planets with
at orbital
separations larger than 2 AU. Finally, we demonstrate that the CES planet search can be
continued without applying velocity corrections to the RV results coming from the currently installed
Very Long Camera at the CES.
Key words: stars: planetary systems - stars: binaries: spectroscopic - stars: low-mass, brown dwarfs - techniques: radial velocities
The exciting discoveries of giant planets orbiting solar-type stars by precise Doppler searches have caused a shift in our paradigm of the structure and formation of planetary systems. Although we now know that planets have also formed around stars other than the Sun, their orbital characteristics turned out to be quite exotic (for an overview see e.g. Marcy et al. 2000).
Extrasolar giant planets were detected in very close-by orbits around their host stars with periods of the order of a few days, while orbital eccentricities at longer periods appear to be distributed quite uniformly. To date no Solar System analogue has been detected which is primarily due to the insufficient time baseline and long-term RV precision of present Doppler surveys. However, the detection of Jovian-mass companions with P>10 yrs will become possible in the near future.
One of these long-term RV surveys is the planet search program at the
Coudé Echelle Spectrometer (CES)
at ESO La Silla, which was begun in Nov. 1992 using the 1.4 m CAT telescope.
The highlight of this program so far was the
discovery of an extrasolar giant planet in an Earth-like orbit around the young (ZAMS) and modestly
active G0V star Horologii (Kürster et al. 2000).
It is important to set such discoveries into the context of the complete
results obtained by planet search programs.
The pioneering study by Walker et al. (1995) first
presented long-term (12 years) RV results for a sample of 21 stars and discussed the
implications of their non-detections on the occurrence of Jovian-type planets around solar-type stars.
In an even earlier work, Murdoch et al. (1993) presented an analysis of their RV measurements for 29 stars over 2.5 years, finding no brown dwarf companions within 10 AU in their
sample. Since then RV measurement precision (e.g. Butler et al. 1996) and the
size of target samples has increased dramatically. Extrasolar giant planets, which
can be detected by present Doppler searches, exist around 3-5% of the observed
solar-type stars. Another study of the long-term RV behaviour of a sample of stars was presented
by Cumming et al. (1999). These authors examined 11 years of RV data collected
by the Lick survey for 76 F-, G-, and K-type stars and derived companion limits for these stars.
With this work we present all RV measurements of the CES survey and a complete analysis thereof over the time period of November 1992 to April 1998. During that time observations were performed with the same telescope and spectrograph configuration and thus form a homogenous data set. After April 1998 the CES instrument underwent major modifications and the results based on data collected after that point of time will be presented in an upcoming paper.
The structure of this paper is the following: Sect. 2 gives an overview of the CES planet search program, Sect. 3 presents the complete RV results of the CES targets (Appendix A displays the RV measurements graphically for each star), Sect. 4 is a statistical examination of the CES RV data where we perform tests to identify variable stars, the presence of linear and non-linear trends and periodic signals, in Sect. 5 we set quantitative upper mass-limits for orbiting planets based on the RV results (Appendix B shows the derived limits for each survey star) and finally Sects. 6 and 7 contain the discussion and summary.
The search for extrasolar planets in the southern hemisphere using the Coudé Echelle Spectrometer at ESO La Silla was started in November 1992 (Kürster et al. 1994; Hatzes et al. 1996). At the beginning, the CES survey was a "classical'' RV planet search program in the sense that at a time when no extrasolar planet had been found, the common expectation was to discover planets similar to Jupiter. Thus the observing strategy was tailored for long-period and low amplitude signals. Observations were performed on an irregular temporal basis, starting with 2-night runs performed every other month. The sampling density was later increased, after the discovery of the short-period planet around 51 Peg by Mayor & Queloz (1995), to assure also detection capability for planets of this type.
At the beginning of the survey targets were selected according to the following criteria:
stars with V < 6 (with few exceptions) to attain a sufficient S/N-ratio, spectral type F8V-M5V, stars with declination <
to avoid overlap with surveys in the northern
hemisphere (again with some exceptions), known (at that time) close binaries were rejected (with
the
Centauri system being another exception) and known active stars were neglected.
The final target list consists of 37 bright late-type stars
(mostly) in the southern hemisphere: 6 F-, 21 G-, 7 K-, and 3 M-type stars.
Table 1 summarizes all targets with their HR, HD and GJ catalogue number,
spectral classification, V-magnitudes, distance in parsecs, chromospheric emission indices
(log
)
and their X-ray luminosity (
).
Distances are based on the Hipparcos parallaxes (ESA (1997)), the log
-values
are taken from the survey of Ca II H&K emission in southern solar-type
stars by Henry et al. (1996) and the
values are coming from the
RASS (ROSAT All Sky Survey) results (Hünsch et al. 1998, 1999).
Chromospheric emission in the cores of the Ca II H&K lines and the
X-ray luminosities serve as stellar activity indicators since increased chromospheric Ca II H&K
and coronal X-ray emission is a common sign of active stars.
Stellar activity can produce intrinsic RV variability and adds an additional noise source into the RV measurement (e.g. Saar & Donahue 1997). It can even mimic the RV signature
of a short-period planet like in the case of HD 166435 (Queloz et al. 2001).
In 1992 the Ca II and X-ray results were not known, which would have probably led to the
exclusion of stars like
For,
Hor,
For and HR 8883.
Figures 1 and 2 show the V-magnitude and distance
histograms of the CES target sample.
Not all targets were monitored since November 1992: three targets, HR 753, HR 5568 and GJ 433, were added to the sample in May 1997 as Hipparcos candidates for having short-period substellar companions (H.-H. Bernstein & U. Bastian priv. comm.), while HR 7373 was only observed for a short time in 1996 and 1997 searching for a short-period planetary companion.
Although listed as a target,
Cet was mainly included as a reference object since it is a
known long-term RV-constant star (Campbell et al. 1988; Walker et al. 1995)
and two other stars with known extrasolar planets, 51 Peg (Mayor & Queloz 1995) and 70 Vir
(Marcy & Butler 1996), were also observed after 1995 to serve as RV precision check
stars.
HR | HD | GJ | Name | Sp.type | V | d | log
![]() |
![]() |
[mag] | [pc] |
![]() |
||||||
77 | 1581 | 17 | ![]() |
F9V | 4.2 | 8.59 | -4.85 | |
98 | 2151 | 19 | ![]() |
G2IV | 2.8 | 7.47 | -4.99 | 6.4 |
209 | 4391 | 1021 | G1V | 5.8 | 14.94 | -4.55 | 55.8 | |
370 | 7570 | 55 | ![]() |
F8V | 4.96 | 15.05 | -4.95 | 14.3 |
448 | 9562 | 59.2 | G2IV | 5.76 | 29.66 | -5.10 | ||
506 | 10647 | 3109 | F9V | 5.52 | 17.35 | |||
509 | 10700 | 71 | ![]() |
G8V | 3.5 | 3.65 | -4.96 | 1.1 |
695 | 14802 | 97 | ![]() |
G0V | 5.19 | 21.93 | 397.1 | |
753 | 16160 | 105A | K3V | 5.82 | 7.21 | -4.85 | 1.8 | |
810 | 17051 | 108 | ![]() |
G0V | 5.41 | 17.24 | -4.65 | 68.3 |
963 | 20010 | ![]() |
F8V | 3.87 | 14.11 | 524.6 | ||
1006 | 20766 | 136 | ![]() |
G2.5V | 5.54 | 12.12 | -4.65 | 5.8 |
1010 | 20807 | 138 | ![]() |
G1V | 5.24 | 12.08 | -4.79 | |
1084 | 22049 | 144 | ![]() |
K2V | 3.73 | 3.22 | -4.47 | 20.9 |
1136 | 23249 | 150 | ![]() |
K0IV | 3.51 | 9.04 | -5.22 | 0.9 |
2261 | 43834 | 231 | ![]() |
G6V | 5.1 | 10.15 | -4.94 | 2.9 |
2400 | 46569 | 1089 | F8V | 5.58 | 37.22 | |||
2667 | 53705 | 9223A | G3V | 5.54 | 16.25 | -4.93 | ||
3259 | 69830 | 302 | G7.5V | 5.95 | 12.58 | 3.0 | ||
3677 | 79807 | G0III | 5.86 | 192.31 | ||||
4523 | 102365 | 442A | G3V | 4.91 | 9.24 | -4.95 | ||
4979 | 114613 | 9432 | G3V | 4.85 | 20.48 | -5.05 | 23.0 | |
5459 | 128620 | 559A | ![]() |
G2V | -0.01 | 1.347 | -5.00 | 2.2 |
5460 | 128621 | 559B | ![]() |
K1V | 1.33 | 1.347 | -4.92 | 2.2 |
5568 | 131977 | 570A | K4V | 5.74 | 5.91 | -4.48 | 3.5 | |
6416 | 156274 | 666A | G8V | 5.47 | 8.79 | -4.94 | 1.9 | |
6998 | 172051 | 722 | G4V | 5.86 | 12.98 | -4.89 | 4.3 | |
7373 | 182572 | 759 | G8IV | 5.16 | 15.15 | 3.9 | ||
7703 | 191408 | 783A | K3V | 5.31 | 6.05 | -4.99 | ||
7875 | 196378 | 794.2 | ![]() |
F8V | 5.12 | 24.19 | ||
8323 | 207129 | 838 | G0V | 5.58 | 15.64 | -4.80 | 11.2 | |
8387 | 209100 | 845 | ![]() |
K4.5V | 4.69 | 3.63 | -4.56 | 1.6 |
8501 | 211415 | 853A | G3V | 5.33 | 13.61 | -4.86 | 12.2 | |
8883 | 220096 | G4III | 5.66 | 100.81 | 34175 | |||
699 | Barnard | M4V | 9.54 | 1.82 | 0.1 | |||
433 | M2V | 9.79 | 9.04 | |||||
551 | Prox Cen | M5Ve | 11.05 | 1.29 | 1.7 |
![]() |
Figure 1: Histogram of V-magnitudes of the CES targets. The distribution peaks in the magnitude range of 5-6 mag while the 3 M-dwarfs form the faint "tail'' on the right side. |
Open with DEXTER |
![]() |
Figure 2: Histogram of the distances in the CES sample. Not shown are the two stars with distances of more than 100 pc: HR 3677 (192.3 pc) & HR 8883 (100.8 pc). The rest of the targets are located within 50 pc, with the bulk lying closer than 20 pc. Distances are based on Hipparcos parallaxes (ESA 1997). |
Open with DEXTER |
All stars were observed with the 1.4 m Coudé Auxiliary Telescope (CAT)
on La Silla which fed the CES via a direct beam from the telescope.
