838 research outputs found
Local stable and unstable manifolds and their control in nonautonomous finite-time flows
It is well-known that stable and unstable manifolds strongly influence fluid
motion in unsteady flows. These emanate from hyperbolic trajectories, with the
structures moving nonautonomously in time. The local directions of emanation at
each instance in time is the focus of this article. Within a nearly autonomous
setting, it is shown that these time-varying directions can be characterised
through the accumulated effect of velocity shear. Connections to Oseledets
spaces and projection operators in exponential dichotomies are established.
Availability of data for both infinite and finite time-intervals is considered.
With microfluidic flow control in mind, a methodology for manipulating these
directions in any prescribed time-varying fashion by applying a local velocity
shear is developed. The results are verified for both smoothly and
discontinuously time-varying directions using finite-time Lyapunov exponent
fields, and excellent agreement is obtained.Comment: Under consideration for publication in the Journal of Nonlinear
Science
Transport between two fluids across their mutual flow interface: the streakline approach
Mixing between two different miscible fluids with a mutual interface must be
initiated by fluid transporting across this fluid interface, caused for example
by applying an unsteady velocity agitation. In general, there is no necessity
for this physical flow barrier between the fluids to be associated with
extremal or exponential attraction as might be revealed by applying Lagrangian
coherent structures, finite-time Lyapunov exponents or other methods on the
fluid velocity. It is shown that streaklines are key to understanding the
breaking of the interface under velocity agitations, and a theory for locating
the relevant streaklines is presented. Simulations of streaklines in a
cross-channel mixer and a perturbed Kirchhoff's elliptic vortex are
quantitatively compared to the theoretical results. A methodology for
quantifying the unsteady advective transport between the two fluids using
streaklines is presented
Impulsive perturbations to differential equations: stable/unstable pseudo-manifolds, heteroclinic connections, and flux
State-dependent time-impulsive perturbations to a two-dimensional autonomous
flow with stable and unstable manifolds are analysed by posing in terms of an
integral equation which is valid in both forwards- and backwards-time. The
impulses destroy the smooth invariant manifolds, necessitating new definitions
for stable and unstable pseudo-manifolds. Their time-evolution is characterised
by solving a Volterra integral equation of the second kind with discontinuous
inhomogeniety. A criteria for heteroclinic trajectory persistence in this
impulsive context is developed, as is a quantification of an instantaneous flux
across broken heteroclinic manifolds. Several examples, including a kicked
Duffing oscillator and an underwater explosion in the vicinity of an eddy, are
used to illustrate the theory
A biologically inspired computational vision front-end based on a self-organised pseudo-randomly tessellated artificial retina
This paper considers the construction of a biologically inspired front-end for computer vision based on an artificial retina pyramid with a self-organised pseudo-randomly tessellated receptive field tessellation. The organisation of photoreceptors and receptive fields in biological retinae locally resembles a hexagonal mosaic, whereas globally these are organised with a very densely tessellated central foveal region which seamlessly merges into an increasingly sparsely tessellated periphery. In contrast, conventional computer vision approaches use a rectilinear sampling tessellation which samples the whole field of view with uniform density. Scale-space interest points which are suitable for higher level attention and reasoning tasks are efficiently extracted by our vision front-end by performing hierarchical feature extraction on the pseudo-randomly spaced visual information. All operations were conducted on a geometrically irregular foveated representation (data structure for visual information) which is radically different to the uniform rectilinear arrays used in conventional computer vision
Low income households under austerity: A notable rise in debt for essential needs
Final Published versio
Nonautonomous control of stable and unstable manifolds in two-dimensional flows
We outline a method for controlling the location of stable and unstable
manifolds in the following sense. From a known location of the stable and
unstable manifolds in a steady two-dimensional flow, the primary segments of
the manifolds are to be moved to a user-specified time-varying location which
is near the steady location. We determine the nonautonomous perturbation to the
vector field required to achieve this control, and give a theoretical bound for
the error in the manifolds resulting from applying this control. The efficacy
of the control strategy is illustrated via a numerical example
Steady free-surface flow over spatially periodic topography
Two-dimensional free-surface flow over a spatially periodic channel bed topography is examined using a steady periodically forced Korteweg-de Vries equation. The existence of new forced solitary-type waves with periodic tails is demonstrated using recently developed non-autonomous dynamical-systems theory. Bound states with two or more co-existing solitary waves are also identified. The solution space for varying amplitude of forcing is explored using a numerical method. A rich bifurcation structure is uncovered and shown to be consistent with an asymptotic theory based on small forcing amplitude..J. Binder, M.G. Blyth and S. Balasuriy
Gradient evolution for potential vorticity flows
International audienceTwo-dimensional unsteady incompressible flows in which the potential vorticity (PV) plays a key role are examined in this study, through the development of the evolution equation for the PV gradient. For the case where the PV is conserved, precise statements concerning topology-conservation are presented. While establishing some intuitively well-known results (the numbers of eddies and saddles is conserved), other less obvious consequences (PV patches cannot be generated, some types of Lagrangian and Eulerian entities are equivalent) are obtained. This approach enables an improvement on an integrability result for PV conserving flows (if there were no PV patches at time zero, the flow would be integrable). The evolution of the PV gradient is also determined for the nonconservative case, and a plausible experiment for estimating eddy diffusivity is suggested. The theory is applied to an analytical diffusive Rossby wave example
Finding Street Gang Members on Twitter
Most street gang members use Twitter to intimidate others, to present
outrageous images and statements to the world, and to share recent illegal
activities. Their tweets may thus be useful to law enforcement agencies to
discover clues about recent crimes or to anticipate ones that may occur.
