A&A 381, 324-339 (2002)
DOI: 10.1051/0004-6361:20011491
T. G. Müller1 - J. S. V. Lagerros2
1 - ISO Data Centre, Astrophysics Division, Space Science
Department of ESA, Villafranca, PO Box 50727, 28080 Madrid, Spain
2 -
Astronomiska observatoriet, Box 515, 75237 Uppsala, Sweden
Received 5 June 2001 / Accepted 19 October 2001
Abstract
Asteroids have been used extensively as calibration sources for the
Infrared Space Observatory (ISO) and are planned to be used by
future groundbased, airborne and space-based projects in the
thermal infrared (IR) and in the sub-millimetre.
We summarize the general IR observational parameters with a
focus on space observatories and discuss brightness variations, apparent
velocities and background influences.
During the ISO mission ten well-studied asteroids were used for
the photometric calibration of ISOPHOT, but additionally the
bright asteroids turned out to be of great interest for many technical
tests and calibration aspects. We evaluated the different applications,
like testing the photometry of the spectrometers,
validation of relative spectral response functions, determination
of beam profiles or colour correction tests.
The description of the asteroids' thermal emission has been obtained by
a recent thermophysical model (TPM). The important model aspects
are size, albedo, shape together with the spin vector, a beaming model,
thermal inertia and a wavelength-dependent emissivity.
With a large sample of observational data provided by three different
ISO instruments we had for the first time the
possibility to study the thermal emission of several asteroids in
detail. The intercomparison between results from different instruments
allowed us to distinguish between observational errors and model
shortcomings. It turned out that the accuracy of TPM predictions
is in many cases strongly related to the limited knowledge of
the asteroid shapes. The concepts of beaming, thermal inertia
and wavelength dependent emissivities were nicely confirmed for
a wide range of observing and illumination geometries under many
aspect angles for different asteroids. The TPM predictions for
Ceres, Pallas and Vesta are accurate
within 5% over the full wavelength range from 5 to 200
,
for Hygiea and a few other asteroids the predictions and
observations agree within 10 to 15%. We found similar emissivity
behaviour for the four large asteroids over the full ISO wavelength
range. Up to now, no clear spectral features have been seen in the
asteroid far-IR spectra.
Key words: minor planets, asteroids - radiation mechanisms: thermal - infrared: solar system
With the availability of the thermal IR wavelength range (from a
few micron to the sub-millimetre range) through balloon, airborne and
spaceborne instruments, it became necessary to establish new
calibration standards and to develop new calibration strategies. In
the early phases, instruments working in these wavelengths were
usually calibrated against planets (mainly Mars, Uranus
and Neptune), but with the development of more sensitive
instruments these objects were too bright. Sandell (1994)
made a first attempt to establish a set of secondary calibrators at
sub-millimetre (submm) wavelengths. The emission
from stellar photospheres is too faint in the far-IR and
submm and therefore all calibrators were chosen from dust-rich sources, i.e. Ultra-Compact
regions, protostars,
protoplanetary nebulae and AGB-stars surrounded by massive dust
envelopes. But often these sources are embedded in dust clouds which
provide a strong and variable background (Sandell & Aspin 1998).
Additionally, modeling proves to be difficult and accurate
far-IR extrapolations are almost impossible.
In the mid-IR, the connection from ground-based N and Q band photometry
to the full mid-IR wavelength available from space was done via stellar
models. In this way also the IRAS 12, 25 and 60
bands were
calibrated. But neither the stellar models nor planet model
extrapolations were considered reliable for the 100
band.
Here, for the first time, asteroid models were used to "transport''
the calibration from 60 to 100
(Beichman et al.
1988).
The next big step in terms of sensitivity and thermal IR
wavelength coverage was then achieved with the Infrared Space
Observatory (ISO) (Kessler et al. 1996).
ISO was equipped with four scientific instruments, covering the
IR wavelengths from 2.5-240
.
At a wavelength of
12
,
ISO was one thousand times more sensitive and had one
hundred times better angular resolution than its predecessor. During
its routine operational phase (4 February 1996 to 8 April 1998) ISO
successfully made over 26450 individual scientific observations
ranging from objects in our own solar system right out to the most
distant extragalactic sources, and approximately 4000 calibration
observations.
Especially in the far-IR beyond 50
ISO was lacking
reliable photometric standards. Uranus and Neptune
at the bright end and the brightest stellar calibrators at the faint end
left a gap of two orders of magnitude in flux. And, a special in-flight
programme to establish secondary standards was not foreseen.
Müller & Lagerros (1998, in the following Paper I)
provided a set of 10 asteroids, based on a recent thermophysical model
code by Lagerros (1996a,1997,1998).
The model input parameters were derived from ground-based mid-IR
and submm observations and IRAS data.
These sources have been extensively observed by ISO for photometric
far-IR calibration, for testing relative spectral response
functions and for many technical and calibration purposes.
In the following we summarize the important aspects of IR observational parameters and constraints for asteroids (Sect. 2). The crucial modeling issues are explained briefly (Sect. 3). In these two sections our goal is to provide useful information on the possibilities and limitations of using asteroids as calibration standards for space observatories. Section 4 gives an overview over the thermophysical model applications for ISO, including spectroscopic and photometric calibration aspects for different ISO instruments. It is meant as an illustration in what context and how asteroids can be utilized for other projects. With the ISO data it was for the first time possible to test model predictions at far-IR wavelengths in a direct way. Photometrically useful observations of asteroids from ISOPHOT (Lemke et al. 1996), SWS (de Graauw et al. 1996) and LWS (Clegg et al. 1996) are presented and discussed. We summarize these new observations and the special data reduction procedures which were necessary to calibrate the observations exclusively against stars and planets (Sect. 5). The results clearly demonstrate the excellent quality of the models, but also the possible areas of improvement of the models for future missions with even higher requirements (Sect. 6). The new observational results from ISO photometry with ISOPHOT and LWS are listed in the Appendix.
Asteroids are point-like (<1
angular diameter)
and emit the largest fraction of their energy at thermal IR
wavelengths. The spectrum of an asteroid is dominated by reflected solar
radiation in the visual and near IR, and by the thermal emission at
longer wavelength. The transition region is narrow due to the steep
slope in the Wien part of the thermal spectrum. Outside the transition
region the contribution from either the reflected light or the thermal
emission is completely negligible with respect to the other.
So far, no prominent features are known in the thermal spectra
of asteroids at far-IR wavelength. At shorter wavelength,
between 8 and 11
,
broadband silicate features have
been seen (Cohen et al. 1998; Dotto et al. 2000).
Heras et al. (2000) report mid-IR emission signatures
on Vesta, tentatively identified with olivine and pyroxene
silicate groups. These features do influence ground-based N-band
photometry but they are not relevant in the far-IR.
The modeling of the thermal spectrum is reviewed in
Paper I, but to a zeroth order the IR brightness is
determined by the apparent size and the temperature across the
surface. Over the orbital period (3-6yr in the main-belt) the
changing distance to the Sun will induce temperature variations
covering the dynamic range approximately given by
,
where e is the eccentricity of the orbit. From
this the temperatures are typically
higher in
perihelion than in aphelion.
In principle the varying distance between the Earth and a main-belt asteroid (MBA), typically yields a factor of 5 between minimum and maximum flux density. In practice, however, there are constraints on the observing geometry, such as the solar elongation, which significantly reduces the dynamic range resulting from distance scaling. For ISO a factor of 2 was possible for MBAs in some extreme cases, but typical values were significantly smaller.
