12 research outputs found
Application of the hypodifferential descent method to the problem of constructing an optimal control
Fruit and Seed Anatomy of Chenopodium and Related Genera (Chenopodioideae, Chenopodiaceae/Amaranthaceae): Implications for Evolution and Taxonomy
A comparative carpological study of 96 species of all clades formerly considered as the tribe Chenopodieae has been conducted for the first time. The results show important differences in the anatomical structure of the pericarp and seed coat between representatives of terminal clades including Chenopodium s.str.+Chenopodiastrum and the recently recognized genera Blitum, Oxybasis and Dysphania. Within Chenopodium the most significant changes in fruit and seed structure are found in members of C. sect. Skottsbergia. The genera Rhagodia and Einadia differ insignificantly from Chenopodium. The evolution of heterospermy in Chenopodium is discussed. Almost all representatives of the tribe Dysphanieae are clearly separated from other Chenopodioideae on the basis of a diverse set of characteristics, including the small dimensions of the fruits (especially in Australian taxa), their subglobose shape (excl. Teloxys and Suckleya), and peculiarities of the pericarp indumentum. The set of fruit and seed characters evolved within the subfamily Chenopodioideae is described. A recent phylogenetic hypothesis is employed to examine the evolution of three (out of a total of 21) characters, namely seed color, testa-cell protoplast characteristics and embryo orientation
Deep neural networks for energy and position reconstruction in EXO-200
We apply deep neural networks (DNN) to data from the EXO-200 experiment. In the studied cases, the DNN is able to reconstruct the relevant parameters - total energy and position - directly from raw digitized waveforms, with minimal exceptions. For the first time, the developed algorithms are evaluated on real detector calibration data. The accuracy of reconstruction either reaches or exceeds what was achieved by the conventional approaches developed by EXO-200 over the course of the experiment. Most existing DNN approaches to event reconstruction and classification in particle physics are trained on Monte Carlo simulated events. Such algorithms are inherently limited by the accuracy of the simulation. We describe a unique approach that, in an experiment such as EXO-200, allows to successfully perform certain reconstruction and analysis tasks by training the network on waveforms from experimental data, either reducing or eliminating the reliance on the Monte Carlo.
(c) 2018 IOP Publishing Ltd and Sissa Mediala
Search for Neutrinoless Double-Beta Decay with the Upgraded EXO-200 Detector
Results from a search for neutrinoless double-beta decay (0 nu beta beta) of Xe-136 are presented using the first year of data taken with the upgraded EXO-200 detector. Relative to previous searches by EXO-200, the energy resolution of the detector has been improved to sigma/E = 1.23%, the electric field in the drift region has been raised by 50%, and a system to suppress radon in the volume between the cryostat and lead shielding has been implemented. In addition, analysis techniques that improve topological discrimination between 0 nu beta beta and background events have been developed. Incorporating these hardware and analysis improvements, the median 90% confidence level 0 nu beta beta half-life sensitivity after combining with the full data set acquired before the upgrade has increased twofold to 3.7 x 10(25) yr. No statistically significant evidence for 0 nu beta beta is observed, leading to a lower limit on the 0 nu beta beta half-life of 1.8 x 10(25) yr at the 90% confidence level.
Published by the American Physical Society under the terms of the Creative Commons Attribution 4.0 International license. Further
distribution of this work must maintain attribution to the author(s) and the published article’s title, journal citation, and DOI. Funded
by SCOAP3.151
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Search for nucleon decays with EXO-200
A search for instability of nucleons bound in Xe136 nuclei is reported with 223 kg·yr exposure of Xe136 in the EXO-200 experiment. Lifetime limits of 3.3×1023 and 1.9×1023 yr are established for nucleon decay to Sb133 and Te133, respectively. These are the most stringent to date, exceeding the prior decay limits by a factor of 9 and 7, respectively
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Imaging individual barium atoms in solid xenon for barium tagging in nEXO
The search for neutrinoless double beta decay probes the fundamental
properties of neutrinos, including whether or not the neutrino and antineutrino
are distinct. Double beta detectors are large and expensive, so background
reduction is essential for extracting the highest sensitivity. The
identification, or 'tagging', of the Ba daughter atom from double beta
decay of Xe provides a technique for eliminating backgrounds in the
nEXO neutrinoless double beta decay experiment. The tagging scheme studied in
this work utilizes a cryogenic probe to trap the barium atom in solid xenon,
where the barium atom is tagged via fluorescence imaging in the solid xenon
matrix. Here we demonstrate imaging and counting of individual atoms of barium
in solid xenon by scanning a focused laser across a solid xenon matrix
deposited on a sapphire window. When the laser sits on an individual atom, the
fluorescence persists for 30~s before dropping abruptly to the background
level, a clear confirmation of one-atom imaging. No barium fluorescence
persists following evaporation of a barium deposit to a limit of 0.16\%.
This is the first time that single atoms have been imaged in solid noble
element. It establishes the basic principle of a barium tagging technique for
nEXO
Search for Neutrinoless Double-beta Decay with the Complete EXO-200 Dataset
A search for neutrinoless double-beta decay (0 nu beta beta) in Xe-136 is performed with the full EXO-200 dataset using a deep neural network to discriminate between 0 nu beta beta and background events. Relative to previous analyses, the signal detection efficiency has been raised from 80.8% to 96.4 +/- 3.0%, and the energy resolution of the detector at the Q value of Xe-136 0 nu beta beta has been improved from sigma/E = 1.23% to 1.15 +/- 0.02% with the upgraded detector. Accounting for the new data, the median 90% confidence level 0 nu beta beta half-life sensitivity for this analysis is 5.0 x 10(25) yr with a total Xe-136 exposure of 234.1 kg yr. No statistically significant evidence for 0 nu beta beta is observed, leading to a lower limit on the 0 nu beta beta half-life of 3.5 x 10(25) yr at the 90% confidence level. C,Published by the American Physical Society11Nsciescopu
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Imaging individual barium atoms in solid xenon for barium tagging in nEXO
The search for neutrinoless double beta decay probes the fundamental
properties of neutrinos, including whether or not the neutrino and antineutrino
are distinct. Double beta detectors are large and expensive, so background
reduction is essential for extracting the highest sensitivity. The
identification, or 'tagging', of the Ba daughter atom from double beta
decay of Xe provides a technique for eliminating backgrounds in the
nEXO neutrinoless double beta decay experiment. The tagging scheme studied in
this work utilizes a cryogenic probe to trap the barium atom in solid xenon,
where the barium atom is tagged via fluorescence imaging in the solid xenon
matrix. Here we demonstrate imaging and counting of individual atoms of barium
in solid xenon by scanning a focused laser across a solid xenon matrix
deposited on a sapphire window. When the laser sits on an individual atom, the
fluorescence persists for 30~s before dropping abruptly to the background
level, a clear confirmation of one-atom imaging. No barium fluorescence
persists following evaporation of a barium deposit to a limit of 0.16\%.
This is the first time that single atoms have been imaged in solid noble
element. It establishes the basic principle of a barium tagging technique for
nEXO