All spectra were taken in a single echelle order centered at a
wavelength of
.
The Long Camera yields
a resolving power of R=100 000 and a small spectral range of 48.5 Å.
After the installation of the Very Long Camera in April 1998 the
resolving power of the CES was raised to R=230 000 but the spectral
coverage was even reduced (depending on which CCD was used).
The results presented in this work all refer to the Long Camera configuration
(R=100 000) prior to this modification, which thus form a homogeneous
data set.
In order to assure the necessary high long-term precision for RV measurements all CES spectra are self-calibrated by a superimposed absorption spectrum of molecular iodine (I2) vapor. This is achieved by passing the starlight through a temperature controlled cell filled with I2 (see also Kürster et al. 1994).
Typical exposure times of the CES survey were 10 to 15 min, and the S/N-ratios of the obtained spectra were in the range of 100 to 250. For the brightest targets exposure times were much shorter (in the order of 10 to 30 s), while for the faint M-dwarfs we set a maximum exposure time of 30 min, in order to minimize timing uncertainties and subsequent systematic errors in the barycentric velocity correction.
To extract the RV information from I2 self-calibrated spectra it is necessary
to perform a full spectral modeling. For the analysis of the CES planet search data we
employ the Austral code which establishes a model of the observation based on
high resolution templates of the stellar and the I2 spectrum. For a detailed
description of this analysis technique we refer the reader to Paper I of this series (Endl et al. 2000). The modeling
process includes the reconstruction of the shape and asymmetry of the spectrograph
instrumental profile (IP) as well as Maximum Entropy Method deconvolution to obtain
a higher resolved stellar template spectrum.
All computations are carried out on an oversampled sub-pixel grid and a
multi-parameter -optimization is performed to achieve a best-fit model.
The algorithm follows in general the modeling idea
first outlined by Butler et al. (1996) and IP reconstruction techniques by
Valenti et al. (1995).
The main limiting factor for the achievable RV precision with the CES is the
small spectral bandwidth of
.
Using different test scenarios we
demonstrated in Endl et al. (2000) that a long-term RV precision of 8-
was attained.
By analysing the complete data set of the CES planet search program until April 1998 with the Austral code we obtained precise differential radial velocities for all 37 survey stars. Table 2 summarizes the RV results by giving the total RV rms-scatter, the average internal error for each star, the mean S/N-ratio of the CES spectra and the duration of monitoring by the CES survey. The internal RV measurement error is the uncertainty of the mean value of the RV distribution along one CES spectrum of the typically 90-pixel long spectral segments, for which the modeling is performed independently (see Endl et al. 2000 for a detailed description). A histogram of the RV scatter is shown in Fig. 3, with the exclusion of binaries and the 3 fainter M-dwarfs.
The average RV rms-scatter of the complete target sample (37 stars) is
(in the
cases of
Hor (see next section),
For, HR 2400, HR 3677 (three new binaries, see
Sect. 3.2) and
Cen A & B (see Endl et al. 2001a) we take the RV residuals after subtraction of either the planetary or stellar secondary signal).
The dependence of the RV scatter on spectral type is demonstrated in Fig. 4.
The average RV scatter for F-type stars is
(7 stars),
for G-type stars
(21 stars), for K-type stars
(7 stars) and
for the M-dwarfs
(3 stars). The scatter declines from spectral type F to K, which
can be explained as the functional dependence of the measurement precision on the spectral line
density (velocity information content) in the CES bandpass.
In the case of the short CES spectra
the RV precision is clearly depending on the total number of spectral lines within this bandpass.
Since the
line density is higher for stars with later spectral type, one can expect the highest achievable RV precision for K or M stars. This is the case for K-type stars as demonstrated in Fig. 4.
The strong increase of scatter and
internal error for the 3 M-type stars is caused by the low S/N-ratio of the obtained spectra (they are
all fainter than V>9.5), which degrades the measurement precision despite their higher line density.
Star | N | rms | m.int.err. | S/N | T |
[
![]() |
[
![]() |
[days] | |||
![]() |
51 | 21.6 | 16.7 | 257 | 1889 |
![]() |
157 | 23.3 | 20.5 | 161 | 1888 |
HR 209 | 35 | 23.1 | 19.6 | 151 | 1573 |
![]() |
58 | 17.9 | 15.9 | 212 | 1927 |
HR 448 | 24 | 17.1 | 20.5 | 129 | 439 |
HR 506 | 23 | 23.9 | 23.3 | 173 | 1574 |
![]() |
116 | 11.3 | 14.1 | 196 | 1889 |
![]() |
40 | 780.9 | 14.8 | 199 | 1890 |
HR 753 | 6 | 10.1 | 18.7 | 118 | 64 |
![]() |
95 | 52.5 | 17.4 | 163 | 1976 |
![]() |
65 | 55.2 | 36.8 | 197 | 1890 |
![]() |
14 | 17.7 | 15.9 | 109 | 185 |
![]() |
58 | 21.8 | 16.9 | 180 | 1977 |
![]() |
66 | 13.7 | 9.7 | 174 | 1890 |
![]() |
48 | 15.5 | 12.9 | 189 | 1889 |
![]() |
41 | 9.8 | 11.3 | 170 | 1853 |
HR 2400 | 53 | 254.9 | 25.3 | 150 | 1925 |
HR 2667 | 66 | 16.5 | 21.4 | 144 | 1935 |
HR 3259 | 35 | 16.2 | 14.2 | 124 | 1852 |
HR 3677 | 34 | 486.1 | 16.7 | 145 | 1925 |
HR 4523 | 27 | 15.0 | 14.5 | 210 | 1925 |
HR 4979 | 52 | 14.0 | 12.5 | 185 | 1934 |
![]() |
205 | 165.3 | 11.9 | 225 | 1853 |
![]() |
291 | 205.1 | 9.9 | 206 | 1853 |
HR 5568 | 40 | 7.7 | 12.9 | 114 | 384 |
HR 6416 | 57 | 25.6 | 15.0 | 154 | 1845 |
HR 6998 | 51 | 19.6 | 22.9 | 137 | 1789 |
HR 7373 | 8 | 8.2 | 8.9 | 209 | 266 |
HR 7703 | 30 | 13.3 | 14.1 | 162 | 1042 |
![]() |
90 | 35.4 | 31.3 | 184 | 1969 |
HR 8323 | 20 | 19.8 | 17.3 | 147 | 1068 |
![]() |
73 | 13.5 | 9.9 | 203 | 1889 |
HR 8501 | 66 | 34.0 | 17.5 | 184 | 1890 |
HR 8883 | 31 | 65.2 | 38.6 | 137 | 1259 |
Barnard | 24 | 37.2 | 46.5 | 31 | 1414 |
GJ 433 | 15 | 49.9 | 61.0 | 26 | 337 |
Prox Cen | 65 | 106.1 | 88.0 | 18 | 1728 |
![]() |
Figure 3:
Histogram of the RV scatter of all stars with rms <
![]() ![]() ![]() ![]() ![]() ![]() ![]() ![]() ![]() ![]() |
Open with DEXTER |
![]() |
Figure 4: RV scatter (full circles) of the 37 target stars as a function of spectral type. Open circles represent the mean internal measurement error for the stars in each bin. Minimum for both distributions are K-type stars, which can be explained by their higher intrinsic line density, while the increase at faint M-type stars is due to the weak signal. |
Open with DEXTER |
Appendix A (Figs. .1-.10) presents the RV results for all stars,
plotted for
comparison in the same time frame (JD 2 448 800 to JD 2 451 000).
