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Simulation of non-isoplanatic self-calibration in ARL

This performs the calculations in SDP memo 97.

  • A phase screen at the height of the ionosphere (300km) moving at 150 km/s is simulated.
  • A sky model is calculated from GLEAM.
  • Nonisoplanatic visibilities from the screen are calculated taking into account the two pierce points for a given baseline.
  • Isoplanatic visibilities are calculated using just a single pierce point for all stations.
  • ICAL is run on both isoplanatic and non-isoplanatic data.
  • MPCCAL is run on the non-isoplanatic data, starting from the model and gaintable from the ICAL.

Setup of required packages

Steps

The processing steps are in a python file and jupyter notebooks:

  • To initialise the phase screen file: cd screens;python ArScreens-LOW.py
  • To simulate the data: low-sims-mpc-10000-prep.ipynb
  • To perform isoplanatic selfcal (ICAL) of isoplanatic data: low-sims-mpc-10000-iso.ipynb
  • To perform isoplanatic selfcal (ICAL) of nonisoplanatic data: low-sims-mpc-10000-noniso.ipynb
  • To create skymodel for mpc: low-sims-mpc-10000-create_skymodel.ipynb
  • To perform non-isoplanatic selfcal (MPCCAL) of nonisoplanatic data: low-sims-mpc-10000-mpccal.ipynb

These steps can be run using make.

The output files are placed in a sub-directory results. The images are standard FITS files, and all the other files are HDF5. Figures are placed in the figures sub-directory.

Notes

  • Change the number of Dask workers (n_workers) in each file to a value suitable for your machine. The default is 16 workers.

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