Asteroids rotate which produces a light curve, mainly due to the
elongated shape and in some cases albedo variations across the
surface. For the asteroids larger than 200km in diameter, the range
of periods is 4.2-
with a mean of
,
and the mean amplitude of the visual light curve
mag (Lagerkvist, private communication). The
amplitude in the thermal IR is comparable to that in the visual, since
both are approximately proportional to the projected surface area.
Depending on the target and the application it may be important to
consider the flux changes due to rotation, as given by the TPM, for
integration times longer than about
.
Typical MBAs had between 0 and about 80arcsec/hour
apparent speed, as seen from the Earth (vector addition of Earth
and MBA movement). The ISO
motion added in the worst case about 20arcsec/hour at certain points
of the 24 h orbit (see Fig. 1).
Near Earth objects can have up to a few degrees/hour for
close encounters with Earth.
![]() |
Figure 1:
The apparent sky movement [
|
The IR background in the ecliptic plane as seen from space is
dominated by zodiacal light and therefore relatively smooth. It can
be approximated as diluted black body radiation with temperatures
ranging from 259K (at
)
to 280K (at
)
(Abraham et al. 1999).
Only at around
and
,
where the ecliptic crosses the galactic plane, the background
strongly increases (see Fig. 2).
![]() |
Figure 2:
The sky background in the ecliptic plane for a
solar elongation of
|
At 25
the background along the ecliptic plane varies between
60 and 100MJy/sr (as given by the COBE/DIRBE annual maps, corresponding
to
,
Hauser et al. 1998)
at 140
the background values are around 10MJy/sr, but
reaching up to 60MJy/sr at
and more than
1500MJy/sr at
(close to the galactic centre).
In these places of high background the interstellar cirrus dominates
at wavelengths longer than 100
.
The background of a given position in the ecliptic plane changes with
time, depending on the angular distance from the Sun. Under the ISO
visibility constraints, between
and
,
the background varied up to
a factor of 3 at the mid-IR and about 10 to 30% at the far-IR.
Preferable, low background configurations are therefore
between
,
100...250
and
at
for
.
Background values of 10, 100 and 1000MJy/sr correspond to approximately 2, 20 and 200Jy in a 100
circular aperture
and to 0.02, 0.2 and 2Jy in a 10
aperture.
Although sky backgrounds can be high in some cases they only play a
role for "cold" space observatories. Groundbased, airborne and
passively cooled space instruments are limited by atmospheric
and instrument self-emission. Sources are therefore measured in chopped
mode and the sky background is negligible.
Using asteroids as calibrators requires a good understanding of the temporal flux variations on orbital and rotational time scales, as discussed above. Paper I and Müller et al. (1999) applied the thermophysical model developed by Lagerros (1996a,1997,1998), to a large data base of IR observations of a selection of previously well studied asteroids, in order to establish the asteroid standards used for ISOPHOT (Lemke et al. 1996). The model produces accurate thermal IR spectra and thermal lightcurves, taking into account a number of physical processes. Subjectively ordered by their relative importance, the main components of the model are:
The asteroids were utilized in a wide range of calibration aspects ranging from absolute photometry, relative spectral response function checks to cross calibration and calibration of special modes. See also Müller & Lagerros (2001) for a more technically oriented overview of all asteroid related calibration of ISO. The brief description of the main calibration aspects also illustrate the potential use of asteroids for future far-IR and submillimetre projects.
Both the LWS absolute flux calibration and the relative spectral response function (RSRF) have been established using observations of Uranus in combination with a model (Griffin & Orton 1993).
The photometry of LWS has been tested against Ceres,
Pallas, Vesta and Hygiea repeatedly.
The asteroids were considered as a viable possibility to ensure the
calibration, since the brightest stellar standards are already
too faint to obtain sufficient S/N values.
The bright asteroids provide approximately one tenth
of the Uranus flux level (beyond 100
),
whereas
Boo and
Tau
are only at one hundredth of the Uranus brightness.
The better flux coverage revealed non-linearities in the
detector responses and allowed their empirical correction
(Gry et al. 2001).
Background contributions are not important for the bright
planets, but had to be considered for the asteroids.
No prominent lines are known for the asteroids in the LWS wavelengths range. They therefore provide means of an independent RSRF determination. Photometric and spectroscopic asteroid measurements are currently analysed and the findings will be implemented in the LWS calibration scheme.
Most of the SWS calibration programme
were done on stars which perfectly cover the dynamic range of the detectors,
except the highest brightness level beyond 12
.
Here, bright
asteroids and planets were used to check the final photometric
and spectroscopic calibration (Morris 1999).
The grating flux calibration programme included Ceres, Pallas, Juno, Vesta, Hygiea together with the planets Saturn, Uranus and Neptune. For the Fabry-Perot interferometer calibration only measurements on Ceres and Pallas were used in addition to the stars.
Further qualitative comparisons related to spectral features or broadband shapes on the grating relative spectral response function included measurements on Ceres, Pallas, Juno and Hygiea. Also for the validation of different instrument configurations (SWS01/SWS06) a few asteroids were used (Leech et al. 2001).
the apparent sky movements of three asteroids were used to validate the pointing-tracking system of ISO. Additionally, the apparent sky movement of Vesta served in a special calibration programme to characterize the beam profile in dispersion direction on subarcsecond level. This complemented the extremely time consuming beam profile measurements (typically done with a series of satellite repointings on bright stars). In this way also the pointing uncertainties of the telescope could be minimized.
the accuracy of the photometric calibration depends strongly on the
quality of the blocking elements and the characterization of the
band passes. Ceres (in December 1997) and HR6705 (
Dra)
had both approximately 150Jy flux density at 10
.
In
case of the asteroid, 10
is still on the Wien-part of the
spectrum with its energy peak at around 15
.
For HR6705 10
lies on the Rayleigh-Jeans
part of the spectrum with its peak wavelength in the visible. The measured
in-band fluxes are therefore different and depend strongly
on the width and shape of the band pass. These differences are clearly
visible in the colour correction factors, which are calculated for
a wide range of sources in comparison to a reference spectrum
(IRAS and ISO used a constant energy spectrum
as reference).
| Detector-Filter | |||||
|
|
P1_3.6 | P1_12 | P2_25 | P3_60 | C100_120 |
| 5000K | 1.05 | 1.30 | 1.28 | 1.13 | 1.21 |
| 200K | 1.69 | 0.89 | 1.05 | 1.07 | 1.17 |
Whenever possible, the long-wavelength channel of the photometer was
used during satellite slews. This ISOPHOT Serendipity Mode
(e.g. Stickel et al. 1999) led to a partial sky survey,
covering approximately 15% of the sky, at wavelengths of
170
,
a spectral region not covered by the IRAS survey.
The bright asteroids, seen serendipitously during the ISO slews, allowed a flux calibration in a direct way, using TPM predictions (Müller et al., in preparation). This procedure improved the calibration significantly and extended the calibrated flux range to higher brightness levels, where many new galactic and extragalactic sources have been found (Stickel et al. 2000).
ISO used asteroids for calibration purposes in many contexts, but it also allowed an independent testing of TPM predictions in the unexplored far-IR. To avoid "self-calibration" of the asteroid observations with a calibration based on asteroids, we developed special procedures to establish "asteroid free" calibration for the following data samples.
With the method described in Paper I it
was possible to exclude all asteroid observations from
the ISOPHOT calibration scheme and to extract independently calibrated
asteroid fluxes via the internal calibration source.
Asteroid observations were in this way treated as normal scientific
measurements, but now calibrated only against stars and planets.
In total we derived 94 individual photometric data points between 50 and
(Tables B.1-B.3). All values are background subtracted and
colour corrected. The uncertainties are rms values of observational
errors, calibration source model uncertainties and estimated
method errors. Additionally, the TPM predictions are given
in the tables.
