In this section we describe the generation of wavelength-calibrated spectra from the observations, and discuss aspects of their derivation which impinge upon the accuracy and precision of their wavelength scales.
The observed spectra to be used in these experiments must have wavelength
scales that are more accurate (i.e. have smaller systematic errors) than the
likely mismatch errors that we propose to investigate. However, the extraction
of spectra from observations can introduce extraneous errors of technical
(instrumental and processing) origin. We therefore focus first on those
sources, and describe our attempts to minimize, if not altogether eliminate,
the attendant errors. We address the question of absolute stellar RVs here,
also. We aim to reduce all controllable errors in these spectra to less
than 0.1 or 0.2 kms-1 (< 3 mÅ at 4200Å).
In order to satisfy the project's demands for variety and wealth of
spectroscopic features (which in early-type stars implies a wide wavelength
range), we require a large, homogeneous set of high-resolution, high-S/Nspectra representing a broad selection of early-type stars, all with
accurately-known absolute velocities. The greater the resolution, the better
our ability to investigate the effects of blends, provided
is also small; a
resolving power of 105 has the same blurring effect as
= 3 kms-1.
If practical considerations dictate that the spectra have to be observed with
different equipment, modes must be selected that are as similar as possible to
one another so as to reduce any systematic effects due to differences in
resolution, spectral definition or wavelength range; whenever spectral
characteristics are not fully shared between object and template, the
likelihood of distorting the symmetry or position of the CCF, i.e. of
adding systematic error to the RV, is increased.
Despite nominal similarities in resolving power, different spectrographs possess different characteristics of instrumental profile (point-spread function), spectral definition, and fiducial wavelength source ("arc" spectra). If the lines being cross-correlated are isolated and symmetrical and instrumental profiles are symmetrical, small differences in resolution or definition are not expected to contribute errors that are significant for this project. Problems arise when spectral lines are blended, particularly if they are of unequal strength, because the degree of blending will depend both upon instrumental resolution and upon the extent of the wings of the instrumental profile. Moreover, some differential behaviour of those properties with wavelength can be expected since the design of the optical components in the spectrograph will have been optimized optically for a particular wavelength.
The foregoing refers, of course, to the intrinsic properties of a spectrograph, and excludes spectral degradation caused by incorrect focus or spectrum tilt.
Owing to various constraints of time, resources and equipment we have depended
upon archived photographic spectra for this project. The wide wavelength
coverage and fine pixel size that are characteristic of many photographic
spectra (e.g. Griffin 1968; Griffin 1979) render the latter
particularly suitable as test material. High S/N can be achieved by
co-adding multiple spectra. We chose a wavelength region of
Å between the Balmer discontinuity and H
.
The quantity of such data is in principle vast; in practice, lack of ready access to many plate stores restricted the choice substantially. To minimise the dangers discussed above, we selected spectra mostly from two sources: the Dominion Astrophysical Observatory (DAO) and Calar Alto (CA), and from two specific instrumental combinations: the 96-inch camera and mosaic grating (830 lines mm-1) of the DAO 1.2-m, and the f/12 camera and 632 line mm-1grating of the CA 2.2-m telescope. Both spectrographs offer a maximum reciprocal dispersion near 2.3 Åmm-1 in the blue, and in both cases two 10-inch plates are placed end-to-end in the plate holder, thereby admitting a small gap at the exposure centre. Other relevant characteristics are substantially different, however. Intensity calibrations at the DAO are exposed directly onto the plate, whereas at CA one must employ an auxiliary system; at the DAO the relatively small telescope aperture is compensated by an image slicer whose fixed area limits the attainable S/N of a photographic exposure, whereas at CA the conventional entrance slit can be widened to 2.7 mm, and even to twice that, if feasible.
