90,908 research outputs found
Generating functionals for autonomous latching dynamics in attractor relict networks
Coupling local, slowly adapting variables to an attractor network allows to destabilize all attractors, turning them into attractor ruins. The resulting attractor relict network may show ongoing autonomous latching dynamics. We propose to use two generating functionals for the construction of attractor relict networks, a Hopfield energy functional generating a neural attractor network and a functional based on information-theoretical principles, encoding the information content of the neural firing statistics, which induces latching transition from one transiently stable attractor ruin to the next. We investigate the influence of stress, in terms of conflicting optimization targets, on the resulting dynamics. Objective function stress is absent when the target level for the mean of neural activities is identical for the two generating functionals and the resulting latching dynamics is then found to be regular. Objective function stress is present when the respective target activity levels differ, inducing intermittent bursting latching dynamics
Fast Basins and Branched Fractal Manifolds of Attractors of Iterated Function Systems
The fast basin of an attractor of an iterated function system (IFS) is the
set of points in the domain of the IFS whose orbits under the associated
semigroup intersect the attractor. Fast basins can have non-integer dimension
and comprise a class of deterministic fractal sets. The relationship between
the basin and the fast basin of a point-fibred attractor is analyzed. To better
understand the topology and geometry of fast basins, and because of analogies
with analytic continuation, branched fractal manifolds are introduced. A
branched fractal manifold is a metric space constructed from the extended code
space of a point-fibred attractor, by identifying some addresses. Typically, a
branched fractal manifold is a union of a nondenumerable collection of
nonhomeomorphic objects, isometric copies of generalized fractal blowups of the
attractor
String attractors and combinatorics on words
The notion of string attractor has recently been introduced in [Prezza, 2017] and studied in [Kempa and Prezza, 2018] to provide a unifying framework for known dictionary-based compressors. A string attractor for a word w = w[1]w[2] · · · w[n] is a subset Γ of the positions 1, . . ., n, such that all distinct factors of w have an occurrence crossing at least one of the elements of Γ. While finding the smallest string attractor for a word is a NP-complete problem, it has been proved in [Kempa and Prezza, 2018] that dictionary compressors can be interpreted as algorithms approximating the smallest string attractor for a given word. In this paper we explore the notion of string attractor from a combinatorial point of view, by focusing on several families of finite words. The results presented in the paper suggest that the notion of string attractor can be used to define new tools to investigate combinatorial properties of the words
Inflation as an attractor in scalar cosmology
We study an inflation mechanism based on attractor properties in cosmological
evolutions of a spatially flat Friedmann-Robertson-Walker spacetime based on
the Einstein-scalar field theory. We find a new way to get the Hamilton-Jacobi
equation solving the field equations. The equation relates a solution
`generating function' with the scalar potential. We analyze its stability and
find a later time attractor which describes a Universe approaching to an
eternal-de Sitter inflation driven by the potential energy, . The
attractor exists when the potential is regular and does not have a linear and
quadratic terms of the field. When the potential has a mass term, the attractor
exists if the scalar field is in a symmetric phase and is weakly coupled,
. We also find that the attractor property is intact under
small modifications of the potential. If the scalar field has a positive
mass-squared or is strongly coupled, there exists a quasi-attractor. However,
the quasi-attractor property disappears if the potential is modified. On the
whole, the appearance of the eternal inflation is not rare in scalar cosmology
in the presence of an attractor.Comment: major corrections, 13 pages, 1 figure, add reference
Coexisting patterns of population oscillations: the degenerate Neimark Sacker bifurcation as a generic mechanism
We investigate a population dynamics model that exhibits a Neimark Sacker
bifurcation with a period that is naturally close to 4. Beyond the bifurcation,
the period becomes soon locked at 4 due to a strong resonance, and a second
attractor of period 2 emerges, which coexists with the first attractor over a
considerable parameter range. A linear stability analysis and a numerical
investigation of the second attractor reveal that the bifurcations producing
the second attractor occur naturally in this type of system.Comment: 8 pages, 3 figure
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