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ZH: shower plane slice reconstruction
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simulations/airshower_beacon_simulation/do_reconstruction.py
Executable file
96
simulations/airshower_beacon_simulation/do_reconstruction.py
Executable file
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#!/usr/bin/env python3
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# vim: fdm=indent ts=4
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import h5py
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import matplotlib.pyplot as plt
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from mpl_toolkits.mplot3d import Axes3D
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import numpy as np
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from copy import deepcopy
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import aa_generate_beacon as beacon
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import lib
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from lib import rit
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from earsim import REvent, Antenna
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from atmocal import AtmoCal
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if __name__ == "__main__":
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from os import path
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import sys
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fname = "ZH_airshower/mysim.sry"
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####
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fname_dir = path.dirname(fname)
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if True: # use the original files
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ev = REvent(fname)
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# Full reconstruction?
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if False:
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print("Full reconstruction")
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res = rit.reconstruction(ev, outfile='ritdir/fig.pdf')
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sys.exit(0)
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# Else do single slice for original timing
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# and randomised timing
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print("Shower plane reconstruction + randomised timing")
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atm = AtmoCal()
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X = 750
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max_clock_offset = 100 # ns
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rit.set_pol_and_bp(ev)
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dXref = atm.distance_to_slant_depth(np.deg2rad(ev.zenith),X,0)
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scale2d = dXref*np.tan(np.deg2rad(2.))
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ants_copy = deepcopy(ev.antennas)
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# randomise timing for antenna copies
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seed = 12345
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rng = np.random.default_rng(seed)
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clock_offsets = max_clock_offset * (2*rng.uniform(size=len(ants_copy)) - 1)
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for i, ant in enumerate(ants_copy):
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ant.t -= clock_offsets[i]
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fig, axs = plt.subplots(1,2, sharex=True, sharey=True)
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fig.suptitle(f"Reconstructed Shower plane slice at X={X}")
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for ax in axs:
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ax.set_xlabel("-v x B (m)")
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ax.set_ylabel(" vxvxB (m)")
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axs[0].set_title("Simulated timing")
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axs[1].set_title(f"Randomised timing [0, {max_clock_offset}]")
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try:
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for i, ax in enumerate(axs):
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# modify timing
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if i == 1:
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ev.antennas = ants_copy
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xx,yy,p,km= rit.shower_plane_slice(ev,X,21,21,scale2d,scale2d)
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if i == 0:
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vmax, vmin = max(p), min(p)
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sc = ax.scatter(xx,yy,c=p, vmax=vmax, vmin=vmin)
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# Plot centers
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im = np.argmax(p)
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ax.plot(0, 0,'r+',ms=30)
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ax.plot(xx[im],yy[im],'bx',ms=30)
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fig.colorbar(sc, ax=axs[0])
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# Always make sure to show the plot
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finally:
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plt.show()
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else:
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raise NotImplementedError
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antennas_fname = path.join(fname_dir, beacon.antennas_fname)
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if not path.isfile(antennas_fname):
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print("Antenna file cannot be found, did you try generating a beacon?")
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sys.exit(1)
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plt.show()
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