Star | HR | Spectral | (B-V) |
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vsin![]() |
Source | No. of | S/N | Wavelength | Remarks |
type* | spectra | range | ||||||||
64 Ori | 2130 | B8 III/V | -0.11 | 12000 | 5 | DAO | 1 | 50 | 3750-4600 | SB2 |
8094 | B9 V | -0.10 | 11700 | 12 | DAO | 1 | 30 | 3750-4600 | SB | |
7664 | B9p | -0.08 | 11100 | 9 | DAO | 11 | 140 | 3750-4600 | SB HgMn | |
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6023 | B9p | -0.07 | 10850 | 10 | CA | 2 | 50 | 3750-4418 | SB HgMn |
21 Peg | 8404 | B9.5 V | -0.07 | 10850 | 5 (3.9) | DAO | 1 | 30 | 3750-4600 | |
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7775 | B9.5 | -0.02 | 9850 | 4 | DAO | 1 | 40 | 3750-4600 | SB Hg Mn |
o Peg | 8641 | A1p | -0.02 | 9850 | 8 | DAO | 13 | 150 | 3750-4600 | SB HgMn |
Vega | 7001 | A0 V | 0.00 | 9550 | 25 | MW | 9![]() |
300 | 3750-4600 | Unusual line profiles |
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2421 | A0 IV | 0.00 | 9550 | 12 (11.3) | CA | 2 | 70 | 3750-4317 | SB |
Sirius | 2491 | A1 V | 0.01 | 9400 | 17 (16.5) | MW | 10![]() |
300 | 3750-4600 | A1m (mild) |
14 Del | 7974 | A1 V | 0.02 | 9250 | 6 | DAO | 1 | 40 | 3750-4600 | SB |
104 | A2 V | 0.03 | 9150 | 6 | DAO | 3 | 70 | 3750-4600 | Very faint secondary | |
60 Leo | 4300 | A1m | 0.05 | 8900 | 14 | CA | 1 | 60 | 3750-4453 | |
95 Leo | 4564 | A3 V | 0.11 | 8350 | 8 | CA | 1 | 30 | 3750-4600 | SB2 |
32 Aqr | 8410 | A5m | 0.23 | 7600 | 12 (1.0:) | DAO | 8 | 80 | 3750-4600 | SB |
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8969 | F7 V | 0.51 | 6250 | 8 | DAO | 3 | 70 | 3750-4600 |
*Source: Bright Star Catalogue (Hoffleit 1982). |
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We also used some very high-dispersion spectra (down to 0.75 Åmm-1) of
Sirius and Vega taken on IIIa-J emulsion with the Mount Wilson (MW) 100-inch
telescope and coudé spectrograph, and intended as material for a
spectrophotometric atlas (in preparation). For those spectra the 3or 4
orders of the 133B grating (900 linesmm-1) and 114-inch
camera had been used. The grain size of the IIIa-J emulsion is almost 3 times
smaller than that of the IIa-O emulsion employed at the DAO and CA.
One disadvantage of using archived spectra is an inevitable sacrifice of homogeneity. Fortunately, however, the diversity of the material - dictated by the differing original purposes for which the observations were made - was tolerable. The DAO archive contains the fruits of several programmes designed to study chemical abundances in sharp-lined Bp, Ap and Am types or to monitor RVs of binaries, and includes several fairly homogeneous sub-sets of sharp-lined spectra. The CA archive is much less extensive; we used a number of high-dispersion spectra of late-B and early-A stars taken by REMG for a programme whose objective was to push the spectral coverage deep into the photographic UV. Few of those plates have the same wavelength coverage.
The selected observations, listed in Table 1, comprise the test spectra which
we will cross-correlate in pairs in order to investigate the effects of
spectrum mismatch. For each star, the table gives its listed spectral type,
source of observation(s) and number of exposures used, its measured (B-V), a
suggested temperature derived from its (B-V) (Flower 1996), the S/Nratio, and our estimates of vsini. Note that the values of
given
in the Table are not spectroscopic derivations, and should not be treated
as such. S/N ratios were determined from the noise levels in selected
regions of continuum; the values are closely related to the total spectrum
width (perpendicular to the dispersion) and inversly to the grain size of the
emulsion used. All spectra were of high resolution; the DAO instrumental
profile, for instance, measured as 75 mÅ at 4500Å from the FWHM of arc
lines (in good agreement with the value of 73 mÅ determined by Booth et
al. 1990 for the same equipment), is equivalent to an instrumental
broadening of 2.5 kms-1. Projected rotational velocities could therefore be
determined empirically by broadening the arc lines to make them match the
widths of the stellar lines. Our measurements agree well with those of
Landstreet (1998), except for 32 Aqr. However, Landstreet segregated rotation
and microturbulence whereas our values refer to the combined broadening. For
32 Aqr, he gives a microturbulence of 4.5 kms-1. Each DAO spectrum covered the
full extent of 850 Å (3750-4600Å) used in this paper. The MW spectra
were randomly centred since each included only 400-500 Å at higher
dispersion, so were pieced together to cover the same wavelength range as the
DAO spectra. Most of the CA observations were centred at shorter wavelengths
than the mid-
of the DAO spectra; as a result our spectra of
Her,
Gem and 60 Leo do not quite cover the full wavelength range used
in these experiments.