There are many more ISOPHOT observations of asteroids where
our method could not be applied because of a lack of stellar and
planetary calibrators in the specific instrument configuration.
A detailed discussion per object follows in Sect. 6.
The ISO Data Archive contains two full grating scans (observing mode LWS01) on Ceres and one on Hygiea (see Table 2). Additional grating scans exist on 4 asteroids, but all taken in the photometrically unreliable LWS99 mode.
| TDT | JD (mid time) | Object | Scans |
| 74803403 | 2450785.67361 | Ceres | 22 up |
| 76903203 | 2450806.59514 | Ceres | 12 up & 12 down |
| 83201702 | 2450869.41667 | Hygiea | 10 up & 10 down |
The observations (OLP10 products) have been analysed with
ISAP2.0
.
An equal number of up and down scans for each detector were
deglitched, sigma clipped (2.5
rms) and averaged.
Detectors SW1 to SW5 were then smoothed with the nominal
resolution element of 0.29
,
LW1 to LW5 with a
resolution element of 0.6
and both scan
directions averaged. Observations on a large number of standard
sources (planets, asteroids, stars) showed that the responsivities
of the detectors LW1, LW2 and LW3 are flux dependent. Empirical
correction values have been derived and were applied to the
asteroid scans. The background values have
been taken from COBE-DIRBE (Hauser et al. 1998)
weekly maps (25-100
)
and yearly maps
(140-240
),
together with the LWS solid angles and the correction factors for
extended sources. Maximal background contributions were 4% for
Ceres and up to 50% for Hygiea with the
largest influence at long wavelengths.
One Ceres observation (74803403) was affected by straylight,
which is noticeable in the noise of the long wavelength detector
signals (Fig. 4).
The jumps are produced by the individual detector calibration. Additional artifacts of the RSRF can be seen at the edges of the detector bands. At longer wavelength, where the source signals are already comparable with the dark current, the noise level is much higher, but the overall flux levels agree still quite well with the model predictions (the LW4 and LW5 are considered not to be photometrically reliable at this flux range). See also Sect. 6 for quantitative analysis of the observation to model ratios.
![]() |
Figure 4: Calibrated and background subtracted LWS spectrum of Ceres (3 Dec. 1997, revolution 748). Solid line: TPM prediction. |
Ceres, Pallas, Vesta and Hygiea have been observed in the L02 narrow band mode, where 10 wavelengths were taken at the same time - one in each channel - with the grating remaining at a fixed position.
The data reduction was done manually by taking only the last
100s of the measurements where the signals were usually
stabilized. Dark current subtraction and flux calibration
was done in the ISAP command mode. The detector non-linearities
and the backgrounds have been corrected in the same way as
for the LWS01 mode.
Maximal background contributions were up to 16% for Ceres,
up to about 10% for Pallas and Vesta and
up to 40% for Hygiea.
The dark current signals in LW4 (160.6
)
and LW5
(178.0
)
are in many cases unstable during the integration
times and the corresponding fluxes could therefore not be used.
Four Ceres and one Pallas L02 observations took place
before ISO revolution 236 when the illuminator sequence for the
instrument calibration was different. In these cases the
calibration of the SW1 detector seems to be systematically
off by 20 to 25% and fluxes are too low. No empirical correction
has been done so far, but based on the asteroid results, this might
be possible in the future.
Tables B.1-B.4
summarize the observational results together with the model predictions.
See also Sect. 6 for further
discussions and the implications of these findings.
![]() |
Figure 5: Calibrated and background subtracted LWS spectrum of Ceres (24 Dec. 1997, revolution 769). Solid line: TPM prediction. |
| TDT | JD (mid time) | Object | Bands |
| 71401706 | 2450751.78889 | Ceres | 2C, 3E, 4 |
| 71401805 | 2450751.82361 | Ceres | 1D, 1E, 2A, 2B, 3C, 3D |
| 71401904 | 2450751.85486 | Ceres | 1A, 1B, 3A |
| 67000903 | 2450707.67153 | Hygiea | 1B, 3A |
| 67000904 | 2450707.72500 | Hygiea | 1E, 2A, 2B, 3C, 3D |
| 67000905 | 2450707.77639 | Hygiea | 2C, 3E, 4 |
The brightness level of the point-like asteroids, together
with the high accuracy of the model predictions allow
their usage as technical calibrators for space observatories
in many aspects where
high S/N is needed. Even their apparent sky movement can
be employed for the characterization of point-spread function,
beam and aperture profile scans without moving the satellite.
Satellite tracking in combination with instrument apertures significantly
smaller than the point-spread function can cause severe flux changes
depending on the source position within the aperture.
In some ISO configurations tracking was done with apertures smaller
than 20
diameter which produced repeated flux
changes for each tracking step.
![]() |
Figure 6: Calibrated and background subtracted LWS spectrum of Hygiea (24 Feb. 1998, revolution 832). Solid line: TPM prediction. |
The independently derived ISO data allowed us to test the TPM quality.
The observations have been brought together by calculating the
corresponding TPM predictions and plotting the observation to model ratios.
![]() |
Figure 8:
Ceres SWS observation divided by the
TPM prediction. Jumps between SWS
bands and the slope of band 4 are calibration
artifacts. At around 10
|
![]() |
Figure 9: Ceres LWS (fixed grating: squares; grating scans: dots) and ISOPHOT (triangles) observations divided by the corresponding TPM predictions. The LWS LW4 detector scan is off by about 25% for unknown reasons. No systematic differences between LWS and ISOPHOT can be seen. |
![]() |
Figure 10: Pallas LWS (fixed grating: squares) and ISOPHOT (triangles) observations divided by the corresponding TPM predictions. No systematic differences between LWS and ISOPHOT can be seen. |
![]() |
Figure 11: Vesta LWS (fixed grating: squares) and ISOPHOT (triangles) observations divided by the corresponding TPM predictions. No systematic differences between LWS and ISOPHOT can be seen. |
![]() |
Figure 12: Hygiea SWS observation divided by the TPM prediction. Jumps between SWS bands and the slope of band 4 are calibration artifacts. |
![]() |
Figure 13: Hygiea LWS (fixed grating: squares; grating scans: dots) and ISOPHOT (triangles) observations divided by the corresponding TPM predictions. Jumps between LWS bands are calibration artifacts. Especially the high quality ISOPHOT C200 measurements are consistent with the TPM predictions. |
The observation to model ratio representation
(Figs. 8-13) include
a large variety of observing geometries, aspect and phase angles,
typically 2-3 orders of magnitude in flux and different background
conditions for each asteroid. The observation from the 3 instruments
(SWS, LWS, ISOPHOT)
are taken in different observing modes (SWS06, LWS01, LWS02,
PHT22, PHT25, PHT99) and different integration times,
ranging from a few seconds (PHT) to hours (SWS). They underwent
completely different data processing and calibration schemes.
Nevertheless, the observation to model ratios give a consistent
picture, expressed in ratios close to one.
Deviations from the model are caused by different effects.
In case of the ISOPHOT, the uncertainties in
the background determination and in the calibration dominate the
final errors. For SWS and LWS the background contributions are
of minor importance. Instead problems at the band edges appear.
The SWS band 4 in addition has a wrong slope and LWS detectors LW4
and LW5 are affected by dark current problems. Some deviations
are due to model uncertainties, mainly by shape and size approximations.
Systematical offsets in Figs. 8-13 indicate
incorrect sizes (for example Juno), standard deviations
(Tables 4, 5) larger than typical
observational errors indicate problems with the shape approximation
by ellipsoids (for example Hygiea).
Within the error bars the observations agree extremely well with
the model predictions over all wavelengths and at all flux levels.