The near sinusoidal RV variation caused by the orbiting planet around Hor clearly
stands out of the rest of the sample (see Fig. .3).
For the faint M dwarf Prox Cen (V=11.05) the larger rms-scatter is caused by the insufficient
S/N-ratio of the CES spectra obtained with the 1.4 m CAT telescope (the average S/N-ratio
of the Prox Cen spectra is only 18).
The results for the inner binary (components A & B) of the Centauri system were
already presented in Endl et al. (2001a).
The large scatter seen in the RV results for
For, HR 2400 and HR 3677 is caused by apparent
binary orbital motion and will be discussed in detail.
The G0V star
Hor (HR 810, V = 5.4) has been earlier identified as an RV variable star
and thus as a "hot candidate'' in the CES survey for having a planetary companion
(Kürster et al. 1998; Kürster et al. 1999a).
A possible eccentric Keplerian signal with a period of 600 days was found, but with a low confidence
level.
After the analysis of all 95 spectra of Hor using the Austral code the resulting RVs have
a total rms scatter of
,
an average internal error of
and reveal a
near sinusoidal variation which is apparent during the last 2 years of monitoring (see
Fig. .3). The 95 spectra were taken between November
1992 and April 1998 and have an average S/N-ratio of 163.
A period search within this time series using the Lomb-Scargle periodogram (Lomb 1976;
Scargle 1982) detected a highly significant signal with a period of 320 days and a very low
False Alarm Probability (FAP) of <10-11. It was possible to find a Keplerian orbital solution
for these RV data and thus successfully detect an orbiting extrasolar planet. We presented
this discovery already in Kürster et al. (2000) and we refer the reader to
this earlier paper for a more detailed description. Here we want to summarize the orbital, planetary and
stellar properties. Figure 5 displays the found Keplerian orbital solution and
Table 3 lists the parameters of the planet and its orbit (note that in
Kürster et al. 2000 the time of maximum RV was given wrong by one day due to a
typo).
![]() |
Figure 5:
Keplerian orbital solution for ![]() ![]() ![]() ![]() ![]() |
Open with DEXTER |
Minimum planet mass |
![]() |
Orbital period |
![]() |
Orbital semi-major axis |
![]() |
Orbital eccentricity |
![]() |
RV semi-amplitude |
![]() |
Time of maximum RV |
![]() |
Periastron angle |
![]() |
Hor b was the first planet to be detected residing entirely within the so-called
"habitable zone'' (as defined in Kasting et al. 1993) of its parent star.
The residual rms scatter around the orbit is
,
larger than the error expected
from the RV precision tests in Endl et al. (2000).
A lot of this excess scatter is probably caused by stellar activity as it turned out that
Hor
is a quite young (ZAMS) and active star. Both the RV variation caused by the planet as well as the
excess scatter have been confirmed in the meantime by Butler et al. (2001) and
Naef et al. (2001).
There are indications that the
Hor system might host
additional planetary companions: the periodogram of the RV residuals (after subtraction of
the orbit) reveals a peak at
days. This
looks intriguing especially after the detections of extrasolar planets moving in near-resonance
orbits, e.g. the two companions of HD 83443 in a 10:1 resonance (Mayor et al. 2000),
the planetary pair around GJ 876 in a 2:1 resonance (Marcy et al. 2001),
and the two planets orbiting 47 UMa in a 5:2 resonance (Fischer et al. 2001).
We demonstrate in Kürster et al. (2000) that the
days peak is not
due to spectral leakage from the P=320 days signal (see panel d of Fig. 1 in Kürster
et al. 2000).
This could indicate the presence of
a second planet located close to the 2:1 resonance. However, the FAP of this peak is still
above
and we cannot confirm yet the presence of a second companion. After the
replacement of the Long Camera at the CES with the Very Long Camera we continued to monitor
Hor using the same I2-cell for self-calibration. The analysis of the
new data and merging it with the Long Camera data set might allow us in the near future to
verify the existence of the second planet.
The CES Long Camera results also contributed to another extrasolar planet detection:
our RV data for the nearby (3.22 pc) K2V star
Eri add
to the evidence for a long-period (
yrs) planet, as presented in
Hatzes et al. (2000).
For, HR 2400 and HR 3677 were found to be single-lined spectroscopic
binaries, their large RV scatter (see Table 2)
is the direct result of huge RV trends induced by high mass (stellar) companions.
These trends were already discovered by an earlier analysis of a fraction of the data of these
3 stars (Hatzes et al. 1996). Now the analysis of the entire Long Camera
data of
For and HR 3677 exhibits a curved shape of the RV trends and - in the case of
For - allows us to find a preliminary
Keplerian orbital solution, while the very long period for HR 3677 and the linearity of the RV trend
for HR 2400 prohibits this.
![]() |
Figure 6:
Preliminary Keplerian orbital solution for ![]() ![]() ![]() |
Open with DEXTER |
![]() |
Figure 7:
Residual RV scatter of ![]() ![]() ![]() |
Open with DEXTER |
The G0V star For has the largest RV scatter (rms
)
of all stars in the
CES sample.
We find a preliminary Keplerian orbital solution (see Fig. 6) with the
following parameters: orbital period P=7700 days, time of periastron passage
T=2 454 466 JD, a low eccentricity e=0.0576, an RV semi-amplitude
and periastron angle
.
This fit to the 40 RV measurements gives a
,
and a reduced
(with 34 degrees of freedom) and
.
In other words the found preliminary Keplerian orbit represents a good fit to the RV data.
By changing the value of P (and letting the remaining orbital parameters vary until
)
we determined the uncertainty of the period to be
days.
Since our RV data cover only a fraction of one orbital cycle and do not constrain the orbit well enough,
it was not possible to find a simultaneous solution for all orbital parameters and derive the
error-range for the remaining 5 parameters.
The mass function is
and the orbital period
transforms to
AU.
The scatter around this orbit is
(Fig. 7) and consistent
with the mean internal error of
.
In the Hipparcos catalogue
For was given a double/multiple systems annex flag G,
meaning that higher-order terms were necessary to find an adequate astrometric solution.
This is an indication that
For is a long-term (P>10 yrs) astrometric binary, consistent
with our results. The RV variabilty of
For was also noted by Nidever et al. (2002)
who find a linear RV slope of
per day for their 7 measurements of this star.
HR 2400 (F8V) reveals a linear trend in its RV data indicating a high mass companion in a long-period
orbit which does not allow us to find a Keplerian orbital solution.
Figure 8 shows the best-fit linear function with a slope of
(the error range of the slope is determined by varying the value of the slope, whereby for
each slope the zero-point is always fitted, until
).
The residual rms-scatter around this slope is
which is of the same order
as the average internal error of
(see Fig. 9).
The linearity of the trend does not allow an
estimate of the mass or period of the secondary. Moreover, HR 2400 does not possess a double/multiple
systems annex
flag in the Hipparcos catalogue indicating that the period is indeed very long compared to the monitoring time spans of both programs (Hipparcos: 3.2 yrs, CES Long Camera: 5.2 yrs).
![]() |
Figure 8:
Linear fit (dashed line) to the RV data of HR 2400 (diamonds with errorbars),
the residuals are shown in Fig. 9.
This best fit linear trend has a slope of
![]() |
Open with DEXTER |
![]() |
Figure 9:
RV residuals of HR 2400 after subtraction of the linear slope (Fig. 8).
The residual rms scatter of
![]() ![]() |
Open with DEXTER |
![]() |
Figure 10:
Best parabolic fit for HR 3677 (G0III) indicating an orbital period much longer
than the monitoring time ( Hipparcos astrometry gives a period of ![]() ![]() |
Open with DEXTER |
The giant HR 3677 (G0III) is - with a distance of 192.31 pc - by far the most distant star
in the CES sample.
