61 research outputs found
Half-Space Problem for the Discrete Boltzmann Equation: Condensing Vapor Flow in the Presence of a Non-condensable Gas
Probing the angular and polarization reconstruction of the ARIANNA detector at the South Pole
The sources of ultra-high energy (UHE) cosmic rays, which can have energies
up to 10^20 eV, remain a mystery. UHE neutrinos may provide important clues to
understanding the nature of cosmic-ray sources. ARIANNA aims to detect UHE
neutrinos via radio (Askaryan) emission from particle showers when a neutrino
interacts with ice, which is an efficient method for neutrinos with energies
between 10^16 eV and 10^20 eV. The ARIANNA radio detectors are located in
Antarctic ice just beneath the surface. Neutrino observation requires that
radio pulses propagate to the antennas at the surface with minimum distortion
by the ice and firn medium. Using the residual hole from the South Pole Ice
Core Project, radio pulses were emitted from a transmitter located up to 1.7 km
below the snow surface. By measuring these signals with an ARIANNA surface
station, the angular and polarization reconstruction abilities are quantified,
which are required to measure the direction of the neutrino. After deconvolving
the raw signals for the detector response and attenuation from propagation
through the ice, the signal pulses show no significant distortion and agree
with a reference measurement of the emitter made in an anechoic chamber.
Furthermore, the signal pulses reveal no significant birefringence for our
tested geometry of mostly vertical ice propagation. The origin of the
transmitted radio pulse was measured with an angular resolution of 0.37 degrees
indicating that the neutrino direction can be determined with good precision if
the polarization of the radio-pulse can be well determined. In the present
study we obtained a resolution of the polarization vector of 2.7 degrees.
Neither measurement show a significant offset relative to expectation
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Polarization Reconstruction of Cosmic Rays with the ARIANNA Neutrino Radio Detector
The ARIANNA detector is designed to detect neutrinos of energies above 1016 eV. Due to the similarities in generated radio signals, cosmic rays are often used as test beams for neutrino detectors. Some ARIANNA detector stations are equipped with antennas capable of detecting air showers. The radio emission properties of air showers are well understood, and the polarization of the radio signal can be predicted from arrival direction with high precision. For this reason, cosmic rays can be used as a proxy to assess the reconstruction capabilities of the ARIANNA neutrino detector. We report on dedicated efforts of reconstructing the polarization of cosmic-ray radio pulses. A total of 148 cosmic rays are identified from over 90,000 triggered events collected between Nov 21, 2018 and Mar 15, 2019. A cut was put on these events requiring them to have a signal-to-noise (SNR) ratio of at least 4.5 in all upward-facing channels. This was to improve the performance of arrival direction and polarization reconstruction algorithms. Polarization of these cosmic rays were reconstructed with a resolution of 3.5 degrees (68% containment), which agrees with the expected value we obtained from simulation. Furthermore, if we subselect events with zenith angle greater than 70 deg, the contribution to polarization of Askaryan effect is reduced, which reduces the error in the predicted polarization. With limited statistics, we find the polarization uncertainty is reduced to 1.3 deg (68% containment)
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A novel trigger based on neural networks for radio neutrino detectors
The ARIANNA experiment is a proposed Askaryan detector designed to record radio signals induced by neutrino interactions in the Antarctic ice. Because of the low neutrino flux at high energies, the physics output is limited by statistics. Hence, an increase in sensitivity significantly improves the interpretation of data and offers the ability to probe new parameter spaces. The trigger thresholds are limited by the rate of triggering on unavoidable thermal noise fluctuations. The real-time thermal noise rejection algorithm enables the thresholds to be lowered substantially and increases the sensitivity by up to a factor of two compared to the current ARIANNA capabilities. A deep learning discriminator, based on a Convolutional Neural Network (CNN), is implemented to identify and remove a high percentage of thermal events in real time while retaining most of the neutrino signals. We describe a CNN that runs on the current ARIANNA microcomputer and retains 95% of the neutrino signals at a thermal rejection factor of 105. Finally, the experimental verification from lab measurements are conducted
White Paper: ARIANNA-200 high energy neutrino telescope
The proposed ARIANNA-200 neutrino detector, located at sea-level on the Ross
Ice Shelf, Antarctica, consists of 200 autonomous and independent detector
stations separated by 1 kilometer in a uniform triangular mesh, and serves as a
pathfinder mission for the future IceCube-Gen2 project. The primary science
mission of ARIANNA-200 is to search for sources of neutrinos with energies
greater than 10^17 eV, complementing the reach of IceCube. An ARIANNA
observation of a neutrino source would provide strong insight into the
enigmatic sources of cosmic rays. ARIANNA observes the radio emission from high
energy neutrino interactions in the Antarctic ice. Among radio based concepts
under current investigation, ARIANNA-200 would uniquely survey the vast
majority of the southern sky at any instant in time, and an important region of
the northern sky, by virtue of its location on the surface of the Ross Ice
Shelf in Antarctica. The broad sky coverage is specific to the Moore's Bay
site, and makes ARIANNA-200 ideally suited to contribute to the multi-messenger
thrust by the US National Science Foundation, Windows on the Universe -
Multi-Messenger Astrophysics, providing capabilities to observe explosive
sources from unknown directions. The ARIANNA architecture is designed to
measure the angular direction to within 3 degrees for every neutrino candidate,
which too plays an important role in the pursuit of multi-messenger
observations of astrophysical sources
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