Clearly visible features (up to 5% over the continuum) exist only
at around 10
(see also Dotto et al. 2000). More detailed spectroscopic analysis
in the future might reveal additional structures at levels
below 5%.
| Asteroid | No of Meas. | Mean Ratio | Std.Dev. |
| 1 Ceres | 16 | 1.03 | 0.08 |
| 2 Pallas | 13 | 0.97 | 0.08 |
| 3 Juno | 11 | 1.13 | 0.10 |
| 4 Vesta | 12 | 0.97 | 0.11 |
| 10 Hygiea | 16 | 1.00 | 0.16 |
| 54 Alexandra | 3 | 0.98 | 0.11 |
| 65 Cybele | 13 | 1.04 | 0.10 |
| 532 Herculina | 10 | 0.93 | 0.07 |
In general observations and model predictions agree on absolute level very well over the whole ISOPHOT wavelength range. In case of Juno the model predictions seem to underestimate and in the case of Herculina to overestimate the observed fluxes. The difficulty to calibrate these measurements with stars and planets only (see Sect. 5) is reflected in the large scatter of the ratios. Additionally, the uncertainties in the shape model might contribute to the scatter for some objects.
| Ceres | Pallas | Vesta | Hygiea | |
| 15 Obs. | 4 Obs. | 14 Obs. | 2 Obs. | |
| [ |
Obs/Mod | Obs/Mod | Obs/Mod | Obs/Mod |
| 46.2 |
|
|
|
|
| 56.2 |
|
|
|
|
| 66.1 |
|
|
|
|
| 75.7 |
|
|
|
|
| 84.8 |
|
|
|
|
| 102.4 |
|
|
|
|
| 122.2 |
|
|
|
|
| 141.8 |
|
|
|
|
| Mean |
|
|
|
|
the ratios per detector between SWS observations of Ceres
and TPM predictions range between 1.01 and 1.05, with a weighted mean
of
.
For Hygiea the ratios vary between
0.85 and 1.18, with an weighted mean of
(Figs. 7, 8 and
12).
SWS band 4 is photometrically difficult due to the deviating band slope,
which seems to occur for all solar system objects. The Hygiea
band 2b is affected by the low level flux.
No systematic offsets on absolute terms between the instruments or observing modes can be seen. The jumps between SWS and LWS detector bands are instrumental artifacts which are not yet perfectly understood, but photometrically reliable are in general only the values at the key wavelengths of the bands.
Not all individual asteroid models have the same quality. Already in Paper I the 10 asteroids were divided in primary and secondary calibrators, depending on the quality and coverage of the available observational data and on the reliability of the size/shape values. A similar separation can also be seen in Figs. 8-13 with observations from ISOPHOT, SWS and LWS.
based on a large set of ISO observations from 3 different instruments
the model predictions agree within 3% at wavelength between
5 and 200
(Tables 4,
5 and Figs. 8,
9). The larger scatter in the ISOPHOT data is
related to the calibration procedure.
Submm and millimetre data proved that the
Ceres TPM works also out to about 2mm (Paper I).
Ceres is therefore the best modeled asteroid and an
excellent far-IR calibration standard. The TPM concept
(Lagerros 1996a,1997,1998) and the model
input parameters (Müller et al. 1999) are confirmed.
Caution is only necessary for N-band photometry (see SWS band 2C
in Fig. 8) where the spectral behaviour
from 8 to 11
suggests the presence of silicates
on the surface (Dotto et al. 2000). Detailed spectroscopic
analysis might reveal other low level spectral features at longer
wavelengths.
the 13 ISOPHOT and the 4 LWS fixed grating observations are within 3% of the predictions. Individual measurements with large deviations can be tracked down in most cases to difficulties in the calibration (see for example LWS SW1 problem mentioned in Sect. 5). The shape values of Pallas are uncertain and our parameters deviate from the occultation and speckle results (Paper I). The observation to model ratios close to one seem to confirm our parameters, but some scatter might be due to deviations from the real physical shape of Pallas. For this asteroid a 3-dimensional shape from time delay and Doppler frequency radar measurements (Ostro 1993) would be of great importance.
the 12 ISOPHOT and the 14 LWS grating observations are within
3% of the predictions. The scatter in Fig. 11
is large and a few individual observations are off by 25%.
This might be an indication that the physical shape model
could be improved, although the highest quality 3 dimensional
HST shape (Stooke 1997) has been used. The albedo
variations on the surface (Binzel et al. 1997)
have not been taken into account (Müller & Lagerros 1998)
and might cause deviations in one or the other direction, depending on
the rotational phase. The ISOPHOT data points beyond 150
are systematically below 1.0. This indicates that the emissivity
drop to 0.6 in the submm (Redman et al. 1998;
Redman et al. 1992) might start already in the far-IR.
all data sets agree on average within a few percent with the model predictions. Nevertheless, the model predictions are only accurate to about 15% for a given time. The reason lies mainly in the uncertainties of the shape model. Based on lightcurve observations the axis ratio of the ellipsoidal shape in Paper I was assumed to be a/b=1.29 and b/c=1.18. Erikson (2000) stated now that a meaningful determination of b/c was not possible. Based on IRAS data the effective diameter would be 407.1 km (Tedesco et al. 1992), we found in Paper I 429.9 km. Our shape model produced at the time of the SWS observation an apparent effective diameter of 448km and in consequence a too high model flux. Forcing the apparent effective diameter to our previous value of 429.9 km gave much better agreement with the SWS observations (Fig. 7), except for band 4 where the calibration is problematic (Barucci et al. 2001). Here again, a radar based shape model could improve the situation significantly.
for the asteroids Juno, Alexandra, Cybele and Herculina we have only ISOPHOT far-IR observations to test the model quality. Additionally, their diameters are based on radiometric methods only (Paper I). Radar observations and direct imaging (HST, Speckle) would improve the size and shape models and put the models on more solid ground. For Juno the eleven ISOPHOT measurements show that the model systematically underestimated the derived fluxes by more than 10%. Since the direct diameter measurements and the radiometric diameters agree almost perfectly (Paper I), the source of the deviations is not known. Independent fluxes from the submm would allow to test our model values, especially the emissivity behaviour and the radiometric diameter. Erikson (2000) published an ellipsoidal shape model which differs from the one we have used. Additional lightcurve, thermal and/or radar observations could also reveal the cause of the deviations. The 3 ISOPHOT observations of Alexandra agree nicely, but a direct size measurement and an improved shape model would lower the model uncertainties. The Cybele model agrees on average within 4% with all 13 ISOPHOT measurements, but has a 10% uncertainty for individual measurements. The radiometric size (Paper I) and the shape and spin vector solution (Erikson 2000) are not very reliable and could be improved by additional measurements. Using the 9% lower IRAS diameter in the TPM would produce an average ratio of 0.85 for the 13 ISO observations. Here again, an improved shape from other observing techniques would lower the uncertainties. Herculina's shape was derived from lightcurve observations (Michalowski 1996). The combination of occultation measurements (Bowell et al. 1978), speckle observations (Drummond et al. 1985) and radiometric analysis (Paper I) agreed resonably well. Nevertheless, the model predictions are systematically too high. Our previous classification as primary calibrator cannot be kept anymore and individual model predictions can be off by 15% in some extreme cases.
In summary, we classify now only Ceres, Pallas
and Vesta as primary calibrators with an estimated
model uncertainty of 5%, although individual predictions can
be off by as much as 10%.
All other object models have larger uncertainties. We estimate
the TPM prediction accuracy to about 10 to 15% with the possibility
that individual calculations might be off by as much as 20%.
The reliable TPM wavelengths range can be given with 5 to
200
for well known main-belt asteroids.
At the submm and millimetre range the TPM can be used, but
with lower accuracy (Paper I).