A parabolic fit to the RV results is shown in Fig. 10. This fit gives an
acceptable description of the data with
a
of 0.99 and
.
Figure 11 shows the residuals after subtraction of this best-fit curved trend.
The residual rms-scatter around this orbit is
,
slightly larger than the
average internal error of
.
From the Hipparcos measurements of HR 3677 a two-component astrometric solution was derived.
The angular separation of the components is given as
0.010 arcsec which corresponds at the
distance of 192.31 pc to a minimum orbital separation of
AU.
The orbital period would be around 75 years, too long to determine a Keplerian solution, but
it seems to be consistent with the RV-variation we find for HR 3677.
![]() |
Figure 11:
Residual RVs of HR 3677 after subtraction of the best-fit curved trend (shown in Fig. 10). The rms-scatter is
![]() ![]() ![]() |
Open with DEXTER |
In the following section we perform a thorough statistical examination of the complete RV data set of the CES Long Camera survey. We test each star for variability, linear and curved RV slopes and significant periodic signals.
To test if a star in the sample is variable we first apply the F-test
(
).
We start by comparing the total variance of the RV results of one star
(
)
with the rest of the sample (P(F)1 in Table 4).
Since, for the small CES bandwidth, the RV precision and hence the
scatter is a function of spectral type, we compare the stars with the mean scatter
(
)
of the remaining stars within the same spectral type bin
(as described in Sect. 3).
For a second F-test, we take as the
the individual mean internal RV error and determine the P(F)
(P(F)2 in Table 4). With this we test if the star is more variable (or
more constant) than its internal RV error would suggest.
Finally, we fit a constant to the RV results (with the zero-point as free
parameter) and use the -statistic to check whether the constant model
delivers a good description of the data.
Again a small value of
means that the RV results for a star have a larger scatter than expected
from their internal errors, which then can be interpreted as a sign for variability.
For the binaries ( For, HR 2400, HR 3677,
Cen A & B) the RV residuals
after subtraction of either the known binary orbit (
Cen A & B) or the preliminary orbit
we have found are taken for the variability tests. For
Cen A & B with the known
binary orbit, HR 2400 with its linear trend and HR 3677 with its curved trend,
the degrees of freedom equals N-1 (the velocity zero-point is adjusted), so that
the F-test results for these stars are
strictly valid only under the assumption that the binary orbit and the velocity trends are
precisely known. In the cases of
For and
Hor we take
.
As criterion for a
significant result we adopt the
-level (i.e. P < 0.01).
Table 4 summarizes the results of these variability tests for all survey stars.
Star | P(F)1 | P(F)2 |
![]() |
![]() |
![]() |
0.023 | 0.073 | 1.92 | 0.0001 |
![]() |
0.13 | 0.12 | 1.51 | 3.5E-05 |
HR 209 | 0.5 | 0.35 | 0.98 | 0.50 |
![]() |
3.6E-05 | 0.367 | 1.17 | 0.18 |
HR 448 | 0.34 | 0.40 | 0.70 | 0.85 |
HR 506 | 0.23 | 0.90 | 2.02 | 0.003 |
![]() |
6.6E-11 | 0.016 | 0.73 | 0.98 |
![]() ![]() |
0.03 | 0.83 | 1.09 | 0.33 |
HR 753 | 0.63 | 0.203 | 0.32 | 0.90 |
![]() ![]() |
0.009 | 4.9E-19 | 4.8 | 5.6E-45 |
![]() |
1.E-09 | 0.0014 | 1.82 | 6.9E-05 |
![]() |
0.57 | 0.71 | 1.55 | 0.09 |
![]() |
0.67 | 0.05 | 1.69 | 0.0009 |
![]() |
0.32 | 0.0059 | 1.86 | 3.5E-05 |
![]() |
0.06 | 0.22 | 1.16 | 0.21 |
![]() |
3.5E-06 | 0.37 | 0.90 | 0.64 |
HR 2400
![]() |
0.13 | 0.91 | 1.51 | 0.012 |
HR 2667 | 0.06 | 0.04 | 0.68 | 0.67 |
HR 3259 | 0.14 | 0.45 | 2.2 | 7.2E-05 |
HR 3677
![]() |
0.87 | 0.32 | 0.94 | 0.57 |
HR 4523 | 0.09 | 0.85 | 1.57 | 0.03 |
HR 4979 | 0.004 | 0.41 | 1.18 | 0.18 |
![]() ![]() |
0.0001 | 0.78 | 0.70 | 0.94 |
![]() ![]() |
0.88 | 0.13 | 1.26 | 0.12 |
HR 5568 | 0.001 | 0.002 | 0.38 | 0.99 |
HR 6416 | 0.09 | 0.0001 | 3.63 | 1.4E-18 |
HR 6998 | 0.70 | 0.28 | 0.55 | 0.99 |
HR 7373 | 0.02 | 0.83 | 0.77 | 0.62 |
HR 7703 | 0.65 | 0.75 | 0.81 | 0.76 |
![]() |
0.05 | 0.25 | 1.59 | 0.0003 |
HR 8323 | 0.85 | 0.56 | 1.02 | 0.43 |
![]() |
0.39 | 0.0094 | 1.73 | 0.0001 |
HR 8501 | 3.1E-05 | 2.7E-07 | 2.26 | 3.7E-08 |
HR 8883 | 6.8E-10 | 0.005 | 4.21 | 9.3E-14 |
Barnard | 0.0007 | 0.29 | 0.57 | 0.95 |
GJ 433 | 0.19 | 0.46 | 0.80 | 0.68 |
Prox Cen | 2.2E-11 | 0.14 | 1.61 | 0.001 |
For 5 stars in the CES sample all 3 tests yielded P<0.01 and are thus clearly identified as RV
variables: Hor (residuals),
For, HR 6416, HR 8501 and HR 8883.
For
Hor the cause of the residual variability was already discussed (stellar activity and
possible second planet), while in the cases of
For (
)
and HR 8883 (
)
also a high level of stellar activity appears to be
responsible for the detected variability. We found strong Ca II H&K emission
for HR 8883 by taking a spectrum with the FEROS instrument and the 1.5 m telescope on La Silla.
We will show later that we can also determine
the cause of variability for HR 6416 and HR 8501 (we will examine the presence
of linear and curved trends in the RV data). The case of
For will be further discussed in more
detail.
For 17 stars (HR 209, HR 448, For, HR 753,
Ret,
Eri, HR 2400 (residuals),
HR 2667, HR 3677 (residuals), HR 4523, HR 4979,
Cen B (residuals), HR 6998, HR 7373, HR 7703, HR 8323
and GJ 433) all 3 tests resulted in P>0.01 and thus no sign of variability whatsoever can be found
for these stars. 5 stars are less variable than the rest of the sample (which of
course also results in a low P(F)1):
Phe,
Cet,
Cen A (residuals), HR 5568 and Barnard's star.
Eri and
Ind both have a
P(F)1>0.01 (i.e. their overall RV scatter is quite
typical for the CES sample) but a low P(F)2 and
,
making them
candidates for low-amplitude variations.
Tuc,
Hyi, HR 506,
Ret and
Pav all appear unsuspicious
in both F-tests but their RV data is not well fit by a constant function.
Maybe an inclined linear or curved trend will describe these RV data better.
Finally, Prox Cen is more variable than the rest of the CES M-dwarf sample (of same spectral
type) but not if compared to its own intrinsic mean RV error, however, for this star the
for a constant fit is still less than 0.01.
As the next step in the statistical analysis we examine whether the RV data of
those stars which showed up as variable by the previous tests can be better described by a linear slope
or a curved trend. For this purpose we determine the best-fit linear and parabolic function by
-minimization and again compute
for the following 12 stars:
Tuc,
Hyi, HR 506,
For,
Ret,
Eri,
HR 6416,
Pav, HR 8501, HR 8883,
Ind and Prox Cen.
Table 5 shows the results of the slope and curvature tests. For 7 stars of the sample
( Tuc, HR 506,
Ret,
Eri,
Pav, HR 8883, Prox Cen)
the resulting probabilities
remain below 0.01. For these stars no linear or curved
trend delivers a satisfactory explanation for their RV variations.
For Eri the
-value for a curved trend is
a magnitude higher than for a linear trend.
As described in detail in Hatzes et al. (2000) there is evidence
for a long-period (
days), low amplitude (
)
planet orbiting
Eri.
