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@ARTICLE{Welling:458212,
author = {Welling, Christoph and Frank, Philipp and Enßlin, Torsten
A. and Nelles, Anna},
title = {{R}econstructing non-repeating radio pulses with
{I}nformation {F}ield {T}heory},
journal = {Journal of cosmology and astroparticle physics},
volume = {04},
number = {04},
issn = {1475-7516},
address = {London},
publisher = {IOP},
reportid = {PUBDB-2021-02196, arXiv:2102.00258. DESY-21-042},
pages = {071},
year = {2021},
abstract = {Particle showers in dielectric media produce radio signals
which are used for the detection of both ultra-high energy
cosmic rays and neutrinos with energies above a few PeV. The
amplitude, polarization, and spectrum of these short,
broadband radio pulses allow us to draw conclusions about
the primary particles that caused them, as well as the
mechanics of shower development and radio emission. However,
confidently reconstructing the radio signals can pose a
challenge, as they are often obscured by background noise.
Information Field Theory offers a robust approach to this
challenge by using Bayesian inference to calculate the most
likely radio signal, given the recorded data. In this paper,
we describe the application of Information Field Theory to
radio signals from particle showers in both air and ice and
demonstrate how accurately pulse parameters can be obtained
from noisy data.},
keywords = {cosmic radiation: UHE (INSPIRE) / background: noise
(INSPIRE) / radio wave (INSPIRE) / showers (INSPIRE) /
polarization (INSPIRE) / dielectric (INSPIRE) / mechanics
(INSPIRE) / Bayesian (INSPIRE) / ice (INSPIRE) / air
(INSPIRE)},
cin = {Z-RAD / ZEU-ICE},
ddc = {530},
cid = {I:(DE-H253)Z-RAD-20210408 / I:(DE-H253)ZEU-ICE-20160806},
pnm = {613 - Matter and Radiation from the Universe (POF4-613)},
pid = {G:(DE-HGF)POF4-613},
experiment = {EXP:(DE-MLZ)NOSPEC-20140101},
typ = {PUB:(DE-HGF)16},
eprint = {2102.00258},
howpublished = {arXiv:2102.00258},
archivePrefix = {arXiv},
SLACcitation = {$\%\%CITATION$ = $arXiv:2102.00258;\%\%$},
UT = {WOS:000644501000069},
doi = {10.1088/1475-7516/2021/04/071},
url = {https://bib-pubdb1.desy.de/record/458212},
}