The ISO project and recent requests from far-IR and submm
projects clearly show the need for new calibration sources.
The large asteroids can close this gap under the above specified
limitations of variability, background influences and the individual
TPM uncertainties.
There are still many open questions and aspects which have to
be addressed in the future. The asteroid shape models together
with the absolute size and albedo values are crucial for the TPM
and can be improved. First indications of small features in the
asteroid spectra have already been seen. But what materials do
they correspond to? Would it be possible to include them in
a radiative transfer code to be able to explain the empirical
emissivity values? Work on identifying the spectral features in
the mid-IR is on going and first empirical results have been published
(Dotto et al. 2000; Barucci et al. 2001).
In the far-IR beyond 30
the extraction of spectral features
below a 5% level is more difficult and hardly any laboratory
data exist for comparison. For the fainter asteroids in the
ISO programme there are more unknowns and larger uncertainties in
the TPM input parameters. Instead of connecting them only to
stars and planets, one could use in addition the bright asteroids
to recalibrate observation and to improve our knowledge about
them. Establishing new sources as a reference with better known model
parameters would also be an alternative and a possibility to
enlarge our small sample of new far-IR standards. The
radar techniques are especially promising to improve the quality of
existing standards and to establish new ones.
Acknowledgements
We thank Cecile Gry, Martin Burgdorf, Bernhard Schulz (ISO Data Centre in Villafranca), Fred Lahuis (Dutch ISO Data Analysis Centre) and Tanja Lim (Rutherford Appleton Laboratory) for the helpful discussions and support in LWS, SWS and ISOPHOT data reduction. We also would like to express our thanks to the referee, Dr. G. Sandell. His comments were very helpful and improved the paper significantly.
| Asteroid | Julian Date |
|
FD | rms | TPM |
| Name | (mid time) | [
|
[Jy] | [Jy] | [Jy] |
| Pallas | 2450289.60547 | 60 | 112.72 | 12.60 | 100.5 |
| Vesta | 2450282.40928 | 60 | 327.55 | 36.62 | 321.9 |
| Alexandra | 2450331.60832 | 60 | 26.44 | 2.96 | 23.4 |
| Herculina | 2450520.05851 | 60 | 12.80 | 1.43 | 16.0 |
| Pallas | 2450289.59131 | 100 | 43.47 | 4.86 | 48.8 |
| Vesta | 2450282.39512 | 100 | 127.33 | 14.24 | 141.9 |
| Hygiea | 2450457.26032 | 100 | 15.74 | 1.76 | 13.3 |
| Hygiea | 2450869.36059 | 100 | 17.15 | 1.92 | 21.3 |
| Asteroid | Julian Date |
|
FD | rms | TPM |
| Name | [
|
[Jy] | [Jy] | [Jy] | |
| Ceres | 2450575.88955 | 65 | 247.84 | 33.34 | 206.0 |
| Pallas | 2450303.66288 | 65 | 86.18 | 9.64 | 78.2 |
| Juno | 2450275.67887 | 65 | 46.20 | 3.27 | 39.5 |
| Vesta | 2450652.63162 | 65 | 187.92 | 29.35 | 148.6 |
| Hygiea | 2450450.32579 | 65 | 37.31 | 2.64 | 27.1 |
| Cybele | 2450415.29284 | 65 | 12.94 | 1.33 | 11.2 |
| Pallas | 2450303.70392 | 60 | 91.88 | 10.27 | 89.0 |
| Juno | 2450275.69965 | 60 | 52.76 | 3.73 | 43.4 |
| Vesta | 2450652.59831 | 60 | 172.89 | 16.31 | 170.5 |
| Hygiea | 2450450.27524 | 60 | 39.62 | 3.41 | 33.5 |
| Cybele | 2450415.27231 | 60 | 15.09 | 1.30 | 12.9 |
| Herculina | 2450220.66045 | 60 | 28.29 | 2.91 | 32.7 |
| Ceres | 2450575.87253 | 80 | 129.70 | 27.85 | 151.2 |
| Pallas | 2450303.68341 | 80 | 47.91 | 6.45 | 57.8 |
| Juno | 2450275.72060 | 80 | 29.07 | 3.55 | 25.1 |
| Vesta | 2450652.66490 | 80 | 100.83 | 13.57 | 111.1 |
| Hygiea | 2450450.30159 | 80 | 25.07 | 2.80 | 20.9 |
| Hygiea | 2450869.29659 | 80 | 25.98 | 3.03 | 27.8 |
| Cybele | 2450415.25179 | 80 | 9.56 | 1.29 | 8.6 |
| Herculina | 2450255.79757 | 80 | 11.54 | 1.24 | 11.8 |
| Pallas | 2450303.72448 | 90 | 48.98 | 6.37 | 49.4 |
| Juno | 2450275.74111 | 90 | 24.22 | 3.15 | 19.5 |
| Hygiea | 2450444.42684 | 90 | 20.53 | 1.77 | 22.6 |
| Hygiea | 2450869.27307 | 90 | 23.30 | 2.20 | 23.3 |
| Alexandra | 2450331.58479 | 90 | 10.26 | 0.97 | 11.0 |
| Cybele | 2450387.32012 | 90 | 10.10 | 1.04 | 9.7 |
| Ceres | 2450575.85558 | 100 | 125.38 | 21.02 | 109.2 |
| Pallas | 2450303.62181 | 100 | 45.54 | 4.69 | 43.1 |
| Juno | 2450275.76163 | 100 | 22.21 | 2.29 | 16.6 |
| Vesta | 2450652.69807 | 100 | 82.70 | 9.25 | 77.8 |
| Hygiea | 2450444.40270 | 100 | 19.32 | 2.33 | 19.9 |
| Cybele | 2450387.36479 | 100 | 9.18 | 1.03 | 8.0 |
