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3. Retrieving algorithms

 

The basic problem of the conical scan technique is how to retrieve the pointing errors, i.e. the best estimates of the two numbers tex2html_wrap_inline2272 and tex2html_wrap_inline2274. One possibility is given by the simple fact that as conical scanning operates by displacing the antenna beam to successive positions, it is possible to measure the difference in the relative signal strength, expressed by tex2html_wrap_inline2276. The signal difference, tex2html_wrap_inline2278, is a function of the angular difference, tex2html_wrap_inline2280, and as we shall see below it can be used to calculate the pointing errors.

However, we shall first review the standard method, consisting of recording the antenna signal and computing sums weighted by sine and cosine factors. We then discuss two analytical methods which exploit the measurement of the signal difference. In each case, we assume that a total of N measurements are taken in one tex2html_wrap_inline2284 scan, at tex2html_wrap_inline2280 intervals, each one lasting tex2html_wrap_inline2288 seconds.

We also note that the standard method, as discussed below, assumes that tex2html_wrap_inline2290 is known at the time of the pointing measurement. This may not always be the case, especially if the pointing source is variable and has not been observed for a long time. The two successive analytical methods, however, do not need the knowledge of tex2html_wrap_inline2290. This can be an important advantage when the flux density of the pointing source is poorly known a priori. However, we shall show that an inaccurate tex2html_wrap_inline2290 at most leads to over- or underestimates in the amplitude of the pointing error, tex2html_wrap_inline2230, but still accurately estimates the ratio tex2html_wrap_inline2298, i.e. the direction towards the source. tex2html_wrap_inline2290 is unimportant for small tex2html_wrap_inline2230, and hence a sequence of scans converges rapidly.

3.1. Standard method

 

The standard method consists of directly fitting the antenna signal using Eq. (6 (click here)). The target position tex2html_wrap_inline2250 provides the variables and the best-fit model is found minimising the value of tex2html_wrap_inline2306. When this method is used without further simplifying Eq. (6 (click here)), it is much slower than fitting the signal difference or using the dot-product technique, which we discuss below. However, the antenna signal is much less noisy than the signal difference and, being a numerical method, we can use any beam shape to fit the data, and not just a Gaussian beam as it is assumed in Eq. (6 (click here)).

The standard fitting method is very simple in those cases where Eq. (6 (click here)) can be linearized, and a much quicker least-square fit technique can be used, making this method more useful in all practical cases.

As tex2html_wrap_inline2228 and tex2html_wrap_inline2230 are constants, only the right-hand side exponential in Eq. (6 (click here)) is time variable, for tex2html_wrap_inline2268. Expanding this factor to first order:
 eqnarray327
or, using an angle tex2html_wrap_inline2314 to define the unknown direction of the pointing offset tex2html_wrap_inline2230, such that
 equation1229
then, Eq. (7 (click here)) can also be written as:
 equation1233
We then see that the expansion to first order made in Eq. (7 (click here)) is valid when tex2html_wrap_inline2318, i.e. tex2html_wrap_inline2320 and tex2html_wrap_inline2322 for tex2html_wrap_inline2324 and tex2html_wrap_inline2326, respectively (for the case tex2html_wrap_inline2328 see below). Solution of Eq. (7 (click here)) for tex2html_wrap_inline2272 and tex2html_wrap_inline2274 is straightforward; in fact, multiplication by tex2html_wrap_inline2334 and tex2html_wrap_inline2336, and then integrating with respect to tex2html_wrap_inline2266 between 0 and tex2html_wrap_inline2340 exactly cancels the constant and the orthogonal (tex2html_wrap_inline2342) terms, leaving:
 equation1240
where we have defined:
 equation1248
tex2html_wrap_inline2344 and tex2html_wrap_inline2346 are recognizable as the first sine and cosine term of the Fourier series of tex2html_wrap_inline2348. We give further details in Appendix A, where we also discuss the case of an elliptical antenna beam, and the useful information that can be obtained utilizing the Fourier series.

Equations (10 (click here)) are the analytic least square fits to tex2html_wrap_inline2272 and tex2html_wrap_inline2274 in the linearized Eq. (7 (click here)), and make the standard fitting technique an analytical method similar to those discussed in Sect. 3.2 (click here).

We note that Eqs. (10 (click here)) contain tex2html_wrap_inline2354 on their right-hand side, which is unknown. In the assumption of small pointing errors this is not a concern. However, the angular direction of the pointing offset, tex2html_wrap_inline2314, can be obtained with no approximations by taking the ratio of Eqs. (10 (click here)) and using Eqs. (8 (click here)):
 equation1255
Also, this result is completely general. If the ratio of Eqs. (11 (click here)) is taken with tex2html_wrap_inline2348 being given by Eq. (6 (click here)), rather than Eq. (7 (click here)), it can be easily shown that tex2html_wrap_inline2360.

Once the direction of the pointing offset is known, we can then solve Eqs. (10 (click here)) for tex2html_wrap_inline2230 using its definition, tex2html_wrap_inline2252:
 equation1260
which can be numerically solved for tex2html_wrap_inline2230 if one can discriminate between the double-valued solution.

One method is to use an initial ON-OFF measurement. This is a sensitive estimate if tex2html_wrap_inline2230 is large, compared to the values leading to the approximation contained in Eq. (7 (click here)), which cannot be used in this case. From Eq. (6 (click here)) for tex2html_wrap_inline2328, the ratio of measured to expected antenna temperature is:
 equation1264
and it is thus straightforward to obtain:
 equation1269
For tex2html_wrap_inline2372 the pointing error is larger than 1/4 beamwidth. In such cases the approximation used in Eq. (7 (click here)), which leads to Eq. (13 (click here)), is not as good as that from Eq. (15 (click here)). However, the value of tex2html_wrap_inline2314 calculated by Eq. (12 (click here)) is totally independent of the approximation used in Eq. (7 (click here)), as stated above, provided that the beam is Gaussian.

