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Averaging in frequency

If we average all the channels in the band together, then we must assign a single frequency and a single (u,v) coordinate to each visibility. Clearly this means a loss of information, because u and v change across the band (they are the orthogonal baseline components measured in wavelengths in the plane perpendicular to the direction of the source, with v in the northern direction).

The simplest way to understand the effect upon the final image is via the similarity theorem of Fourier transforms, which states that if tex2html_wrap_inline6002 and tex2html_wrap_inline6004 are a Fourier pair in n dimensions, then rescaling the coordinates in one domain by a factor of tex2html_wrap_inline6006 corresponds to rescaling the transform by the reciprocal scale factor, and renormalizing the amplitudes such that
displaymath4420

In our case, we associate the visibilities (V) with h and the image (I) with H. Thus, we measure a visibility V(u,v) at some frequency tex2html_wrap_inline6008 in the band, and then scale its coordinates to tex2html_wrap_inline6010 (appropriate to the frequency at the centre of the band) such that


displaymath4431

The similarity theorem shows that the image made from visibilities that have been scaled in this way is stretched and scaled such that the contribution to the visibility from a narrow band of frequencies centered on tex2html_wrap_inline6012 is


displaymath4435

where l and m are the image coordinates (direction cosines). Each image is the true brightness distribution scaled in (l,m) by tex2html_wrap_inline6014 and in brightness by tex2html_wrap_inline6016. The derived distribution is convolved by the dirty beam tex2html_wrap_inline6018. The beam does not vary with frequency because the same transfer function for the telescope (i.e., the sampling of the array in the tex2html_wrap_inline6020 plane) is used to represent the whole frequency passband. The overall response over the whole band is simply obtained by integrating over the passband with the appropriate weighting.


displaymath4444

where tex2html_wrap_inline6022 is the passband function. This integral can be thought of as a process of averaging many images, each with a different scale factor. The images are aligned at the phase centre, so that the effect is to produce a radial smearing of the brightness distribution (and consequent loss of intensity) before it is convolved with the beam. The response to a point source at position (l,m) is radially elongated by the factor tex2html_wrap_inline6024. For distances from the origin at which the elongation is large compared to the synthesized beamwidth, features on the sky become suppressed by the smearing; the integrated flux density remains unchanged, but the surface brightness is reduced. The measured brightness is the smeared distribution convolved by the beam.

It turns out that the results are only weakly dependent on parameters such as the exact passband shape and beam shape, so, as a good example, the figure shows the relative amplitude of the peak response to a point source as a function of distance from the field centre (r), the beamwidth (tex2html_wrap_inline6026), and fractional bandwidth (tex2html_wrap_inline6028). It can be used to determine whether your data will suffer too badly should you average across the band. As a rough guide, you probably don't want to accept a bandwidth that results in an amplitude drop to less than tex2html_wrap_inline6030.

Note that since the AT always produces spectral data, you are free to average channels in any combination you choose. You are not restricted to averaging the whole band and might desire to average it into three sections say, none of which suffers from bandwidth smearing.

 figure4455
Figure: Relative amplitude of the peak response to a point source as a function of the distance from the field centre and either the fractional bandwidth or the averaging time


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Next: Averaging in time Up: EFFECTS OF AVERAGING IN Previous: EFFECTS OF AVERAGING IN

nkilleen@atnf.csiro.au