106 research outputs found
Highly-parallelized simulation of a pixelated LArTPC on a GPU
The rapid development of general-purpose computing on graphics processing units (GPGPU) is allowing the implementation of highly-parallelized Monte Carlo simulation chains for particle physics experiments. This technique is particularly suitable for the simulation of a pixelated charge readout for time projection chambers, given the large number of channels that this technology employs. Here we present the first implementation of a full microphysical simulator of a liquid argon time projection chamber (LArTPC) equipped with light readout and pixelated charge readout, developed for the DUNE Near Detector. The software is implemented with an end-to-end set of GPU-optimized algorithms. The algorithms have been written in Python and translated into CUDA kernels using Numba, a just-in-time compiler for a subset of Python and NumPy instructions. The GPU implementation achieves a speed up of four orders of magnitude compared with the equivalent CPU version. The simulation of the current induced on 10^3 pixels takes around 1 ms on the GPU, compared with approximately 10 s on the CPU. The results of the simulation are compared against data from a pixel-readout LArTPC prototype
The DUNE far detector vertical drift technology. Technical design report
DUNE is an international experiment dedicated to addressing some of the questions at the forefront of particle physics and astrophysics, including the mystifying preponderance of matter over antimatter in the early universe. The dual-site experiment will employ an intense neutrino beam focused on a near and a far detector as it aims to determine the neutrino mass hierarchy and to make high-precision measurements of the PMNS matrix parameters, including the CP-violating phase. It will also stand ready to observe supernova neutrino bursts, and seeks to observe nucleon decay as a signature of a grand unified theory underlying the standard model. The DUNE far detector implements liquid argon time-projection chamber (LArTPC) technology, and combines the many tens-of-kiloton fiducial mass necessary for rare event searches with the sub-centimeter spatial resolution required to image those events with high precision. The addition of a photon detection system enhances physics capabilities for all DUNE physics drivers and opens prospects for further physics explorations. Given its size, the far detector will be implemented as a set of modules, with LArTPC designs that differ from one another as newer technologies arise. In the vertical drift LArTPC design, a horizontal cathode bisects the detector, creating two stacked drift volumes in which ionization charges drift towards anodes at either the top or bottom. The anodes are composed of perforated PCB layers with conductive strips, enabling reconstruction in 3D. Light-trap-style photon detection modules are placed both on the cryostat's side walls and on the central cathode where they are optically powered. This Technical Design Report describes in detail the technical implementations of each subsystem of this LArTPC that, together with the other far detector modules and the near detector, will enable DUNE to achieve its physics goals
Supplementary Material for: First Diagnosis of Atrial Fibrillation at the Time of Stroke
<p><b><i>Background:</i></b> Atrial fibrillation (AF) is a major cause
of ischemic stroke. Individuals with undiagnosed AF lack the stroke
protection afforded by oral anticoagulants. We obtained a contemporary
estimate of the percentage of AF patients newly diagnosed at the time of
stroke. <b><i>Methods:</i></b> We identified patients admitted to the
Massachusetts General Hospital (MGH) from January 1, 2010 to December
31, 2013 with acute ischemic stroke and either previously or newly
diagnosed AF using hospital stroke registry data and stroke and AF ICD-9
code searches of hospital databases. Reviewers categorized AF as
previously known or newly diagnosed, and collected comorbidity and
outcome data. To confirm AF as newly diagnosed, we searched patients'
pre-event electronic medical records (EMRs) for AF terms. <b><i>Results:</i></b>
AF was considered newly diagnosed in 156/856 patients (18%; 95% CI
16-21). In 136/156 cases, AF was diagnosed using 12-lead EKG, telemetry,
or rhythm strips. New AF strokes had a median NIH stroke scale of 12;
60% had mRankin â„3 at discharge, including 15% deaths. Pre-stroke CHA<sub>2</sub>DS<sub>2</sub>-VASc
score was â„2 in 89%. About half (76/156) had prior records in the MGH
EMR. Evidence of pre-stroke AF, often peri-procedural, was found in
8/76, but the AF diagnosis was not carried forward. <b><i>Conclusions:</i></b>
In this contemporary cohort, nearly one in 5 AF-related strokes
occurred without a pre-stroke AF diagnosis. AF was readily diagnosed
using standard rhythm monitoring. The vast majority of patients with
newly diagnosed AF were at high enough pre-stroke risk to merit
anticoagulation. In conclusion, our findings support screening for AF
before stroke. Patients with past transient AF may merit more intensive
screening.</p
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