The difference we find between
the linear and curved trend fits (see Fig. 12) might indicate the presence of the
RV signature of this planet.
The rms-scatter around the curved
trend is with
still larger than the mean internal error of
,
which is not surprising for the modestly active star
Eri.
![]() |
Figure 12:
Best-fit curved RV trend for ![]() ![]() ![]() ![]() |
Open with DEXTER |
For 5 stars ( Hyi,
For, HR 6416,
Ind and HR 8501) the linear slope
tests resulted in a significant increase in
.
This is a true indication
for the presence of a linear trend in their RV behavior. However, for none of them, the probability of
a curved trend is found to be significantly higher than for a linear one, except for
Hyi where
the difference is 5%. Table 6 gives the values of RV shift per day of the found linear
trends and the remaining RV scatter around those trends. With the exception of
For the RV trends are all positive, with HR 8501 having the strongest slope of
and
Ind with the smallest variation of
. Figures 13 to 17 display the best-fit trends in the RV results for these 5 stars.
![]() |
Since HR 6416 and HR 8501 are known binary stars, the detected linear RV trend can be attributed
to the binary orbital motion. The Hipparcos catalogue gives an angular separation of 8.658 arcsec for the HR 6416 binary.
At a distance of 8.79 pc this implies a minimum separation of 76.1 AU.
In the Gliese catalogue of nearby stars HR 6416 is listed as GJ 666A and the secondary GJ 666B as an
M0V dwarf. We adopt
as mass value for the G8V primary and for the secondary
(after Gray 1988). Assuming a circular orbit and the minimum separation
as the true separation and using Kepler's third law we
can find an estimate for the RV acceleration for HR 6416. The orbital period is
565 yrs and
the RV semi-amplitude
.
Since the observing time span is not even a 1/100 of one orbital cycle we lineary interpolate to find an average acceleration of
which is in
good agreement with the detected trend of
.
The angular separation for the HR 8501 binary (GJ 853A & B) is given by the Gliese catalogue as 3.4 arcsec. This transforms into a minimum orbital separation of 46.3 AU at the distance of 13.61 pc. The spectral type of the secondary (GJ 853B) is unknown and therefore no mass estimate is possible.
Assuming an M0V companion the average linear RV trend for the G3V primary (
)
would be
,
slightly larger than the found trend of
.
The difference can easily be explained either by a larger orbital separation than the projected minimum
value, the
-effect, a lower mass of the secondary, the orbital phase corresponds to a
steeper part of the RV-curve, or a combination of all these effects.
![]() |
Figure 13:
![]() ![]() ![]() ![]() |
Open with DEXTER |
![]() |
Figure 14:
Linear trend in the RVs of ![]() ![]() ![]() |
Open with DEXTER |
![]() |
Figure 15:
Best-fit linear trend for HR 6416, the RV shift per day is
![]() ![]() |
Open with DEXTER |
![]() |
Figure 16:
Best-fit linear trend for ![]() ![]() ![]() |
Open with DEXTER |
![]() |
Figure 17:
Best-fit linear trend for HR 8501, the RV shift per day is
![]() ![]() |
Open with DEXTER |
Star | RV trend | rms | |
[
![]() |
[
![]() |
||
![]() |
![]() |
19.3 | |
![]() |
![]() |
50.9 | |
HR 6416 |
![]() |
19.4 | |
![]() |
![]() |
11.6 | |
HR 8501 |
![]() |
23.4 |
For is also a known binary with an angular separation of 4.461 arcsec (from Hipparcos
catalogue). At a distance of 14.11 pc this means
AU. Adopting a mass for the F8V primary
of
(after Gray 1988) and assuming again an M0V secondary (the spectral type of
the companion is unknown) we find an average acceleration of
which is
exactly the value of the RV trend we observe for
For. However, the rms scatter around this
trend is large with
.
Most of this residual scatter is probably caused by the
high stellar activity of
For. Another possible explanation for an increase of the RV scatter
can be contamination of the spectra of the primary by the secondary.
Due to field rotation at the Nasmyth focus of the CAT telescope,
light from the close secondary also entered the CES during some observations when the slit
was aligned with the binary axis.
This could at least to some degree have contributed to the larger
scatter (the same is true for HR 8501 with an even smaller angular separation).
Neither Hyi nor
Ind are known binary stars. The detected linear RV trends are
thus caused by previously unknown companions. The linearity of both trends points towards distant
stellar companions. However, both stars also represent candidates for having very
long-period (P>20 yrs) planetary companions. Follow up observations using the upgraded CES, now
equipped with the Very Long Camera (VLC), and the 3.6 m telescope were already performed and are still
in progress. Analysis of the new data and the combination with the RV results presented here will
show whether the linearity of both trends continues.
To search for periodic signals in the complete RV results of the CES sample we again use the Lomb-Scargle periodogram (Lomb 1976; Scargle 1982). We estimate the False Alarm Probability (FAP) of a peak in the power spectrum by employing a bootstrap randomization method. In this bootstrap approach the actual RV measurements are randomly redistributed while keeping the times of observations fixed (Kürster et al. 1997; Murdoch et al. 1993). The major advantage of this method is the fact that the FAP-levels can be derived without any assumptions on the underlying noise distribution (like e.g. a Gaussian). We will continue to follow this bootstrap philosophy also in determining upper mass-limits for planets in Sect. 5.
The search interval is 2 to 5000 days. For each star we perform 10 000 bootstrap randomization runs to estimate the FAP of the maximum peak in the power spectrum. Since the validity of the FAP resulting from random redistribution is lower in the case of high temporal concentration at one or several points (i.e. "data clumping'' when during one night a large number of measurements were taken while in other nights this number is significantly lower) we also perform the analysis on the RV set binned in nightly averages.
Table 7 summarizes the periodogram results for all survey stars (in the cases of
For, HR 2400, HR 3677 and
Cen A & B the period search was performed on the
RV residuals after subtraction of the binary orbit).
![]() |
The periodogram analysis of the original RV data found periods with FAP1 (for the original
un-binned RV data set) below 0.001 at: Hyi,
Cet,
Hor,
Cen A & B residuals,
Pav and HR 8501. However, none of them, with
the exception of
Hor and HR 8501, reveal a significant signal in their nightly averaged RV data set.
In the cases of
Hyi and
Cen A & B the
significance of the low FAP1 is decreased by high temporal concentration of their RV data
(the periodogram results for
Cen A & B are discussed in detail in
Endl et al. 2001a). The significant P=5000 day signal for HR 8501 is caused
by the found linear RV trend (see Fig. 17), since 5000 days is the maximum
period searched for. The same happens in the case of HR 6416, although the P=5000 day signal is
no longer significantly recovered in the nightly averaged data set.
Thus Hor remains the single case in the CES Long Camera survey which shows a convincing periodic
RV variation of statistical significance due to an orbiting planet.
The results for
Pav are interesting, since the FAP2 of the P=7 day signal
is still low with 0.003 and just marginally above the 1 permill threshold. We will
discuss the case of
Pav later.
Several studies (Saar & Donahue 1997; Saar et al. 1998; Santos et al. 2000; Paulson et al. 2002) have investigated and discussed the relationship between stellar activity and RV scatter induced by activity related phenomena like surface inhomogenities (spots) and variable granulation pattern. Saar et al. (1998) found a correlation between an excess RV scatter (exceeding the expected scatter due to internal measurement uncertainties) and the rotational speed of the G and K dwarfs in the sample of the Lick planet search program. Interestingly, Paulson et al. (2002) measured simultaneously the Ca II H&K emission and RVs of members of the Hyades cluster and showed that only for a few stars (5 out of 82) the chromospheric activity is correlated with an RV excess.
In the case of the CES Long Camera survey we can estimate
for 13 stars,
which reveal an excess RV scatter compared to their internal errors, and
examine whether this excess scatter is correlated with intrinsic stellar activity.
Stellar rotational periods are either taken from Saar & Osten (1997) or
estimated using Eqs. (3) and (4) in Noyes et al. (1984) and the Ca II H&K results from Henry et al. (1996).
Figure 18 displays the RV excess scatter plotted vs.
,
which
shows a general increase in the excess scatter with shorter rotational periods.
The sample of stars included in the diagram consist of 2 F-type stars (
Tuc,
Phe),
7 G-type stars (
Hor,
Ret, HR 4523, HR 4979, HR 6416, HR 8323,
HR 8501) and 4 K-type stars (
Eri,
Eri,
Cen B,
Ind).
Although we do not have
-values for
For and HR 8883, the observed
large excess scatter for these two stars is probably also due to fast rotation and
enhanced stellar activity. As already mentioned, both stars are bright X-ray sources and
HR 8883 displays prominent Ca II H&K emission. This result confirms the general
picture of increased RV-jitter due to enhanced stellar activity.
