7.3 Methodology - Separating the Interstellar Reddening and Circumstellar Excess


Graph from which Beta was calculated
Figure 7.1: Data extracted from Dougherty et al. 1994. The ratio b was calculated by means of a least squares fit, shown above as a solid line. Note that “sd” is the r.m.s. deviation of the residuals about the fitted line in the ordinate axis.

The flux from a star is reduced by interstellar extinction by a factor (exp[-text(c)]), where text(c) is the extinction optical depth. In general, if we have knowledge of the spectral type of the object (and hence its intrinsic colour) and the observed colours, then we can remove extinction effects from data using an interstellar extinction law (e.g., Rieke and Lebofsky 1985). However Be stars are well known to exhibit an infrared continuum excess, caused by free-free and free-bound emission within the disc, as well as the usual interstellar reddening (e.g., Gehrz et al. 1974). At first sight it appears not to be possible to separate the interstellar and circumstellar components using infrared photometry alone. However by using the fact that the spectral indices of the two components are different, we find that a deconvolution is possible as follows:

The observed colour, (Mc1 -Mc2)obs, of a Be star consists of three components - the star’s intrinsic colour, (Mc1 - Mc2)0, the excess due to circumstellar material, E(Mc1 - Mc2)cs and the interstellar reddening, E(Mc1 -Mc2)is. Using our JHK filters we can construct two observed colours:

(J - H)obs = (J - H)0 + E(J - H)cs + E(J - H)is (7.1)
(H - K)obs = (H - K)0 + E(H - K)cs + E(H - K)is. (7.2)
A unique solution for these equations is possible by assuming a universal interstellar reddening law of the form:
E(J - H)is  = aE(H  - K)is,                       (7.3)
and also by assuming that the colours of the disc around the Be star can be related in a similar fashion (see, for example Figure 5 from Dougherty et al. (1994), re-plotted, with a least squares fit applied as our Figure 7.1):
E(J - H)cs  = bE(H   - K)cs.                      (7.4)

The value of a may be simply derived from the interstellar extinction law of Rieke and Lebofsky (1985), giving a = 1.7 ± 0.1. To derive b, we use the circumstellar excesses of Be stars measured by Dougherty et al. (1994) who de-redden their photometry based on a combination of the reddening free Geneva system parameters X and Y, and the strength of the interstellar 2200 Å feature in IUE spectra. A least squares fit to the data, giving a xreduced2 = 1.02, presented in their Figure 5 gives b = 0.61 ± 0.02 (see Figure 7.1). We note that the r.m.s. deviation in the ordinate direction of the graph, E[J -H]cs vs E[H -K]cs is sd = 0.04, while that for the graph E[H - K]cs vs E[J - H]cs is sd = 0.05. We are therefore confident that a 1D minimisation is sufficient. We note also that a Spearman rank correlation test gives a Spearman rank coefficient, rs = 0.8, when applied to these data, implying a high correlation between the circumstellar excess colours.

By combining equations 7.2 to 7.4 we are able to analytically solve to separate the interstellar and circumstellar components. We find:

E(H - K)is =              -1                        1
(H----K)obs--b-(J---H)obs---(H---K)0-+--b(J---H)0
                     (1-  ab) (7.5)
E(H - K)cs =              -1                        1-
(H----K)obs--a-(J--H)obs---(H---K)0-+--a(J---H)0
                     (1-  ba) (7.6)
E(J - H)is = (J - H)    - b(H - K)    - (J-  H)  + b(H - K)
--------obs------------obs-b--------0------------0
                     (1- a-) (7.7)
E(J - H)cs = (J - H)obs - a(H - K)obs - (J - H)0 + a(H - K)0
---------------------(1--a-)--------------------
                         b (7.8)
The intrinsic colours (H - K)0 and (J - H)0 come from Koornneef (1983). The solutions of equations 7.5-7.6 are tabulated in Table 7.1. We present only the (H - K) solutions because the (J -H) results are not independent, the ratios a and b relating the two. Colour excesses for (J - H) can be simply calculated using equations 7.7-7.8.


Graph of Interstellar extinction versus Sodium 5890A
Figure 7.2: Interstellar extinction versus Na D2 5890Å line EW, where the fitted lines are least squares fits, weighted to the ordinate axis errors (dashed, equation at top of plot) and unweigthed (solid).


Graph of Circumstellar excess versus Sodium 5890A
Figure 7.3: Circumstellar excess versus Na D2 5890Å line EW. Note that as expected no correlation between the interstellar Na EW and the circumstellar excess is present.

The errors generated from our calculations are twofold, (i) random errors from our observational data and the intrinsic colours, which enables us to construct errors and quantify the scatter and (ii) systematic errors from the ratios a and b, which shift the calculated best fit lines to their upper and lower extremities. We calculate a systematic error of ~ 5% in E(H - K)cs and ~ 4% in E(H - K)is.

