m-thesis-introduction/simulations/airshower_beacon_simulation/bb_beacon_true_phases.py

120 lines
4 KiB
Python
Executable file

#!/usr/bin/env python3
# vim: fdm=indent ts=4
import h5py
from itertools import combinations, zip_longest
import matplotlib.pyplot as plt
import numpy as np
import aa_generate_beacon as beacon
import lib
def antenna_true_phases(tx, antennas, freq_name, c_light=3e8):
"""
Determine true phases from the antenna phases.
This removes the geometrical phase from the antenna phase.
"""
if not hasattr(antennas, '__len__'):
single_ant = True
antennas = [antennas]
true_phases = np.empty( (len(antennas)) )
for i, ant in enumerate(antennas):
beacon_info = ant.beacon_info[freq_name]
measured_phase = ant.beacon_info[freq_name]['phase']
f_beacon = ant.beacon_info[freq_name]['freq']
geom_time = lib.geometry_time(tx, ant, c_light=c_light)
geom_phase = geom_time * 2*np.pi*f_beacon
true_phases[i] = lib.phase_mod(lib.phase_mod(measured_phase) - lib.phase_mod(geom_phase) )
return true_phases
if __name__ == "__main__":
from os import path
import sys
import matplotlib
matplotlib.use('Agg')
fname = "ZH_airshower/mysim.sry"
c_light = 3e8*1e-9 # m/ns
show_plots = True
remove_absolute_phase_offset_first_antenna = True # takes precedence
remove_absolute_phase_offset_minimum = True
####
fname_dir = path.dirname(fname)
antennas_fname = path.join(fname_dir, beacon.antennas_fname)
fig_dir = "./figures" # set None to disable saving
if not path.isfile(antennas_fname):
print("Antenna file cannot be found, did you try generating a beacon?")
sys.exit(1)
# Read in antennas from file
f_beacon, tx, antennas = beacon.read_beacon_hdf5(antennas_fname)
# Make sure at least one beacon has been identified
if not hasattr(antennas[0], 'beacon_info') or len(antennas[0].beacon_info) == 0:
print(f"No analysed beacon found for {antennas[0].name}, try running the phase analysis script first.")
sys.exit(1)
#
N_beacon_freqs = len(antennas[0].beacon_info)
for freq_name in antennas[0].beacon_info.keys():
true_phases = antenna_true_phases(tx, antennas, freq_name, c_light=c_light)
# Remove the phase from one antenna
# this is a free parameter
# (only required for absolute timing)
if remove_absolute_phase_offset_first_antenna or remove_absolute_phase_offset_minimum:
if remove_absolute_phase_offset_first_antenna: # just take the first phase
minimum_phase = -1*true_phases[0]
else: # take the minimum
minimum_phase = -1*np.min(true_phases, axis=-1)
true_phases += minimum_phase
true_phases = lib.phase_mod(true_phases)
# Save to antennas in file
with h5py.File(antennas_fname, 'a') as fp:
h5group = fp['antennas']
for i, ant in enumerate(antennas):
h5ant = fp['antennas'][ant.name]
h5beacon_freq = h5ant['beacon_info'][freq_name]
h5beacon_freq.attrs['true_phase'] = true_phases[i]
# Plot True Phases at their locations
if show_plots or fig_dir:
fig, ax = plt.subplots()
spatial_unit=None
fig.suptitle('True phases\nf_beacon= {:2.0f}MHz'.format(f_beacon*1e3))
antenna_locs = list(zip(*[(ant.x, ant.y) for ant in antennas]))
ax.set_xlabel('x' if spatial_unit is None else 'x [{}]'.format(spatial_unit))
ax.set_ylabel('y' if spatial_unit is None else 'y [{}]'.format(spatial_unit))
scatter_kwargs = {}
scatter_kwargs['cmap'] = 'inferno'
scatter_kwargs['vmin'] = -np.pi
scatter_kwargs['vmax'] = +np.pi
color_label='$\\varphi$'
sc = ax.scatter(*antenna_locs, c=true_phases, **scatter_kwargs)
fig.colorbar(sc, ax=ax, label=color_label)
if fig_dir:
fig.savefig(path.join(fig_dir, __file__ + f".F{freq_name}.pdf"))
print(f"True phases written to", antennas_fname)
if show_plots:
plt.show()