| Herculina | 2450255.75420 | 100 | 9.70 | 0.83 | 9.9 |
| Herculina | 2450527.00830 | 100 | 8.25 | 1.15 | 8.0 |
| Pallas | 2450303.64233 | 105 | 38.91 | 3.67 | 40.4 |
| Juno | 2450275.78214 | 105 | 17.47 | 1.80 | 16.6 |
| Vesta | 2450652.73117 | 105 | 63.27 | 6.51 | 69.6 |
| Hygiea | 2450444.37853 | 105 | 19.09 | 1.80 | 18.7 |
| Alexandra | 2450331.56427 | 105 | 7.71 | 1.00 | 8.9 |
| Cybele | 2450387.34427 | 105 | 8.43 | 1.17 | 7.6 |
| Herculina | 2450527.03248 | 105 | 7.01 | 0.66 | 7.1 |
| Asteroid | Julian Date |
|
FD | rms | TPM |
| Name | [
|
[Jy] | [Jy] | [Jy] | |
| Ceres | 2450313.65701 | 120 | 128.21 | 12.82 | 126.3 |
| Ceres | 2450616.79198 | 120 | 125.06 | 10.69 | 118.5 |
| Pallas | 2450289.52763 | 120 | 34.95 | 3.50 | 37.5 |
| Juno | 2450457.32374 | 120 | 18.85 | 2.27 | 17.9 |
| Vesta | 2450282.33141 | 120 | 101.17 | 9.05 | 104.8 |
| Hygiea | 2450444.32073 | 120 | 13.35 | 1.34 | 14.9 |
| Cybele | 2450244.99559 | 120 | 7.19 | 0.61 | 7.4 |
| Herculina | 2450220.71909 | 120 | 8.45 | 0.76 | 9.6 |
| Ceres | 2450149.86646 | 150 | 109.58 | 7.02 | 94.4 |
| Ceres | 2450313.67502 | 150 | 86.39 | 6.11 | 84.7 |
| Ceres | 2450631.77793 | 150 | 94.93 | 7.41 | 92.8 |
| Pallas | 2450289.54560 | 150 | 23.12 | 1.35 | 25.3 |
| Juno | 2450457.34175 | 150 | 11.93 | 0.76 | 10.9 |
| Vesta | 2450282.34939 | 150 | 59.85 | 3.49 | 67.7 |
| Hygiea | 2450444.33875 | 150 | 9.58 | 0.49 | 10.2 |
| Cybele | 2450245.01358 | 150 | 5.48 | 0.35 | 5.1 |
| Herculina | 2450220.73706 | 150 | 5.41 | 0.32 | 6.4 |
| Ceres | 2450149.89059 | 170 | 77.45 | 8.66 | 73.7 |
| Ceres | 2450313.69306 | 170 | 65.94 | 3.84 | 66.2 |
| Ceres | 2450616.81978 | 170 | 62.05 | 3.97 | 62.2 |
| Pallas | 2450289.56360 | 170 | 18.15 | 2.03 | 19.6 |
| Juno | 2450457.35978 | 170 | 8.58 | 0.81 | 8.1 |
| Vesta | 2450282.36740 | 170 | 45.02 | 4.64 | 52.3 |
| Hygiea | 2450444.35679 | 170 | 7.36 | 0.63 | 8.1 |
| Hygiea | 2450869.34271 | 170 | 5.85 | 0.60 | 8.4 |
| Cybele | 2450245.03159 | 170 | 3.37 | 0.24 | 4.0 |
| Ceres | 2450313.63899 | 180 | 57.23 | 3.34 | 58.9 |
| Ceres | 2450631.74854 | 180 | 60.17 | 5.68 | 64.5 |
| Pallas | 2450289.50964 | 180 | 16.71 | 1.18 | 17.6 |
| Juno | 2450457.30569 | 180 | 8.69 | 0.56 | 9.0 |
| Vesta | 2450282.31343 | 180 | 43.85 | 4.14 | 48.7 |
| Hygiea | 2450444.30271 | 180 | 6.82 | 0.40 | 7.0 |
| Cybele | 2450244.97759 | 180 | 3.33 | 0.21 | 3.4 |
| Cybele | 2450415.23097 | 180 | 2.18 | 0.15 | 2.3 |
| Herculina | 2450220.70110 | 180 | 4.45 | 0.42 | 4.7 |
| Ceres | 2450149.91472 | 200 | 56.09 | 5.29 | 52.4 |
| Ceres | 2450313.62098 | 200 | 50.23 | 4.74 | 47.1 |
| Ceres | 2450616.76421 | 200 | 42.45 | 3.32 | 44.2 |
| Pallas | 2450289.49167 | 200 | 12.97 | 0.92 | 13.9 |
| Juno | 2450457.28769 | 200 | 7.61 | 0.59 | 7.4 |
| Vesta | 2450282.29545 | 200 | 35.64 | 2.28 | 39.3 |
| Hygiea | 2450444.28470 | 200 | 5.47 | 0.32 | 5.5 |
| Cybele | 2450244.95961 | 200 | 2.69 | 0.23 | 2.7 |
| Cybele | 2450415.21300 | 200 | 1.72 | 0.13 | 1.8 |
| Herculina | 2450220.68312 | 200 | 3.76 | 0.32 | 4.0 |
| Wavelengths [
|
||||||||||
| 46.2 | 56.2 | 66.1 | 75.7 | 84.8 | 102.4 | 122.2 | 141.8 | 160.6 | 178.0 | |
| TDT09300401 | JD2450131.68839 | |||||||||
| Obs. | 395.0 | 399.2 | 329.0 | 260.3 | 227.5 | 155.4 | 123.3 | 85.7 | 66.0 | 64.6 |
| rms. | 28.8 | 25.6 | 20.3 | 16.7 | 14.6 | 9.6 | 8.2 | 5.8 | 4.6 | 6.4 |
| TPM | 512.0 | 401.6 | 320.6 | 261.9 | 219.1 | 160.6 | 117.8 | 89.7 | 70.8 | 58.0 |
| TDT10500402 | JD2450143.72387 | |||||||||
| Obs. | 447.1 | 427.9 | 377.5 | 297.5 | 235.7 | 177.8 | 134.3 | 104.9 | 67.8 | 64.5 |
| rms. | 32.5 | 26.4 | 23.0 | 18.3 | 15.1 | 11.0 | 8.6 | 7.1 | 4.6 | 6.0 |
| TPM | 577.2 | 452.8 | 361.6 | 295.3 | 247.1 | 181.1 | 132.9 | 101.2 | 79.9 | 65.4 |
| TDT11900214 | JD2450157.61316 | |||||||||
| Obs. | 498.1 | 473.9 | 417.0 | 333.9 | 273.8 | 201.0 | 151.7 | 111.8 | 87.4 | 81.0 |
| rms. | 36.3 | 29.2 | 25.7 | 20.6 | 17.5 | 12.4 | 10.1 | 7.8 | 6.1 | 7.5 |
| TPM | 657.0 | 515.7 | 411.9 | 336.5 | 281.6 | 206.5 | 151.5 | 115.3 | 91.1 | 74.6 |
| TDT12600114 | JD2450164.58605 | |||||||||
| Obs. | 551.5 | 509.1 | 437.5 | 349.8 | 315.2 | 203.3 | 156.0 | 116.1 | 92.1 | 74.2 |
| rms. | 39.8 | 31.4 | 27.0 | 21.6 | 20.2 | 12.5 | 10.0 | 7.9 | 6.2 | 8.8 |
| TPM | 713.6 | 560.1 | 447.3 | 365.4 | 305.8 | 224.2 | 164.5 | 125.2 | 98.9 | 81.0 |
| TDT25800302 | JD2450296.27109 | |||||||||
| Obs. | 676.9 | 511.5 | 425.9 | 336.7 | 298.9 | 207.3 | 172.2 | 121.5 | 82.7 | 61.4 |