![]() |
Figure 18:
Correlation between RV excess scatter and stellar rotational period.
F-type stars are shown as circles, G-type stars as full diamonds and
K-type as triangles. The excess scatter increases with decreasing
![]() ![]() |
Open with DEXTER |
We now continue with the quantitative determination of the sensitivity of the CES Long Camera survey for the discovery of planets orbiting the target stars. With this we ask the question: which planets would we have detected if they existed? Since they are not detected we can exclude their presence and hence set constraints. Starting from the null-hypothesis that the observed RV scatter is mainly caused by measurement uncertainties and/or additional intrinsic stellar effects, we establish the planet detection threshold for each star. This detection limit for each individual target is determined by numerical simulations of planetary orbits of varying amplitudes, periods and phase angles. These simulated planetary signals can either be recovered by a periodogram significantly or not and thus deliver the quantitative upper limits.
Companion limits for different planet search samples were presented by Murdoch et al. (1993), Walker et al. (1995) and Cumming et al. (1999) for the Mount John Observatory, CFHT and Lick Observatory surveys, respectively. Nelson & Angel (1998) derived an analytical expression for detection limits and re-examined the CFHT data set. The sensitivity of RV surveys for outer planets with orbital periods exceeding the survey duration was studied in Eisner & Kulkarni (2001). They all used different approaches, most of them are based on the periodogram, to determine the detection capabilities of individual surveys. In Kürster et al. (1999b) we have already determined these limits for one target of the CES program, namely Prox Cen, using also a different method based on a Gaussian noise term.
The method we apply to the CES data was already described in Endl et al. (2001b) and
in greater detail in Endl et al. (2001a). The latter paper also includes a comparison with
a method based on Gaussian noise terms and discusses the differences and the advantage of the
bootstrap approach. Our bootstrap-based method can be summarized as follows: for each star we perform
numerical simulations of planetary orbits with K (the RV semi-amplitude),
the orbital phase
and P (the orbital period) as model parameters (orbital eccentricity e is set to 0).
The maximum period represents the time span of CES observations of the target star (with a typical
duration of
2000 days). For each set of K and P 8 different orbits are created with their
phase angles shifted by
.
These signals are added to the actual RV measurements (i.e. we use
our own data set as noise term) and perform a period search in the range of 2-5000 days (using the
Lomb-Scargle periodogram). We define a planet as detectable if the period is found by the periodogram
and the statistical significance of its peak in the power spectrum is higher than
(i.e. its
false alarm probability (FAP) is lower than 0.01). If the FAP equals or exceeds 0.01 at only one of
the trial phases, a planet is not classified as detectable at these P and K values.
Again the FAP is estimated by using the bootstrap randomization method and for each simulated signal we
perform 1000 bootstrap runs. By increasing the K parameter until the FAP is less than
for all
orbital phases at a given P value we obtain quantitative upper limits for planetary companions.
By taking as the noise-term the obtained RV results for single stars (and the RV residuals for binary
stars) we assure that the noise distribution is equal to the measurement errors of the CES survey for
this star (obviously, the temporal sampling of the simulated signals are identical with the
real monitoring of each individual star by the CES survey).
The value of the parameter K can be transformed immediately into an
value
and the parameter Pinto an orbital separation a for the companion, thus we derive an
companion limit
function.
The simulations are performed in the period range of P = 3 days and the total duration of
observation for each individual target. This period range is sampled in such a manner that
companion limits are computed every 0.25 AU (i.e. a P2/3 spacing).
One exception is the 1-year window (P = 365 days)
where the companion limit is determined additionally in every case.
The derived upper mass-limits are strictly correct only at the
-values where the simulations
are performed (circles in Figs. .11-.17), the interpolated limits (dashed lines in the
figures) are not mathematically stringent,
since the frequency-space is too large to be sampled completely (i.e. two times for each independent
frequency = Nyquist criterion).
The following stars are excluded from the limit determination due to insufficient observations: HR 753
(with only 6 RV measurements), HR 7373 (8 RV measurements), and Ret (14 RV measurements).
Another exclusion is
Hor, where the planet was discovered, and the
Centauri system, in which case companion limits based on the CES data have already been presented in Kürster et al. (1999b) for Proxima and in
Endl et al. (2001a) for
Cen A & B.
Star | Mass [
![]() |
Star | Mass [
![]() |
![]() |
1.061 | HR 3259 | 0.9 |
![]() |
1.12 | HR 3677 | 2.1 |
HR 209 | 1.1 | HR 4523 | 1.04 |
![]() |
1.2 | HR 4979 | 1.04 |
HR 448 | 1.231 | HR 5568 | 0.71 |
HR 506 | 1.17 | HR 6416 | 0.89 |
![]() |
0.89 | HR 6998 | 1.0 |
![]() |
1.12 | HR 7703 | 0.74 |
![]() |
1.2 | ![]() |
1.11 |
![]() |
1.1 | ![]() |
0.7 |
![]() |
0.853 | HR 8501 | 1.04 |
![]() |
1.231 | HR 8883 | 2.1 |
![]() |
0.95 | Barnard | 0.164 |
HR 2400 | 1.2 | GJ 433 | 0.42 |
HR 2667 | 1.04 |
In the first case the data structure (total number of observation and sampling density) leads to the effect
that for a certain phase angle the FAP of the input signal always exceeds the level regardless of
the increase of the K parameter. This is the case for the gaps seen in the limits for instance for HR 209 at 2.25 AU (Fig. .11) and for HR 506 at the same separation (Fig. .12).
In a conservative approach we declare these cases as non-detections since the correct parameters of the planetary signal were not recovered (remember that one undetected signal out of the eight trial phases is sufficient to define a planet as undetectable although seven out of eight signals were successfully recovered). One would conclude though that a planet with the wrong orbital period is present and the correct period of its orbit remains unknown (though continued monitoring of this star would eventually lead to the correct orbital parameters).
The derived upper mass-limits for planets orbiting the CES survey stars are displayed in
Appendix B for each individual star. The horizontal dotted line in each plot shows (for better comparison)
the
border. For most of the stars the CES limit line crosses this
border at orbital separations less than 1 AU. This clearly demonstrates the need for a longer time
baseline as well as a better RV measurement precision to detect "real'' Jupiters at 5.2 AU.
The
Centauri system represents a special case in this limit-analysis: it
allows the combination of observational constraints for planetary companions with dynamical limitations for
stable orbits within the binary. In Endl et al. (2001a), Paper II of this series,
we have combined the CES limits with the results from the dynamical stability study of
Wiegert & Holman (1997) which led to strong constraints for the presence of giant planets orbiting
Cen A or B. Upper limits for giant planets around the third member of
the
Centauri system, Prox Cen, based on the results of a different RV analysis of the CES data were presented in Kürster et al. (1999b). We therefore didn't include the plots
for these 3 stars in this paper and refer the reader to the former articles.
In the cases of Hyi and
Cet we have nights where a great number of spectra were taken in a
short consecutive time. In order to distribute the sampling more evenly and to reduce the total number of
RV measurements to save CPU time, we averaged the numerous RV measurements in those nights, to get a
maximum number of 3 observations per night. This reduced the total number of measurements for
Hyi
to 94 (instead of 157) and for
Cet to 62 (instead of 116).
The results for HR 448 are limited by the short monitoring time span of 438 d and the small number of observations (24 RV measurements). For this star only companion limits for orbital separations of a < 0.15 AU were found.
The candidate for a planetary companion to Eri (from Hatzes et al. 2000) is also
indicated in Fig. .13 by an asterisk.
It lies well inside the non-detectable region of the CES survey for this star.
As described in Hatzes et al. (2000) the combination of several different RV data sets was necessary
to find the signal of this companion. Moreover, the orbital period of 7 years is longer than the
duration of the CES Long Camera survey.
For the binaries For, HR 2400 and HR 3677 the simulated planetary signal is added to the orginial RV set,
which still possess the huge variation due to the binary orbits. Thus, one additional step in the
limit determination has to be performed.
Before the periodogram analysis is started we subtract the binary motion (the preliminary
Keplerian solution and trends from Sect. 3) by minimization of the
-function.
The same is done for the low-amplitude trends of
.
For, HR 6416 and HR 8501 caused by their
stellar secondaries. Again the found trends are subtracted (by
-minimization) from the synthetic
RV sets and the periodogram analysis is performed on the RV residuals.