The rest of this section describes the steps taken to generate accurate wavelength scales for these spectra.
The DAO plates were traced with the DAO's modified PDS scanner (Stilburn et al. 1992).
Most of the Calar Alto plates and all of the MW plates
were traced with the PDS at the Royal Greenwich Observatory, Cambridge; a few
were scanned at the DAO. The two machines offered a different range of set-up
parameters. We used a slit-aperture of 8.5
350
m at the DAO, and
10
200
m at Cambridge; the output was recorded in steps of
6.01
m at the DAO, or 5.0
m at Cambridge. Since neither scanner provided
an entrance slit that could accommodate the full height of our spectra, both
had to be used in raster mode. "Clear plate'' was traced as closely as possible
to the stellar spectrum and with the same effective slit aperture, but with a
sampling frequency of 1/20, i.e. in steps of 120.2
m at the DAO, or 100
m in Cambridge. Arc spectra were traced with the same step-size and
slit-width as for the stellar spectra, but with the number of rasters adjusted
as appropriate. The DAO scans were recorded as FITS files and were read
with IRAF; the Cambridge scans were recorded in a local format. Both
sets were reduced with purpose-designed software.
Direct-intensity calibration exposures consisted of (a) a sequence of contiguous strips recorded on the star plate at the DAO, (b) two sets of individually separated strips, also recorded directly, on the MW plates, or (c) a set of individually separated strips in random order observed with an auxiliary spectrograph for the Calar Alto plates. The calibration equipment and procedures at the DAO are described in detail by Richardson (1968), whilst those of MW, including the auxiliary calibration equipment also used at CA, are given by Griffin (1979). The calibration strips were also traced in rasters, mostly at intervals of 200 Å(100 Å very occasionally), to yield the respective characteristic (H&D) curves (Hurter & Driffield 1890). The plate transmission measurements, normalized to the local, smoothed "clear plate'', were converted into direct intensities by applying, at every point, the calibration relation that was nearest to it in wavelength. An extracted spectrum thus consisted of regularly-spaced intensity values recorded in the direction of the dispersion.
A cross-correlation between two observed spectra will include the difference between the actual (intrinsic) stellar velocities, together with systematic errors due to mismatch and errors stemming from processing the spectra. Clearly, the assessment of mismatch errors can only commence if the intrinsic RV difference is known and the processing errors are contained. Unfortunately, few of the wide selection of stars needed for this project have known RVs that meet our needs in terms of accuracy and precision. Early-type stars with sharp lines are often suspected of belonging to binaries, but it cannot be determined to the same degree of certainty whether those rotating more quickly are not also binary members. Sharp-lined CP stars also manifest line-blending with periods of a few days which is ascribed to spots that traverse the visible disk as the star rotates. Seeking accurate values of constant velocity for many of those stars may be impractical, even meaningless.
We circumnavigate the problem by determining a wavelength scale for each observed spectrum within the velocity frame of the star itself, thus making available very many more early-type stars for this project. The accuracy with which such a wavelength scale can be determined depends chiefly upon the density of the selected lines and their intrinsic widths, but also upon their intrinsic shapes. Single-lined spectroscopic binaries can thus be included in this study without requiring any knowledge of their orbital periods; even dominant primary components in double-lined systems can be used if necessary, with care. Our cross-correlation tests will therefore simply look for CCF displacements that differ from zero. But the level of accuracy achieved will depend critically upon how accurately the wavelength scales have been generated.
The technique we adopt is to assign rest-wavelengths to unblended stellar lines whose relative positions are measured accurately, and to apply the grating equation to solve for the parameters describing the spectral dispersion. The calculated wavelength scale is thus anchored to the rest-wavelengths of the star. The technique was described in the Introduction to the Procyon Atlas (Griffin 1979), and those authors have in fact long adopted it as routine. For stellar abundance work, where the stellar RV may not be required, it avoids the need to correct measured wavelengths for purposes of line identification. It also avoids the introduction of errors between the reference source ("arc") and the stellar spectrum; a discussion of the sources of those errors is given by Griffin (1973).
According to the grating equation, each point at wavelength
on the
focal plane obeys the relationship
![]() |
(1) |
where n is the grating order (n = 2 for the DAO and CA spectra
described here, 3 or 4 for the MW spectra), d is the grating constant and
is the angle between the incident light and the normal to the
grating.