| rms. | 48.8 | 31.5 | 26.3 | 20.8 | 19.1 | 12.6 | 11.0 | 8.2 | 5.8 | 5.7 |
| TPM | 665.9 | 525.7 | 421.5 | 345.3 | 289.6 | 213.0 | 156.6 | 119.5 | 94.5 | 77.4 |
| TDT26500301 | JD2450303.25720 | |||||||||
| Obs. | 596.4 | 467.7 | 386.1 | 309.1 | 265.1 | 187.5 | 156.5 | 112.4 | 76.9 | 58.9 |
| rms. | 43.0 | 28.8 | 23.8 | 19.8 | 18.0 | 11.6 | 10.0 | 7.9 | 5.4 | 5.2 |
| TPM | 607.5 | 479.8 | 384.9 | 315.5 | 264.6 | 194.7 | 143.2 | 109.3 | 86.4 | 70.8 |
| TDT32100204 | JD2450359.10520 | |||||||||
| Obs. | 331.3 | 254.0 | 220.8 | 174.4 | 149.4 | 109.5 | 79.8 | 56.7 | 44.2 | 32.7 |
| rms. | 24.1 | 17.2 | 13.6 | 11.8 | 9.6 | 6.7 | 5.1 | 4.0 | 3.5 | 4.1 |
| TPM | 346.5 | 273.7 | 219.6 | 179.9 | 150.9 | 111.0 | 81.6 | 62.3 | 49.2 | 40.4 |
| TDT53802209 | JD2450575.96948 | |||||||||
| Obs. | 398.3 | 278.7 | 230.5 | 174.6 | 146.4 | 120.7 | 81.8 | 59.6 | 47.3 | 31.1 |
| rms. | 29.8 | 17.8 | 14.8 | 11.2 | 10.7 | 7.7 | 5.2 | 4.2 | 3.7 | 5.0 |
| TPM | 354.2 | 279.9 | 224.5 | 183.9 | 154.2 | 113.4 | 83.4 | 63.6 | 50.3 | 41.2 |
| TDT57902409 | JD2450616.87244 | |||||||||
| Obs. | 502.7 | 407.8 | 324.9 | 269.7 | 225.1 | 167.5 | 124.3 | 93.5 | 69.5 | 48.8 |
| rms. | 37.6 | 25.1 | 20.0 | 16.6 | 15.3 | 10.3 | 8.2 | 6.5 | 4.9 | 4.3 |
| TPM | 512.8 | 405.4 | 325.3 | 266.6 | 223.6 | 164.5 | 121.0 | 92.3 | 72.9 | 59.8 |
| TDT59401908 | JD2450631.73749 | |||||||||
| Obs. | 595.5 | 475.4 | 389.5 | 319.0 | 270.4 | 199.4 | 140.7 | 117.0 | 85.1 | 78.7 |
| rms. | 43.4 | 29.3 | 24.0 | 20.4 | 17.3 | 12.8 | 9.0 | 8.2 | 6.0 | 7.3 |
| TPM | 601.2 | 474.9 | 380.9 | 312.0 | 261.7 | 192.4 | 141.4 | 107.8 | 85.3 | 69.8 |
| TDT72001901 | JD2450757.54860 | |||||||||
| Obs. | 521.3 | 398.4 | 319.2 | 263.3 | 216.3 | 164.9 | 117.9 | 89.8 | 70.8 | 59.2 |
| rms. | 38.0 | 24.6 | 19.7 | 16.9 | 13.9 | 10.0 | 7.6 | 6.3 | 5.2 | 6.2 |
| TPM | 511.5 | 405.3 | 325.8 | 267.4 | 224.5 | 165.4 | 121.8 | 93.0 | 73.6 | 60.3 |
| TDT74803304 | JD2450785.62839 | |||||||||
| Obs. | 389.7 | 301.6 | 243.0 | 209.3 | 166.7 | 126.6 | 99.0 | 75.7 | -- | -- |
| rms. | 28.4 | 20.5 | 15.0 | 13.4 | 11.3 | 7.7 | 6.3 | 5.3 | -- | -- |
| TPM | 389.5 | 308.7 | 248.2 | 203.7 | 171.1 | 126.0 | 92.8 | 70.9 | 56.1 | 46.0 |
| TDT75503003 | JD2450792.56800 | |||||||||
| Obs. | 357.5 | 286.2 | 237.7 | 192.6 | 162.9 | 120.2 | 83.3 | 62.7 | -- | -- |
| rms. | 26.0 | 18.3 | 14.7 | 13.1 | 13.9 | 7.4 | 6.2 | 4.4 | -- | -- |
| TPM | 361.2 | 286.2 | 230.1 | 188.9 | 158.6 | 116.9 | 86.1 | 65.7 | 52.0 | 42.6 |
| TDT76200502 | JD2450799.06191 | |||||||||
| Obs. | 336.5 | 277.2 | 225.5 | 181.0 | 150.3 | 111.5 | 80.5 | 56.9 | -- | -- |
| rms. | 24.5 | 17.1 | 13.9 | 12.3 | 9.6 | 7.1 | 5.3 | 4.0 | -- | -- |
| TPM | 348.2 | 275.9 | 221.7 | 181.9 | 152.8 | 112.5 | 82.8 | 63.2 | 50.0 | 41.0 |
| TDT76903102 | JD2450806.54772 | |||||||||
| Obs. | 318.8 | 257.8 | 207.2 | 171.9 | 151.8 | 109.5 | 80.1 | 61.4 | 40.3 | 35.5 |
| rms. | 23.2 | 15.9 | 12.8 | 12.5 | 11.1 | 7.0 | 5.3 | 4.8 | 3.1 | 4.5 |
| TPM | 323.8 | 256.4 | 206.1 | 169.1 | 141.9 | 104.5 | 77.0 | 58.7 | 46.5 | 38.1 |
| Wavelengths [
|
||||||||||
| 46.2 | 56.2 | 66.1 | 75.7 | 84.8 | 102.4 | 122.2 | 141.8 | 160.6 | 178.0 | |
| TDT23000306 | JD2450268.35000 | |||||||||
| Obs. | 141.1 | 156.3 | 131.4 | 95.9 | 91.6 | 57.0 | 47.4 | 37.8 | 25.1 | 23.3 |
| rms. | 11.0 | 10.6 | 9.6 | 8.2 | 5.9 | 3.5 | 3.3 | 2.8 | 2.3 | 4.1 |
| TPM | 193.2 | 151.4 | 120.7 | 98.5 | 82.3 | 60.3 | 44.2 | 33.5 | 26.4 | 21.6 |
| TDT25100202 | JD2450289.28410 | |||||||||
| Obs. | 149.6 | 118.4 | 99.4 | 74.4 | 68.2 | 48.7 | 35.6 | 28.9 | 19.4 | -- |
| rms. | 11.7 | 8.6 | 6.4 | 5.9 | 6.3 | 3.1 | 2.9 | 2.3 | 2.0 | -- |
| TPM | 153.8 | 120.8 | 96.5 | 78.8 | 65.9 | 48.3 | 35.4 | 26.9 | 21.2 | 17.4 |
| TDT26500503 | JD2450303.28000 | |||||||||
| Obs. | 132.9 | 107.2 | 83.6 | 62.3 | 50.1 | 42.5 | 30.4 | 21.7 | 17.9 | -- |
| rms. | 11.0 | 7.8 | 5.7 | 4.5 | 6.3 | 3.1 | 2.4 | 1.7 | 2.2 | -- |
| TPM | 135.1 | 106.2 | 84.9 | 69.3 | 58.0 | 42.6 | 31.2 | 23.7 | 18.7 | 15.3 |
| TDT27200203 | JD2450310.22194 | |||||||||
| Obs. | 123.3 | 92.2 | 85.0 | 63.3 | 52.8 | 38.8 | 28.8 | 23.2 | 14.8 | -- |
| rms. | 10.2 | 9.3 | 6.7 | 5.4 | 4.5 | 2.6 | 2.2 | 1.9 | 1.4 | -- |
| TPM | 128.2 | 100.8 | 80.5 | 65.8 | 55.0 | 40.4 | 29.6 | 22.5 | 17.7 | 14.5 |
| Wavelengths [
|
||||||||||
| 46.2 | 56.2 | 66.1 | 75.7 | 84.8 | 102.4 | 122.2 | 141.8 | 160.6 | 178.0 | |