HR 5568 was only observed for 384 days and companion signals with periods >250 days (
AU) were not detected at all orbital phases. The CES monitoring of HR 7703 spans over 1042 days and
no gaps were found in the detectability of planetary companions within this time-frame (maximum separation
AU).
For HR 8323 we detected only 3 test signals at P=3,123 and 224 days, at all other P-values the test orbits were not recovered. This low detectability is due to the smaller number of observations (20 RV measurements) and the shorter time span of monitoring (1068 d). The results for HR 8323 are not displayed.
The numerous gaps in the CES detectability of companions of the giant HR 8883 (G4III) are a direct
result of the large RV scatter (
)
and the irregular monitoring of this star (see
Fig. .17).
In the case of GJ 433 (M2V) the small number of RV measurements (15) and the short duration of monitoring
(337 days) prohibit determination of companion limits. No simulated planetary signal could be detected at
all orbital phases at the trial periods of
3,10,40,100,150,175,250 and 333 days. Only at the trial
period of 200 days a signal with a K amplitude of
was detected, corresponding to a
companion of
with a semi-major axis of a=0.5 AU.
Barnard's star (M4V) constitutes another special case of the companion limit analysis.
The limits determined from the CES RV data can be combined with the astrometric companion limits based on
the HST Fine Guidance Sensor (Benedict et al. 1999). This combination is very effective since
both methods are complementary to each other (the RV method is more sensitive to close-by companions while
for astrometry the detectability of more distant companions is better).
Figure .17 displays the companion limits derived from the
CES data and combined with HST astrometric results.
These combined limits demonstrate that - except for an aliasing-window near a=0.08 AU
(corresponding to P= 20 to 27 d) - all planets with
can be
exluded.
In order to check the validity of the derived e = 0 limits also for eccentric orbits
we select the special test case of HR 4979 and compare the limits for e = 0 orbits for certain sets
of K and P values with e > 0 orbits. HR 4979 was chosen because the companion limits for this
star are a smooth function without gaps (see Fig. .15).
We want to emphasize that the following tests can only serve as an example and
the results cannot be taken as generally valid for the complete survey.
Furthermore, due to the above mentioned feasibility limitations, the sampling rate of the parameter
space has to be kept low (e.g. the parameter
is sampled only every
). The test
consists of the two following steps:
In step 2 the orbital phase
is introduced as additional parameter for two selected P-values
(the minimum and maximum value of P: 46 & 1452 d). For each set of P,K,e and
values
the parameter space of
is additionally sampled 5 times (equidistant). This means that for each
pair of P and e parameter 20 synthetic planetary signals are generated (at 4 different
and 5 different
values). Figure 20 shows the result of this second test. The
general form of the results from the first test is preserved.
These tests illustrate - at least in the case of HR 4979 - that the e=0 limits appear to be valid for longer periods and eccentricities of e<0.6, while for smaller P values the validity is constrained to low eccentricities.
![]() |
Figure 19:
Eccentricity-test part 1:
detectability of e>0 orbits in the case of HR 4979 and fixed orbital
phase. For each trial period
and eccentricity 4 different orbits (![]() ![]() |
Open with DEXTER |
![]() |
Figure 20:
Eccentricity-test part 2:
detectability of e>0 orbits for HR 4979 at P = 46 and 1452 d with
the orbital phase ![]() ![]() ![]() |
Open with DEXTER |
![]() |
(1) |
The minimum value of
was found for HR 2667 (
)
and the
highest value for HR 448 (
). In terms of average detectable K-amplitude the
minimum for the CES Long Camera survey is
for HR 5568, which is not surprising since
this is the star with the smallest RV-scatter (
), and the maximum at
for the highly variable star HR 8883.
Star |
![]() |
![]() |
Star |
![]() |
![]() |
[
![]() |
[
![]() |
||||
![]() |
3.3 | 71.3 | HR 3259* | 2.26 | 36.7 |
![]() |
1.76 | 35.2 | HR 3677 | 2.44 | 56.8 |
HR 209* | 5.37 | 124 | HR 4523* | 3.57 | 53.6 |
![]() |
2.16 | 38.6 | HR 4979 | 1.66 | 23.2 |
HR 448* | 16.4 | 280.3 | ![]() |
1.88 | 22.2 |
HR 506* | 3.79 | 90.5 | ![]() |
2.14 | 26.9 |
![]() |
1.95 | 22.6 | HR 5568* | 2.58 | 19.9 |
![]() |
2.42 | 34.5 | HR 6416 | 1.77 | 34.3 |
![]() |
1.85 | 94.2 | HR 6998 | 2.67 | 52.4 |
![]() |
2.04 | 44.4 | HR 7703 | 2.8 | 37.3 |
![]() |
2.67 | 40.0 | ![]() |
2.25 | 79.5 |
![]() |
2.12 | 32.9 | ![]() |
3.35 | 45.2 |
![]() |
2.51 | 24.6 | HR 8501* | 1.73 | 40.4 |
HR 2400 | 1.69 | 42.0 | HR 8883* | 5.67 | 369.4 |
HR 2667 | 1.54 | 25.4 | Barnard* | 4.58 | 170.5 |
Figure 21 compares these CES-survey mean -amplitudes of detectable planetary signals
with the K-amplitudes of known extrasolar planets as a function of B-V. For this purpose we selected
only K-amplitudes less than
(which excludes three CES stars: HR 448, HR 8883 and
Barnard's star and 27 known extrasolar planets).
Except for CES stars with B-V<0.6, most of the RV-signals
of the known extrasolar planets are within the detection range of the CES Long Camera survey.
![]() |
Figure 21:
Average detectable K-amplitudes of the CES-survey (diamonds) as a function of B-V, compared to K-amplitudes of known extrasolar planets (cirlces). Only K-amplitudes less than
![]() ![]() |
Open with DEXTER |
![]() |
Figure 22: Comparison of detected simulated signals (circles) with an analytically derived detection threshold (solid line) based on the Lomb-Scargle periodogram and a False Alarm Probability (FAP) of 0.01 (using Eq. (15) in Cochran & Hatzes 1996). F denotes the S/N-ratio of the signal in the power spectrum and N the total number of measurements per star. |
Open with DEXTER |
Figure 22 shows a comparison of our numerical simulations with an analytic detection
threshold for a False Alarm Probability of 0.01 by using Eq. (15) from Cochran & Hatzes (1996).
The theoratical curve (solid line in Fig. 22) is calculated on the basis of the Lomb-Scargle
periodogram and gives the S/N-ratio (
)
of signals detected with FAP
as a function of number of measurements N.
Clearly, the
plot shows that virtually no signals can be detected with N<20, consistent with our results, and
that the curve constitutes a clear lower limit to our "real'' detectability (circles in Fig. 22).
It is not surprising that the detected signals do not get closer to the theoratical limit,
since they had to be recovered at all phase angles. In many cases the
CES Long Camera survey successfully recovered signals at certain phase angles at lower F-values,
which are not included in Fig. 22 due to the above mentioned criterion.
Figure 22 demonstrates again that
the sensitivity of RV planet search programs can also be improved
by increasing N, i.e. by taking more data, beside raising the RV precision.
![]() |
Figure 23:
Lower section of all detectable ![]() ![]() ![]() ![]() ![]() ![]() ![]() ![]() ![]() |
Open with DEXTER |
The planet around
Hor remains the single clear detection of an extrasolar planet by the
CES Long Camera survey. This corresponds to a detection rate of
3%, a value similar
to other precise Doppler searches. The discovery of
Hor b demonstrated for the first time
the feasibility of the RV technique in planet detection in the case of young and
thus moderately active stars.
Seven stars (19%) of the CES sample show minor signs of variability (minor in the sense that they
pass one but fail at other tests): Tuc, HR 506,
Ret,
Eri,
Pav and HR 8883.
While for
Eri this is an indication for the presence of the highly eccentric RV signature of the planet, the cause of variability for the other stars remains unknown since no
convincing periodicity or trends were found. For HR 8883 the RV variations can be explained by the high
instrinsic activity of this star (high X-ray luminosity).
Low amplitude linear RV trends were found for the following 5 targets (14%): Hyi,
For, HR 6416,
Ind and HR 8501. For the known binaries
For, HR 6416
and HR 8501 these trends agree well with the expected acceleration by the stellar secondary.
The large scatter around the linear trend of
For is probably also due to high stellar activity
(again a high X-ray luminosity).
Hyi and
Ind are identified as candidates for having long-period and probably stellar
companions. But could these trends also be caused by planets? If we assume that the minimum orbital
period would be 4 times the monitoring time span (i.e.
years) and that the RV semi-amplitude is of the order of the RV shift over the 5 years (
Hyi:
,
Ind:
)
and e=0, the observed trends could be caused in the case of
Hyi by a planet with
at
AU and for
Ind by an
companion at
AU.