Finding these posts, however, requires a method to discover gang member Twitter
profiles. This is a challenging task since gang members represent a very small
population of the 320 million Twitter users. This paper studies the problem of
automatically finding gang members on Twitter. It outlines a process to curate
one of the largest sets of verifiable gang member profiles that have ever been
studied. A review of these profiles establishes differences in the language,
images, YouTube links, and emojis gang members use compared to the rest of the
Twitter population. Features from this review are used to train a series of
supervised classifiers. Our classifier achieves a promising F1 score with a low
false positive rate.Comment: 8 pages, 9 figures, 2 tables, Published as a full paper at 2016
IEEE/ACM International Conference on Advances in Social Networks Analysis and
Mining (ASONAM 2016
Differentially activating the oncogenic kinase Akt1
The proto-oncogene Akt/protein kinase B plays a pivotal role in cell growth and survival. Phosphorylation of Akt at Thr308 and Ser473 activates the kinase following growth factor stimulation. Delineating specific role of each activation site in Akt1 on kinase activation, inhibition and substrate selection remain elusive.
We designed a unique set of tools, relying on genetic code expansion with phosphoserine and in vivo enzymatic phosphorylation, to produce differentially phosphorylated Akt1 variants. We found that having both sites phosphorylated increased the apparent catalytic rate of the enzyme by 1500-fold relative to the unphosphorylated enzyme. This increment was mainly due to the phosphorylation of Thr308 but not Ser473 which was confirmed via live cell imaging. We further found that the traditional use of phosphomimetics was unable to mimic the effect of p-Thr308 in the test tube and in cells.
Akt1 activity is also regulated via interactions between the kinase domain and the N-terminal auto-inhibitory pleckstrin homology (PH) domain. Using the same strategy, we produced Akt1 variants containing programmed phosphorylation to probe the interplay between Akt1 phosphorylation status and the auto-inhibitory function of the PH domain. Deletion of the PH domain increased the enzyme activity for all three Akt1 phospho-variants. For the doubly phosphorylated enzyme, deletion of the PH domain relieved auto-inhibition by 295-fold. The robustly active PH domain deleted enzyme variants were used in enzyme inhibition and substrate selectivity studies. We found that phosphorylation at Ser473 provided resistance to chemical inhibition by the Akt inhibitor Akti-1/2.
Finally, we used both defined and randomized peptide libraries to map the substrate selectivity of singly and doubly phosphorylated Akt1 variants. The data revealed that each phospho-form of Akt1 has distinct substrate requirements. Surprisingly, phosphorylation of Ser473 in the context of a pAkt1T308 enzyme led to increased activity on some, but not all Akt1 substrates. We also verified a new Akt1 target as the terminal nucleotidyltransferase (germline development 2) Gld2.
In conclusion, the site-specifically phosphorylated Akt1 variants that we produced enabled in characterizing phosphorylation-dependent activity, inhibition and substrate selectivity of the oncogenic kinase Akt1. Since phosphorylation status of Akt1 is used as a cancer biomarker, these variants can act as indispensable tools in further characterizing downstream oncogenic pathways and screening potential drug candidates
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