,
the angle of refraction, involves the camera focal length Fand the measured position D of each point. Positions are measured
relatively, so
includes a constant representing the origin of the
measurements.
We measure the positions of the identified lines by cross-correlating the raw
spectrum with a symmetrical, empirical profile that resembles the stellar line
profiles, and select wavelengths from a homogeneous, high-quality source. The
numbers of identified lines will vary widely (from 100 downwards per span
of 400 Å), depending upon the nature of the spectrum; however, it is
important that they be well distributed in wavelength. Values of F and
,
which are coupled, are derived iteratively by least-squares solution,
and the resulting spectra are re-binned into the required step-size.
Each derivation of F and
will be affected by random errors in Dand in the quoted wavelengths, by asymmetries (whether of instrumental or
astrophysical origin) present in the spectrum lines, and possibly by systematic
errors (e.g. thermal drifts) in the PDS; however, the latter are normally found
to be negligible. Incorrect camera focus and tilt can be a significant source
of instrumental asymmetry; the shapes and locations of extra- and intra-focal
images differ, as is readily appreciated when examining focus tests on emission
lines, and even the best focus setting will be a compromise to cope with the
simultaneous existence of extra-focal asymmetries, plate-tilt errors, and
irregularities in the plate-holder.
The derivation of a star's radial velocity by the classical method of measuring
its spectrum against a fiducial one (a laboratory spectrum) can produce low
formal errors under favourable conditions. In our application of the method
(see Fig. 1), F and
are first derived separately from
the arc lines and from the stellar lines; the RV is then the shift required to
merge the two sets and is determined iteratively,
making adjustments to F and
so as to minimize the overall residuals. The rms deviation in
Fig. 1 is 0.23 kms-1 at the median wavelength for the 49 stellar
lines and 0.12 kms-1 for the 38 arc lines, with formal errors of 0.03 kms-1 and
0.02 kms-1, respectively, while the formal precision of the measured RV
difference between them was 0.037 kms-1. However, those levels of precision are
misleading, as we now show.
The method outlined in Sect. 3.5 obviates the need for a fiducial wavelength
reference. Nevertheless, because arc lines are always more narrow, and usually
more numerous, than stellar lines in early-type spectra, F and
for a
given exposure can in principle be derived with higher precision from arc
lines. We therefore applied the grating equation to the Fe-Ar arc spectra on
the DAO exposures, measuring the positions of all unblended low- and
medium-strength lines by cross-correlation with a matching, symmetrical
emission profile, and adopting Ar I, Ar II, Fe I and Fe II wavelengths from the
NIST database (http://physics.nist.gov/cgi-bin/AtData/main_asd).
Measurements of the arc spectra on either side of a star spectrum were
averaged. The pairs of data points (wavelength, position) constituted a set of
simultaneous equations whose solution yielded least-squares values for
and F.
![]() |
Figure 2:
Residuals, in mÅ, for arc lines a-c) and stellar
lines d) on DAO plate 9424. The individual solutions give:![]() |
Figures 2a and 2b show typical optimized solutions for the separate halves of a DAO exposure; the rms scatter of the points around zero, in kms-1 at the median wavelength, is recorded in the caption. Lines near the extreme short- and long-wavelength ends were not used as they tend to be distorted through vignetting in the spectrograph. Lines within at least 1 cm of the plate join were also rejected; as a wet photographic emulsion dries it does so at the edges first, causing slight stretching and distortion there and producing wavelength residuals close to the plate join (positive for the short-wavelength half of an exposure, negative for the other) that are several times larger than the expected accidental errors.
As the caption to Fig. 2 indicates, the two halves of the same plate do not yield the same solution, and the differences are well outside the respective error bars. Accordingly, when the two halves are brought together (Fig. 2c), the solution can only force a compromise that suits neither half as well as do the individual solutions. The two curves in Fig. 2c are actually part of the same curve, but because the measurements of line positions were not continuous across the plate join the wavelength solution has been able to introduce an arbitrary shift between the two halves in an effort to minimise the overall errors. All the arc spectra behaved in a similar fashion, apart from random errors of measurement. The same effect was also visible (though with increased noise) in the individual arc exposures above or below the star exposure.
We have not yet found a satisfactory explanation as to why the physically
separate halves of an exposure should consistently give distinctly different
sets of scaling parameters ().
