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	ZH: script to determine sigma_phase
Here it is often called true_phases.
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								simulations/airshower_beacon_simulation/bb_beacon_true_phases.py
									
										
									
									
									
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								simulations/airshower_beacon_simulation/bb_beacon_true_phases.py
									
										
									
									
									
										Executable file
									
								
							|  | @ -0,0 +1,108 @@ | |||
| #!/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(measured_phase) - lib.phase_mod(geom_phase) | ||||
| 
 | ||||
|     return true_phases | ||||
| 
 | ||||
| 
 | ||||
| if __name__ == "__main__": | ||||
|     from os import path | ||||
|     import sys | ||||
| 
 | ||||
|     fname = "ZH_airshower/mysim.sry" | ||||
|     c_light = 3e8*1e-9 | ||||
|     show_plots = True | ||||
| 
 | ||||
|     #### | ||||
|     fname_dir = path.dirname(fname) | ||||
|     antennas_fname = path.join(fname_dir, beacon.antennas_fname) | ||||
| 
 | ||||
|     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 True: | ||||
|             if True: # 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: | ||||
|             fig, ax = plt.subplots() | ||||
|             spatial_unit=None | ||||
|             fig.suptitle('f= {: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) | ||||
|             plt.show() | ||||
| 
 | ||||
| 
 | ||||
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