In order to test our de-reddening procedure, we compare the measured interstellar reddening to an independent measure of the same quantity. For this we use equivalent width2 (EW) of the interstellar sodium D2 5890Å line, listed in column 3 of Table 7.1. We note that there is an error of 10% on the Na EW. This was measured from the red optical spectra of the representative sample (see Steele and Negueruela 2002) using the FIGARO routine ABLINE. In Figures 7.2 and 7.3 we plot the EW of this line against our derived interstellar reddening and circumstellar excess. As there is such a large range of error bars evident in Figure 7.2 the plot shows two fitted lines, the solid line is a non-weighted fit whilst the dashed line is weighted to the errors in the ordinate direction. The difference between the two is minimal with gradients differing by only  0.009 and the intercepts by  0.02. However the error bars on the plot intercept more frequently with the unweighted line, therefore this fit may be more reliable in this case.

As expected there appears to be a correlation with E(H - K)is although not with E(H - K)cs. To quantify this we performed non-parametric correlation tests (Spearman rank), it should be noted that this test does not rely on the fitted lines. The results for all such tests carried out in this chapter are presented in Table 7.2. We note here that Spearman rank correlation confidences are normally compared with a critical correlation coefficient, rs, which imply a significance level for the correlation. We list this significance level for each test in Table 7.2. However we have also chosen to express our results as a standard deviation (s) measure (confidence level) to allow easy comparison with parametric tests. Implicit in this is the assumption that repeated tests of similar samples would find a normal distribution of the derived correlation coefficients. To derive this confidence level we used the one-tailed rs lookup tables of Wall (1996) to find the significance level and then the one-tailed normal distribution lookup tables of Wall (1979) to find the confidence levels. Therefore we also list in Table 7.2 the confidence level of each test. The positive correlation between sodium EW and the interstellar extinction is confirmed at a > 4.0s confidence level while any correlation between sodium and E(H - K)cs is at a confidence level of <<1s. This result gives us confidence that our method does indeed separate the interstellar and circumstellar components of the infrared excess.


Graph of IR (H-K) interstellar reddening
Figure 7.4: A plot of E(B-V )(H-K)is, the IR (H-K) interstellar reddening, converted to an optical (B - V ) colour versus sodium EW(Å).The fitted line is a least squares fit minimised in the ordinate axis.


interstellar reddening versus the Sodium 5890A line.
Figure 7.5: A plot of (B -V )is+cs versus the Na D2 5890Å line EW. The fitted line is a least squares fits minimised in the ordinate axis.


Graph of IR (H-K) iconverted to optical interstellar reddening
Figure 7.6: A plot of E(B-V )(H-K)is (the IR (H-K) interstellar reddening converted to an optical (B-V ) colour) versus the optical (B-V )is+cs colour, which incorporates both interstellar reddening and circumstellar excess.

To quantify the strength of any optical circumstellar excess in our sample we convert our IR interstellar excesses to equivalent optical data using our adopted interstellar extinction law of Rieke and Lebofsky (1985). The interstellar excess converted from an (H - K) colour to a (B - V ) equivalent colour is denoted by E(B - V )(H-K)is. This is plotted against E(B - V )cs+is, i.e., incorporating both interstellar reddening and circumstellar excess (see Figure 7.6), where DE(B - V )(H-K)is » DE(B - V )is+cs and so it is E(B - V )(H-K)is that has been minimised. E(B - V )cs+is is derived from historical observational data (see Steele et al. 1999) and the intrinsic (B - V ) colours of B stars from Cramer (1984). An independent test of our de-reddening procedure may now be carried out if we assume a negligible circumstellar excess for the optical (B - V ) colour: The colour-colour plot should produce a one-to-one correlation if the assumption of zero optical excess is true. A correlation is again obvious (rs = 0.74), and we note that no significant offset between the two measures of reddening is apparent.

This implies that the assumption of negligible optical circumstellar excess appears to be reasonable at the level of <0.17 magnitudes, (the intercept of Figure 7.6). There is also a systematic error (as described above) of ±0.2mags associated with the plot in the ordinate direction. This implies boundary conditions of -0.03 < E(B - V )cs < 0.37 magnitudes. A similar result was found by Dachs et al. 1988 who find that the maximum contribution of circumstellar envelopes to observed (B -V ) colours in Be stars amounts to E(B -V )cs ~ 0.1 magnitudes.

In light of this result (negligible optical circumstellar excess) it would be interesting to determine which method (optical colours, infrared colours or sodium equivalent width) gives a better estimate of the interstellar reddening to Be stars. The Spearman rank correlation coefficient of E(B - V )is+cs versus the sodium EW (see Figure 7.5) is rs = 0.56. For E(B -V )(H-K)is versus sodium EW (Figure 7.4) the Spearman rank correlation coefficient is rs = 0.45. However the greatest correlation is between E(B -V )is+cs and E(B -V )(H-K)is (see Figure 7.6) with rs = 0.74. In other words it appears that both the traditional optical and our new infrared method are more reliable than the sodium equivalent width for determining the interstellar reddening to Be stars. In the sections that follow we prefer to use our new method, as it is based on data taken closer in time (within a few years) to the spectroscopic data than the optical data (over 30 years in many cases).