preshanth / rm-synthesis

Faraday Rotation Measure Synthesis in Python

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RM-Synthesis Overview

Copyright (2005--2014) Michiel Brentjens <brentjens@astron.nl>

This Python script can perform a basic (dirty) RM-synthesis, given a FITS cube with Stokes Q images, a FITS cube with Stokes U images, and a text file containing the frequencies of these images. RM synthesis is described in M.A. Brentjens & A.G. de Bruyn, A&A (2005). The script runs under Python 2.7 as well as Python 3.

Installation

This script assumes that the numpy and pyfits libraries are installed. Install using:

user@machine: /.../rmsynthesis-x.y$ python setup.py install.

Usage

usage: rmsynthesis [-h] [--output DIRECTORY] [--low PHI] [--high PHI]
[--dphi DELTA_PHI] [-f] [-c] [-q QFACTOR] [-u UFACTOR] [-m GB] [-v] QCUBE UCUBE FREQ_FILE
positional arguments:
QCUBE FITS file containing the Q cube. UCUBE FITS file containing the U cube. FREQ_FILE Ascii file with frame frequencies.
optional arguments:
-h, --help show this help message and exit
--output DIRECTORY, -o DIRECTORY
 Name of the output directory [.].
--low PHI Lowest Faraday depth in output cube. Default value is -sqrt(3)/delta (lambda^2), where delta (lambda^2) is the smallest one as computed from the frequency list.
--high PHI Highest Faraday depth in output cube. Default value is +sqrt(3)/delta (lambda^2), where delta (lambda^2) is the smallest one as computed from the frequency list.
--dphi DELTA_PHI
 Faraday depth increment between frames from the RM cube. Default value is sqrt(3)/Delta (lambda^2), where Delta (lambda^2) is max(lambda^2) - min(lambda^2), computed from the frequency list.
-f, --force Force overwriting files in output directory if they already exist.
-c, --check Perform all possible checks, but do not write any files or compute an RM cube
-q QFACTOR, --qfactor QFACTOR
 Factor to multiply values in Q cube with, Default [1.000000]
-u UFACTOR, --ufactor UFACTOR
 Factor to multiply values in U cube with, Default [1.000000]. For WSRT data, this factor must be 1.2 if it has not already been applied.
-m GB, --maxmem GB
 Maximum amount of memory to be used in GB. Default: [12.505261]
-v, --version Print version number and exit.

Input

The Q and U fits cubes are required and must have three axes. The fastest varying axis (AXIS1) must be right ascension, the second axis (AXIS2) declination, and the slowest varying axis (AXIS3) is the frame number. The rmsynthesis script ignores frequency information in the FITS cubes. It only uses frequency information provided in the text file. Note that the order of the axes in Python/numpy is the reverse of that in the FITS file. That is, in Python, the first axis (axis 0) is the slowest varying axis. The pyfits library transparently handles this conversion. Note that the Q and U cubes must be similar in the sense that their shape and scales (ra, dec, and frame number) must be the same.

The third required input is the list of frequencies. This must be a text file with one frequency per line. The frequency must be in Hz and can be either an integer or a floating point number. A (tiny) example:

1.420e9 1680000000 4800000000

Output

The output files are written in the current working directory, unless otherwise specified with the -o option.

  • p-rmcube-dirty.fits FITS cube with axis RA (AXIS1), Dec (AXIS2),
    Faraday depth (AXIS3). Total linear polarization.
  • q-rmcube-dirty.fits FITS cube with axis RA (AXIS1), Dec (AXIS2),
    Faraday depth (AXIS3). Derotated Q.
  • u-rmcube-dirty.fits FITS cube with axis RA (AXIS1), Dec (AXIS2),
    Faraday depth (AXIS3). Derotated U.
  • rmsf.txt Text file with the RM spread function. The first
    column is Faraday depth, the second column the response parallel to the original polarization direction ("q"), and the third column the response at 45 degrees with respect to the original polarization direction ("u").
  • rmsynthesis.log Contains the command line options used to obtain
    this output.

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Faraday Rotation Measure Synthesis in Python

License:MIT License


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