gssti-omnibus / workshop

0 stars 0 forks source link

SARG: Modelling Kutunse Primary Beams from Simulations I #1

Open philusnarh opened 6 years ago

philusnarh commented 6 years ago

Sim 1: Using OSKAR

  1. Geometrical model of Kutunse dish
  1. Produce Complex beams
  1. Produce Complete beams

    • Refer to Mueller matrix
  2. Measure the Intrinsic Polarisation Leakage (IXR)

  3. Estimate the FWHM across all frequencies (5 - 6.7 GHz)

  4. Reconstruct the simulated beam models

philusnarh commented 6 years ago

Consider the Kutunse dish as a collection of dipoles such that the dipoles are randomly drawn from a Uniform distribution with the orientation defined within a circular medium:

horizontal representation

vertical representation

The following algorithm describes the ITM used to draw random values from a cumulative distribution function (CDF), of a known density :

(i) Find the quantile function . (ii) Generate a uniform random number u. (iii) Return the random number .

Consider:: image

For an aperture illumination behaviour we use Inverse transform approach to describe the radial distribution of the dish::

radial-plot Fig 1: the distribution of the dipoles across the radius

dish-plot_wt_10000_dipoles Fig 2: Station setup for using 10,000 dipoles

dish-plot_wt_50000_dipoles Fig 3: Station setup for using 50,000 dipoles

dish-plot_wt_80000_dipoles Fig 4: Station setup for using 80,000 dipoles

philusnarh commented 6 years ago

Refer to Jones & Mueller matrix

What the instrument actually measures is a set of pairwise correlations between two voltages induced by the EM field in two orthogonal mode feeds, and . The Jones formalism assumes that these are linearly related to the EM field (i.e. that all signal propagation effects are linear). This can be written as , where is a column vector of the two voltages, and the Jones matrix describes signal propagation. The measured coherency can then be written as:

image ----->>> (1)

and the measured Stokes parameter vector s0 relates to the original Stokes vector via the so-called Mueller matrix M:

image ----->>> (2)

image ----->>> (3)

For the Mueller matrix:

image ----->>> (4)

Therefore, to determine the measured Stokes; image ----->>> (4)

Script Update 1 http://nbviewer.jupyter.org/urls/dl.dropbox.com/s/97lotj2lfv61pnm/kutunse-PB-model.ipynb

philusnarh commented 6 years ago

Intrinsic Cross-Polarisation (IXR)

The term “intrinsic” in IXR indicates that the parameter is independent of the choice of coordinate systems. For Stokes polarimeters, IXR can be easily converted to a Mueller IXR, which, in turn, is directly related to the fractional polarisation leakage:

image

philusnarh commented 6 years ago

scripts used for the simulations

  1. https://github.com/philusnarh/PROJECT/tree/master/COProject-scripts

Beam modelling & Zernike fits

  1. http://nbviewer.jupyter.org/urls/dl.dropbox.com/s/lcko9z05vpmn2de/kutunse-PB-model.ipynb

Reconstructing Kutunse Beams with SVD

  1. http://nbviewer.jupyter.org/urls/dl.dropbox.com/s/1w4xzhg7brvheca/svd_decompos.ipynb
akotodanso commented 6 years ago

Are the quadripod legs that huge. Can we also look at from the angle where some of the signals hitting the legs bounces back into the dish, and what. Say let's consider 5 percent of the signals bouncing back to add to the signals and the effect it will have.

Proven-Adzri commented 6 years ago

Thanks

philusnarh commented 6 years ago

Yeah!, it works!!!!