| TDT24402202 | JD2450282.43072 | |||||||||
| Obs. | 424.2 | 339.4 | 280.4 | 212.5 | 179.2 | 124.7 | 105.0 | 75.5 | 46.8 | 33.5 |
| rms. | 30.6 | 21.7 | 18.0 | 13.1 | 12.2 | 7.7 | 7.0 | 5.3 | 3.7 | 3.3 |
| TPM | 457.6 | 355.8 | 282.2 | 229.4 | 191.2 | 139.6 | 102.1 | 77.3 | 60.8 | 49.7 |
| TDT80500101 | JD2450841.94186 | |||||||||
| Obs. | 149.7 | 116.0 | 94.8 | 78.2 | 54.8 | 47.2 | 36.7 | 27.5 | 18.5 | 15.6 |
| rms. | 11.7 | 7.9 | 6.1 | 5.7 | 5.5 | 3.2 | 3.0 | 2.0 | 2.2 | 3.3 |
| TPM | 147.0 | 116.0 | 92.9 | 76.0 | 63.7 | 46.8 | 34.4 | 26.2 | 20.6 | 16.9 |
| TDT80500104 | JD2450841.96022 | |||||||||
| Obs. | 156.6 | 112.5 | 93.2 | 77.5 | 64.9 | 49.5 | 38.2 | 31.7 | -- | -- |
| rms. | 11.7 | 8.2 | 6.3 | 6.1 | 5.5 | 3.1 | 3.1 | 2.3 | -- | -- |
| TPM | 146.3 | 115.5 | 92.6 | 75.8 | 63.5 | 46.7 | 34.3 | 26.1 | 20.6 | 16.8 |
| TDT80500107 | JD2450841.97855 | |||||||||
| Obs. | 142.4 | 111.3 | 99.7 | 76.6 | 72.0 | 49.1 | 39.2 | 32.5 | -- | -- |
| rms. | 10.7 | 7.1 | 6.4 | 6.5 | 9.1 | 3.3 | 2.6 | 2.7 | -- | -- |
| TPM | 148.6 | 117.2 | 94.0 | 76.9 | 64.4 | 47.4 | 34.8 | 26.5 | 20.9 | 17.1 |
| TDT80500110 | JD2450841.99691 | |||||||||
| Obs. | 142.2 | 114.9 | 93.9 | 76.0 | 70.7 | 48.8 | 33.8 | 33.5 | -- | -- |
| rms. | 10.6 | 7.8 | 5.8 | 6.0 | 10.2 | 3.3 | 2.9 | 2.5 | -- | -- |
| TPM | 151.4 | 119.4 | 95.7 | 78.3 | 65.6 | 48.2 | 35.4 | 26.9 | 21.2 | 17.4 |
| TDT80500113 | JD2450842.01524 | |||||||||
| Obs. | 151.5 | 108.6 | 98.2 | 68.0 | 61.2 | 48.5 | 34.8 | 29.5 | -- | -- |
| rms. | 11.8 | 8.6 | 6.3 | 5.4 | 6.2 | 3.1 | 2.8 | 2.7 | -- | -- |
| TPM | 152.2 | 120.0 | 96.1 | 78.7 | 65.9 | 48.4 | 35.6 | 27.0 | 21.3 | 17.4 |
| TDT80500116 | JD2450842.03362 | |||||||||
| Obs. | 148.3 | 120.7 | 92.6 | 78.6 | 64.9 | 48.9 | 40.0 | 31.0 | -- | -- |
| rms. | 12.2 | 10.3 | 5.9 | 6.2 | 7.0 | 3.6 | 2.8 | 2.4 | -- | -- |
| TPM | 150.1 | 118.3 | 94.8 | 77.5 | 64.9 | 47.7 | 35.1 | 26.7 | 21.0 | 17.2 |
| TDT80500119 | JD2450842.05196 | |||||||||
| Obs. | 158.0 | 128.0 | 95.7 | 75.9 | 64.6 | 52.1 | 39.2 | 28.4 | -- | -- |
| rms. | 13.0 | 8.2 | 6.1 | 4.9 | 5.1 | 3.3 | 2.9 | 2.4 | -- | -- |
| TPM | 147.1 | 116.0 | 93.0 | 76.1 | 63.7 | 46.8 | 34.4 | 26.2 | 20.6 | 16.9 |
| TDT80500122 | JD2450842.07031 | |||||||||
| Obs. | 148.4 | 130.2 | 96.4 | 80.0 | 59.9 | 47.5 | 40.5 | 29.8 | -- | -- |
| rms. | 11.1 | 8.8 | 6.2 | 5.8 | 6.0 | 3.0 | 2.8 | 2.3 | -- | -- |
| TPM | 146.1 | 115.3 | 92.4 | 75.7 | 63.4 | 46.6 | 34.3 | 26.1 | 20.5 | 16.8 |
| TDT80500125 | JD2450842.08865 | |||||||||
| Obs. | 157.2 | 127.8 | 97.2 | 81.9 | 48.8 | 48.5 | 39.5 | 24.7 | -- | -- |
| rms. | 11.8 | 10.1 | 7.7 | 6.0 | 5.3 | 3.0 | 3.0 | 2.1 | -- | -- |
| TPM | 148.1 | 116.9 | 93.7 | 76.7 | 64.2 | 47.2 | 34.7 | 26.4 | 20.8 | 17.0 |
| TDT80500128 | JD2450842.10700 | |||||||||
| Obs. | 149.9 | 117.3 | 96.8 | 85.5 | 48.2 | 46.0 | 26.2 | -- | -- | -- |
| rms. | 12.4 | 9.2 | 6.2 | 7.3 | 8.2 | 2.9 | 2.0 | -- | -- | -- |
| TPM | 151.1 | 119.2 | 95.5 | 78.2 | 65.5 | 48.1 | 35.4 | 26.9 | 21.2 | 17.4 |
| TDT80500131 | JD2450842.12534 | |||||||||
| Obs. | 140.2 | 116.9 | 89.3 | 82.6 | 57.1 | 49.1 | 36.3 | 27.8 | -- | -- |
| rms. | 11.0 | 7.9 | 5.7 | 7.1 | 5.3 | 3.3 | 2.9 | 2.2 | -- | -- |
| TPM | 152.1 | 119.9 | 96.1 | 78.6 | 65.8 | 48.4 | 35.5 | 27.0 | 21.3 | 17.4 |
| TDT80500134 | JD2450842.14369 | |||||||||
| Obs. | 147.6 | 119.8 | 100.2 | 82.2 | 70.7 | 48.9 | 35.7 | 26.9 | -- | -- |
| rms. | 11.5 | 8.1 | 6.8 | 6.0 | 8.3 | 3.0 | 2.7 | 2.8 | -- | -- |
| TPM | 150.0 | 118.3 | 94.7 | 77.5 | 64.9 | 47.7 | 35.1 | 26.6 | 21.0 | 17.2 |
| TDT80500137 | JD2450842.16203 | |||||||||
| Obs. | 142.7 | 123.5 | 99.7 | 74.0 | 50.1 | 52.9 | 38.3 | 26.6 | -- | -- |
| rms. | 10.7 | 8.4 | 7.3 | 5.0 | 4.6 | 4.2 | 3.1 | 2.0 | -- | -- |
| TPM | 147.0 | 116.0 | 92.9 | 76.0 | 63.7 | 46.8 | 34.4 | 26.2 | 20.6 | 16.9 |
| Wavelengths [
|
||||||||||
| 46.2 | 56.2 | 66.1 | 75.7 | 84.8 | 102.4 | 122.2 | 141.8 | 160.6 | 178.0 | |
| 83201803 | 2450869.44722 | |||||||||
| Obs. | 57.1 | 52.9 | 50.7 | 37.4 | 35.4 | 23.3 | 17.2 | 11.1 | -- | -- |
| rms. | 5.7 | 5.3 | 5.9 | 3.2 | 4.1 | 2.0 | 1.3 | 1.3 | -- | -- |
| TPM | 68.4 | 54.5 | 43.9 | 36.1 | 30.3 | 22.4 | 16.5 | 12.6 | 9.9 | 8.1 |
| 85303402 | 2450890.42337 | |||||||||
| Obs. | 46.7 | 50.8 | 44.4 | 25.9 | 29.7 | 19.4 | 14.7 | 11.8 | -- | -- |
| rms. | 3.9 | 4.3 | 4.5 | 3.0 | 7.3 | 1.4 | 1.2 | 1.3 | -- | -- |
| TPM | 53.0 | 42.3 | 34.1 | 28.0 | 23.5 | 17.4 | 12.8 | 9.8 | 7.7 | 6.3 |