Possible causes include misalignment
in the arc, image-slicer or camera (its focus or tilt), the collimation of the
spectrograph,
optical vignetting, errors in the figure of the camera mirror
or in the plate-holder, or an error of runs in the grating.
The pattern of residuals from the DAO
spectra maintained a similar amplitude regardless of the epoch or the observer;
it therefore seems unlikely that the cause lay in a single maladjustment (such
as camera focus) over which the observer has control, though camera tilt is
less industriously investigated, and spectrograph collimation is not often
altered. A similar effect was also found, in a separate investigation, in arc
spectra on plates from both Calar Alto and Mount Wilson. At CA the effect was
less pronounced, while at MW it was similar in magnitude to that at the DAO but
in the reverse sense. At the DAO and CA the grating is used almost normal to
the incident beam whereas at MW it is used at a substantial angle of incidence,
so indeterminacy in the grating equation is not thought to be a cause. In our
investigation of the stellar spectra themselves (Sect. 3.7), where random noise
was sufficiently small we found indications of the same anomaly but smaller in
amplitude, and in one case of particularly sharp stellar lines it was not
present at all (Fig. 2d). The formal error for the stellar lines
in that example is only 1.5 times the values derived for the half-sets of arc
lines in Figs. 2a or 2b. But the optimal solution
of 25.512 for
differs significantly from the 25.480 derived from the
arc lines (Fig. 2c); imposing one value upon the other solution
gives unacceptably bowed residuals. We can summarize the situation by stating
that, for stellar spectra, the systematic errors in the residuals tend to be
smaller than the random errors, whereas the reverse is true for arc spectra.
We recall that we only proposed the use of arc spectra here in the expectation
of improving the precision in our stellar wavelength scales. Clearly we cannot
rely upon arc spectra for that purpose to the level of accuracy required,
though we can estimate an uncertainty of 1.5 mÅ (0.1 kms-1) arising from
our procedure (as opposed to other internal errors, Sect. 4.2.2), with
the formal error of 0.02 kms-1 as the lower limit. The findings have actually
raised more questions than they answered, not all of which are directly
relevant to the tasks set by our project, and merit a study of their own. The
search for the cause(s) of the anomalous behaviour in arc spectra would benefit
from studies of other wavelength regions and other spectrographs, and could
make use of archived spectra. Unfortunately, few of the sharp-lined stellar
spectra from CA and MW which we used in this study included suitable arc
exposures.
We determined wavelength scales directly for the stellar spectra. Positions of
identified stellar lines were measured on each exposure by cross-correlation
with a matching, symmetrical absorption profile, and least-squares values for
and F were derived, as above. Stellar wavelengths were taken from
the solar tables by Pierce & Breckinridge (1973), where the estimated total
error (systematic + random) in the blue region is given as
3 mÅ. Given
the experience of Sect. 3.6, we decided to treat each half of a stellar
exposure independently. The solutions did not include high-order terms
(i.e. no curvature of the residuals). Since many of the DAO spectra had been
obtained in homogeneous series, the values of (
,
F) derived for the
sharp-lined stars were helpful in constraining the solutions for spectra with
less sharp lines (i.e. with intrinsically higher random errors).
We attempted to optimize the wavelength solutions by considering the residuals from the same lines measured in different spectra. Some lines gave unacceptably poor residuals, either because of random errors in the stellar measurements or the solar wavelengths - many lines in A-type stars are very weak in the solar spectrum - or because of unsuspected blending, and were rejected. Lines were also rejected from individual plate solutions if the residuals were greater than 10 mÅ, and were not used at all if they proved to be bad in more than half of the samples in cases of multiple exposures. We then examined the three spectra for which we had multiple homogeneous exposures (13 of o Peg, 11 of HR 7664, 8 of 32 Aqr), and determined for each star the straight mean of the wavelengths calculated for each individual line, normalizing the means so as to eliminate an overall shift. With little variation, the adjustments to the formal wavelengths were similar in sign and size in all three stars. We then adopted these adjusted wavelengths as our new reference ones for all the spectra and repeated the wavelength solutions, extracting spectra in steps of 10 mÅ. The spectra were finally normalized in intensity by placing the continuum at 100%.
Each DAO spectrum was extracted in two intervals,
Å and
Å, conjoined with a
50-Å blank continuum; we thus avoided the troublesome plate joins, and also
accommodated small differences in the precise centering of the different
exposures. The CA and MW spectra were also extracted within the same overall
interval, as far as the extent of
each individual observation permitted.
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