15 research outputs found
Composite symmetry protected topological order and effective models
Strongly correlated quantum many-body systems at low dimension exhibit a
wealth of phenomena, ranging from features of geometric frustration to
signatures of symmetry-protected topological order. In suitable descriptions of
such systems, it can be helpful to resort to effective models which focus on
the essential degrees of freedom of the given model. In this work, we analyze
how to determine the validity of an effective model by demanding it to be in
the same phase as the original model. We focus our study on one-dimensional
spin-1/2 systems and explain how non-trivial symmetry protected topologically
ordered (SPT) phases of an effective spin 1 model can arise depending on the
couplings in the original Hamiltonian. In this analysis, tensor network methods
feature in two ways: On the one hand, we make use of recent techniques for the
classification of SPT phases using matrix product states in order to identify
the phases in the effective model with those in the underlying physical system,
employing Kuenneth's theorem for cohomology. As an intuitive paradigmatic model
we exemplify the developed methodology by investigating the bi-layered
delta-chain. For strong ferromagnetic inter-layer couplings, we find the system
to transit into exactly the same phase as an effective spin 1 model. However,
for weak but finite coupling strength, we identify a symmetry broken phase
differing from this effective spin-1 description. On the other hand, we
underpin our argument with a numerical analysis making use of matrix product
states.Comment: 13 pages, 6 figure
Local integrals of motion and the stability of many-body localisation in Wannier-Stark potentials
Many-body localisation in disordered systems in one spatial dimension is
typically understood in terms of the existence of an extensive number of
(quasi)-local integrals of motion (LIOMs) which are thought to decay
exponentially with distance and interact only weakly with one another. By
contrast, little is known about the form of the integrals of motion in
disorder-free systems which exhibit localisation. Here, we explicitly compute
the LIOMs for disorder-free localised systems, focusing on the case of a
linearly increasing potential. We show that while in the absence of
interactions, the LIOMs decay faster than exponentially, the addition of
interactions leads to the formation of a slow-decaying plateau at short
distances. We study how the localisation properties of the LIOMs depend on the
linear slope, finding that there is a significant finite-size dependence, and
present evidence that adding a weak harmonic potential does not result in
typical many-body localisation phenomenology. By contrast, the addition of
disorder has a qualitatively different effect, dramatically modifying the
properties of the LIOMS.Comment: 21 pages, 14 figures, replaced with final versio
The High Time Resolution Universe Survey VI: An Artificial Neural Network and Timing of 75 Pulsars
We present 75 pulsars discovered in the mid-latitude portion of the High Time
Resolution Universe survey, 54 of which have full timing solutions. All the
pulsars have spin periods greater than 100 ms, and none of those with timing
solutions are in binaries. Two display particularly interesting behaviour; PSR
J1054-5944 is found to be an intermittent pulsar, and PSR J1809-0119 has
glitched twice since its discovery.
In the second half of the paper we discuss the development and application of
an artificial neural network in the data-processing pipeline for the survey. We
discuss the tests that were used to generate scores and find that our neural
network was able to reject over 99% of the candidates produced in the data
processing, and able to blindly detect 85% of pulsars. We suggest that
improvements to the accuracy should be possible if further care is taken when
training an artificial neural network; for example ensuring that a
representative sample of the pulsar population is used during the training
process, or the use of different artificial neural networks for the detection
of different types of pulsars.Comment: 15 pages, 8 figure
VizieR Online Data Catalog: HTRU survey. Timing of 54 pulsars (Bates+, 2012)
All the pulsars presented here were discovered in the HTRU mid-latitude survey, which has now been fully processed. The survey observed the Galactic plane in the region -120°-35° were regularly observed using the 76-m Lovell Telescope and those below this declination were observed as part of the HTRU timing programme at Parkes. (3 data files)
Origin authentication of distillers' dried grains and solubles (DDGS) - Application and comparison of different analytical strategies
In the context of products from certain regions or countries being banned because of an identified or non-identified hazard, proof of geographical origin is essential with regard to feed and food safety issues. Usually, the product labeling of an affected feed lot shows origin, and the paper documentation shows traceability. Incorrect product labeling is common in embargo situations, however, and alternative analytical strategies for controlling feed authenticity are therefore needed. In this study, distillers' dried grains and solubles (DDGS) were chosen as the product on which to base a comparison of analytical strategies aimed at identifying the most appropriate one. Various analytical techniques were investigated for their ability to authenticate DDGS, including spectroscopic and spectrometric techniques combined with multivariate data analysis, as well as proven techniques for authenticating food, such as DNA analysis and stable isotope ratio analysis. An external validation procedure (called the system challenge) was used to analyze sample sets blind and to compare analytical techniques. All the techniques were adapted so as to be applicable to the DDGS matrix. They produced positive results in determining the botanical origin of DDGS (corn vs. wheat), and several of them were able to determine the geographical origin of the DDGS in the sample set. The maintenance and extension of the databanks generated in this study through the analysis of new authentic samples from a single location are essential in order to monitor developments and processing that could affect authentication