11,284 research outputs found
Materials processing in space: Future technology trends
NASA's materials processing in space- (MPS) program involves both ground and space-based research and looks to frequent and cost effective access to the space environment for necessary progress. The first generation payloads for research are under active design and development. They will be hosted by the Space Shuttle/Spacelab on Earth orbital flights in the early 1980's. hese missions will focus on the acquisition of materials behavior research data, the potential enhancement of Earth based technology, and the implementation of space based processing for specialized, high value materials. Some materials to be studied in these payloads may provide future breakthroughs for stronger alloys, ultrapure glasses, superior electronic components, and new or better chemicals. An operational 25 kW power system is expected to be operational to support sustained, systematic space processing activity beyond shuttle capability for second generation payload systems for SPACELAB and free flyer missions to study solidification and crystal growth and to process metal/alloys, glasses/ceramics, and chemicals and biologicals
Superheat: An R package for creating beautiful and extendable heatmaps for visualizing complex data
The technological advancements of the modern era have enabled the collection
of huge amounts of data in science and beyond. Extracting useful information
from such massive datasets is an ongoing challenge as traditional data
visualization tools typically do not scale well in high-dimensional settings.
An existing visualization technique that is particularly well suited to
visualizing large datasets is the heatmap. Although heatmaps are extremely
popular in fields such as bioinformatics for visualizing large gene expression
datasets, they remain a severely underutilized visualization tool in modern
data analysis. In this paper we introduce superheat, a new R package that
provides an extremely flexible and customizable platform for visualizing large
datasets using extendable heatmaps. Superheat enhances the traditional heatmap
by providing a platform to visualize a wide range of data types simultaneously,
adding to the heatmap a response variable as a scatterplot, model results as
boxplots, correlation information as barplots, text information, and more.
Superheat allows the user to explore their data to greater depths and to take
advantage of the heterogeneity present in the data to inform analysis
decisions. The goal of this paper is two-fold: (1) to demonstrate the potential
of the heatmap as a default visualization method for a wide range of data types
using reproducible examples, and (2) to highlight the customizability and ease
of implementation of the superheat package in R for creating beautiful and
extendable heatmaps. The capabilities and fundamental applicability of the
superheat package will be explored via three case studies, each based on
publicly available data sources and accompanied by a file outlining the
step-by-step analytic pipeline (with code).Comment: 26 pages, 10 figure
Research Report: 'Standing on my own two feet': Disadvantaged Teenagers, Intimate Partner Violence and Coercive Control
Inclusive single gauge boson production in and TeV proton-proton collisions
We report LHC measurements of single and boson production at
different centre-of-mass energies. Together, the ATLAS, CMS, and LHCb detectors
cover an absolute rapidity range from 0 to 4.5, enabling precision tests and
studies of Standard Model physics across different kinematic regions. We report
total, fiducial and differential cross-section measurements and their ratios.
These results allow tests of the performance of different parton distribution
functions (PDFs), and can be used to further constrain the PDFs. In addition,
the results are compared to theoretical predictions which use different
approaches to model effects within quantum chromodynamics. We also report
measurements of the forward-backward asymmetry in boson decays, and
measurements of angular coefficients, which provide sensitivity to the
electroweak mixing angle.Comment: 8 pages, 7 figures, To appear in the proceedings of the 51st
Rencontres de Moriond (EW), 201
Computing data for Levin-Wen with defects
We demonstrate how to do many computations for non-chiral topological phases
with defects. These defects may be 1-dimensional domain walls or 0-dimensional
point defects.
Using as a guiding example, we demonstrate how
domain wall fusion and associators can be computed using generalized tube
algebra techniques. These domain walls can be both between distinct or
identical phases. Additionally, we show how to compute all possible point
defects, and the fusion and associator data of these. Worked examples,
tabulated data and Mathematica code are provided.Comment: 17+25 pages, many tables and attached cod
Fusing Binary Interface Defects in Topological Phases: The case
A binary interface defect is any interface between two (not necessarily
invertible) domain walls. We compute all possible binary interface defects in
Kitaev's model and all possible fusions between them.
Our methods can be applied to any Levin-Wen model. We also give physical
interpretations for each of the defects in the model.
These physical interpretations provide a new graphical calculus which can be
used to compute defect fusion.Comment: 27+10 pages, 2+5 tables, comments welcom
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