The telescope pointing direction should be changed using tex2html_wrap_inline2314 and the estimate of tex2html_wrap_inline2230 from Eq. (15 (click here)), until the pointing error is less than 1/4 beamwidth. Once tex2html_wrap_inline2380 Eq. (13 (click here)) can be used . This estimate is more sensitive for small tex2html_wrap_inline2230 than Eq. (15 (click here)), and is not subject to baseline errors, as it uses only the variation of tex2html_wrap_inline2384 during the conical scan, rather than its mean value. Hence, applying a sequence of pointing corrections will move the telescope in such a direction as to reduce the offset. If tex2html_wrap_inline2386 the error is larger than 1 beamwidth. Such a result should be flagged to the telescope operator, as it may be the result of radio frequency interference (RFI) or an incorrect source position.

In Fig. 2 (click here) we show the difference between the least-squares solutions and the approximation given by the use of Eq. (7 (click here)), for various values of tex2html_wrap_inline2228 and for tex2html_wrap_inline2390. We note that the maximum peak-to-peak amplitude in the response is obtained when tex2html_wrap_inline2392. In fact, the exact value for the conical scan radius corresponding to the maximum peak-to-peak amplitude is expected to be from Eq. (9 (click here)) equal to tex2html_wrap_inline2394. Given the relatively low value of tex2html_wrap_inline2396 in Fig. 2 (click here) (see also the top panel of Fig. 5 (click here)), the fits representing the results of the linearized standard method (dashed lines) lie reasonably close to those obtained by minimising a tex2html_wrap_inline2306 (solid lines), but in each case the linearized method underestimates the true error.

One potential pitfall of the conical scan method arises from the absence of any modulation for perfect pointing, which could be confused with total absence of the pointing source or some other breakdown in the system. However, an intentional offset of the boresight position by a small fraction of a beamwidth can provide a known modulation amplitude to prove that the system is functional.

  figure429
Figure 2: Comparison between the fit to the antenna signal (points) utilising the linearized standard method (different types of dashed lines) and the tex2html_wrap_inline2306 fit (solid lines). The pointing error is fixed (tex2html_wrap_inline2390, or tex2html_wrap_inline2396, in FWHM units) and we consider three different values of tex2html_wrap_inline2228, the radius of the scan, in FWHM units: 0.2 (filled triangles and short-dashed line), 0.4 (filled squares and dotted line), and 0.6 (filled circles and long-dashed line). The data shown are for tex2html_wrap_inline2414 s, tex2html_wrap_inline2416 and a tex2html_wrap_inline2418 (we have also assumed that the detection bandiwdth is tex2html_wrap_inline2420 MHz and the system temperature tex2html_wrap_inline2422 K)

3.2. Analytical methods

 

3.2.1. Fitting the signal difference

 

When tex2html_wrap_inline2280 is taken small enough (tex2html_wrap_inline2428), then tex2html_wrap_inline2278 can be approximated using Taylor's expansion to first order and Eq. (6 (click here)):
eqnarray442
If we now define a normalised signal difference tex2html_wrap_inline2432, one finally gets:
 equation1299
tex2html_wrap_inline2434 can be a very noisy signal, because of the operations involved: the difference between two signals close in intensity, and the division by the signal itself, tex2html_wrap_inline2436 which, depending on the relative position of the source with respect to the center of the beam, can be very close to the noise level in some parts of the scanning circle.

Equation (17 (click here)) can be compared with the measured signal difference, and because of its simple mathematical form it can be fit with a quick generalised linear least square technique, without having to numerically minimise a tex2html_wrap_inline2306-value, as we explained in Sect. 3.1 (click here). The results are discussed later in Sect. 4.1.2 (click here).

An important consequence of normalising the signal difference is that Eq. (17 (click here)) is independent of the absolute flux density of the pointing source. Therefore, as we mentioned earlier in this section, the fitting method and the successive dot-product method are not affected by the (poorly known) values of tex2html_wrap_inline2290. Equation (17 (click here)) is also independent of tex2html_wrap_inline2228, although the resulting signal-to-noise ratio (SNR) will depend on the radius of the conical scan, as is shown in Fig. 4 (click here).

3.2.2. Dot-product method

 

This method still assumes a Gaussian beam shape, although this is generally not the case. The angle-error estimate can be accomplished by the hardware, using a pair of phase-sensitive detectors with a reference input from the scan system. The phase detectors perform essentially as dot-product (DP, hereafter) devices with sine-wave reference signals at the frequency of scan and of proper phase to obtain the two numbers tex2html_wrap_inline2272 and tex2html_wrap_inline2274. This can be easily seen analytically by multiplying the normalized signal difference by a sine-wave, tex2html_wrap_inline2448, obtaining:
 eqnarray456
where tex2html_wrap_inline2450 is an instrumental phase factor. By filtering out the two oscillating components in the previous expression (see Sect. 4.1.3 (click here)) one is left with:
 equation1312
which gives tex2html_wrap_inline2274 and tex2html_wrap_inline2272 for tex2html_wrap_inline2456 and tex2html_wrap_inline2458, respectively; c is a numerical factor depending on the filtering process (see Sect. 4.1.3 (click here)).


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