Such planetary systems with a distant giant planet would resemble our Solar System more closely than
the extrasolar planetary systems found so far. For e>0 orbits the period can even be much shorter
than 20 years and we therefore conclude that although the linearity of the RV trends points towards
distant and previously unknown stellar companions, both stars constitute prime targets for follow-up
observations by the CES planet search program.
Pav has been earlier announced by our team as a possible candidate for having a planetary
companion with an orbital period of about 43 days and
(Kürster et al. 1999a). This signal was found with a low confidence level and based
on a preliminary analysis of a subset of the Long Camera data, using an early version of the
Radial code (Cochran & Hatzes 1990) to obtain the RV measurements. The analysis
of the complete data set of
Pav using the Austral software did not confirm the
presence of this companion. The total rms scatter over the entire 5 1/2 years is
,
slightly larger than the mean internal error of
for this star. No
apparent Keplerian signal is present. This is consistent with results coming from the Anglo-Australian
planet search (Butler et al. 2001), who collected 7 measurements of
Pav over the course
of 1 year, which reveal a total rms scatter of only
(the Anglo-Australian
planet search uses the UCLES echelle spectrometer which covers a much larger spectral region and the entire
of the I2-reference spectrum, hence the higher precision of their results).
However, we have identified in our much longer and higher sampled data a periodic signal of
7 days, again with low confidence (the FAP of this signal is still higher than 0.001 but it appears in both the unbinned original RV data as well as in the nightly averaged results).
If the periodic signal is indeed real what could produce such an RV signature?
Pav belongs to the
Ret stellar kinematic group, a group of metal deficient stars
with an age of
5 Gyr (del Peloso et al. 2000).
The iron abundance was determined as [Fe/H] = -0.37 by Porto de Mello & da Silva (1991)
and as [Fe/H] = -0.44 by Edvardsson et al. (1993).
This low metallicity can account for the observed large RV scatter, since fewer and shallower
absorption lines in the small CES bandpass degrade our measurement precision. In fact
Pav has the second largest internal RV error of the F-type stars in the CES sample.
Based on H
emission,
Pav appears to be slightly more active than the Sun
(del Peloso et al. 2000) and the star is already evolving into the subgiant phase (Porto de Mello & da Silva 1991). With this higher level of activity we suspect that the
P=7 day RV variation is in fact the stellar rotation period and that our RV measurements
are affected by cool spots in the photosphere of
Pav. These spots would modulate
the RV measurements with a typical timescale of
.
Since these
spots appear and disappear on short timescales compared to the monitoring duration and
the overall activity level might change over 5 1/2 years, the amplitude as well as the phase of
this modulation varies with time. Such a signal is therefore difficult to detect significantly,
which is exactly what we observe here.
The expected size of the subsurface convection zone for a low-metallicity F-type star is smaller than
for a star of solar metallicity. Even with
days such a star would not
display a much larger activity level than
Pav due to the inefficiency of the dynamo.
From the
and
(Porto de Mello priv. comm.) and the
value of 7 days we derive a viewing angle
of
.
The continued monitoring of
Pav will demonstrate
whether the P=7 day is robust and can be recovered with a higher confidence level.
Roughly 50% of the targets (18 stars) of the CES Long Camera survey show absolutely no sign
of variability or trends in their RV data. Within the given RV precision of the CES Long Camera survey the following stars were found to be RV-constant: HR 209, HR 448, HR 753,
Ret,
Eri, HR 2667, HR 4523, HR 4979, HR 6998, HR 7373, HR 7703, HR 8323 and GJ 433.
In the cases of the binaries For, HR 2400, HR 3677 and
Cen A & B (see Endl et al. 2001a) no sign of significant periodic signals were found in the RV residuals after
subtraction of the binary orbit. Interestingly,
For does not show any excess scatter
although based on its
-flux and H
-emission (Porto de Mello priv. comm.)
it is an active star. Still, the residuals after subtraction of the binary orbit are consistent
with our measurement errors.
The CES Long Camera survey is in all cases sensitive to short-period ("51 Peg''-type) planets with
orbital separations of a < 0.15 AU. This result confirms the general bias of precise Doppler searches
towards short-period companions. For 22 stars of the CES Long Camera survey these mass-limits reach
down into the sub-Saturn mass regime at
AU.
For most stars the region where planets with
could have been detected
is confined to orbital separations of less than 1 AU. Beyond 2 AUs no planets with
were found to be detectable around any star of the survey. Subsequently, in order
to detect a Solar System analogue the time baseline and (if possible) the RV precision of the CES
planet search has to be increased.
Within the limitations of our numerical simulations (e=0, P2/3 sampling)
we can rule out the presence of giant planets within 3 AU of the CES survey stars according to the
limits presented here (with the exceptions of HR 209, HR 8883 and periods inside the
non-detectability windows).
Spectral leakage is the main cause for the windows of non-detectability. Even for well observed stars
like e.g.
Cet or
Hyi these windows exist close to the seasonal one year period. This
demonstrates how difficult the detection of RV signals with a one year periodicity is.
The average detection threshold
for the examined 30 Long Camera survey stars is 2.75, meaning that on average detectable planetary signals have K amplitudes which exceed the noise
level by a factor of 2.75.
With the decommissioning of the Long Camera in April 1998, phase I of the CES planet search program came to an end. All results based on this homogeneous set of observations are included in this work or were already presented earlier.
Although the CES was modified quite substantially after that, with the installation of the
Very Long Camera (VLC) yielding a higher resolving power of
and an optical fibre-link
to the 3.6 m telescope being the most significant changes, the CES planet search program
was continued using the same I2-cell for self-calibration. This ensures the
capability to merge the RV results from phase I with the newer phase II data set without
the need to compensate for velocity zero-point drifts as demonstrated for HR 5568 in
Fig. 24. The displayed RV results now cover almost 3 years for this star (compared to 1 year of the Long Camera survey). For the intermediate time when the 1.4 m CAT and the
3.6 m telescope were used in combination with the VLC and the 2K CCD (which meant a reduced bandwidth
of
due to the higher spectral dispersion) we observe a small RV offset
of
.
This offset can be explained by the difference in spectral regions which were analysed to obtain the RVs. However, after the VLC was equipped with a longer
4K CCD the spectral bandwidth was increased to
.
To assure that the RV results are
based on the same spectral regions we analyse both the Long Camera and the VLC data using a stellar
template spectrum obtained with the most current instrumental setup (i.e. VLC & 4K CCD). A comparison
of the RV results derived with the current CES and Long Camera results does no longer show any velocity
offset (see Fig. 24). This demonstrates that the I2-cell technique
successfully compensates even for major instrumental setup changes. This guarantees a high
long-term RV precision and allows a smooth continuation of the CES planet search program.
![]() |
Figure 24:
RV monitoring of HR 5668 during the refurbishment of the CES. A
comparison of the Long Camera results (full diamonds) with data
collected with the new VLC and the 2K CCD (boxes and circles) show a
slight offset. This offset disappears with the installation of the 4K CCD (triangles) which increased and equalized the spectral bandwidth (see text for details).
The total rms scatter over the 3 years is
![]() ![]() |
Open with DEXTER |
The Very Long Camera at the CES is promising to increase the RV precision of the CES planet search due to several reasons: the resolving power is doubled with respect to the Long Camera while the
spectral bandwidth is not reduced by a large amount (
instead of 48.5), and the
S/N-ratio of spectra is higher due to the usage of image-slicers and the larger aperture
of the 3.6 m telescope.
With the successful merging of the new Very Long Camera data with the Long Camera survey and an
expected better RV precision the CES planet search might become sensitive to Solar System
analogues in the near future.
Acknowledgements
We are thankful to the ESO OPC for generous allocation of observing time to the CES planet search program and to the ESO night assistants and support staff at La Silla and Garching (during remote observing runs). Our referee Stephane Udry had many important comments which helped to improve this article significantely. We would also like to thank Gustavo F. Porto de Mello, who contributed with many valuable discussions on the stellar properties of the CES target stars. ME and SE both acknowledge support by the ESO science office, ME was also supported by the Austrian Fond zur Förderung der wissenschaftlichen Forschung No. S7302 and SE under E.U. Marie Curie Fellowship contract HPMD-CT-2000-00005. ME, APH and WDC acknowledge support from NSF Grant AST-9808980 and NASA Grant NAG5-9227. During most of the time for this work MK was employed by the European Southern Observatory whose support is gratefully acknowledged. This work made us of the online SIMBAD database.