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We obtain a result on the behavior of the solutions of a general nonautonomous Hopfield neural network model with delay, assuming some general bound for the product of consecutive terms in the sequence of neuron charging times and some…

动力系统 · 数学 2015-04-17 António J. G. Bento , José J. Oliveira , César M. Silva

Delay differential equations are of great importance in science, engineering, medicine and biological models. These type of models include time delay phenomena which is helpful for characterising the real-world applications in machine…

数值分析 · 数学 2021-03-17 Burcu Gürbüz

We present generalized delayed neural network (DNN) model with positive delay feedback and neuron history. The local stability analysis around trivial local equilibria of delayed neural networks has applied and determine the conditions for…

神经元与认知 · 定量生物学 2015-07-17 Sanjeet Maisnam , R. K. Brojen Singh

We are concerned with the numerical solution of a class integro-differential equations, known as Neural Field Equations, which describe the large-scale dynamics of spatially structured networks of neurons. These equations have many…

数值分析 · 数学 2015-09-01 Pedro M. Lima , Evelyn Buckwar

In this paper, a class of linear evolution equations with time delay is studied in which the presence of continuous spectrum on the imaginary axis obstructs the analysis of long-time dynamics. To address it, a generalized spectral framework…

动力系统 · 数学 2026-03-31 Haozhe Shu

Partial differential equations with discrete (concentrated) state-dependent delays in the space of continuous functions are investigated. In general, the corresponding initial value problem is not well posed, so we find an additional…

偏微分方程分析 · 数学 2014-12-16 Alexander V. Rezounenko

We introduce a new numerical algorithm for solving the stochastic neural field equation (NFE) with delays. Using this algorithm we have obtained some numerical results which illustrate the effect of noise in the dynamical behaviour of…

数值分析 · 数学 2017-01-17 Pedro M. Lima , Evelyn Buckwar

In the present paper we are concerned with a numerical algorithm for the approximation of the two-dimensional neural field equation with delay. We consider three numerical examples that have been analysed before by other authors and are…

数值分析 · 数学 2015-11-04 Pedro M. Lima , Evelyn Buckwar

We provide new results on the existence of extremal solutions for discontinuous differential equations with a deviated argument which can be either delayed or advanced. The boundary condition is allowed to be discontinuous and to depend…

经典分析与常微分方程 · 数学 2011-04-13 Rubén Figueroa

In the present paper, we investigate both the global exponential stability and the existence of a periodic solution of a general differential equation with unbounded distributed delays. The main stability criterion depends on the dominance…

神经元与认知 · 定量生物学 2023-09-21 Ahmed Elmwafy , José J. Oliveira , César M. Silva

Hybrid systems with memory refer to dynamical systems exhibiting both hybrid and delay phenomena. While systems of this type are frequently encountered in many physical and engineering systems, particularly in control applications, various…

最优化与控制 · 数学 2017-02-13 Jun Liu , Andrew R. Teel

We present and analyze a new space-time finite element method for the solution of neural field equations with transmission delays. The numerical treatment of these systems is rare in the literature and currently has several restrictions on…

数值分析 · 数学 2019-05-16 M. Polner , J. J. W. van der Vegt , S. A. van Gils

We extend the theory of neural fields which has been developed in a deterministic framework by considering the influence spatio-temporal noise. The outstanding problem that we here address is the development of a theory that gives rigorous…

概率论 · 数学 2013-11-22 Olivier Faugeras , James Inglis

We generalize the solution theory for a class of delay type differential equations developed in a previous paper, dealing with the Hilbert space case, to a Banach space setting. The key idea is to consider differentiation as an operator…

泛函分析 · 数学 2012-11-19 Rainer Picard , Sascha Trostorff , Marcus Waurick

A new class of nonlinear partial differential equations with distributed in space and time state-dependent delay is investigated. We find appropriate assumptions on the kernel function which represents the state-dependent delay and discuss…

动力系统 · 数学 2007-05-23 Alexander V. Rezounenko

In this paper, we consider a linear heat equation with constant coefficients and a single constant delay. Such equations are commonly used to model and study various problems arising in ecology and population biology when describing the…

偏微分方程分析 · 数学 2014-01-23 Denys Khusainov , Michael Pokojovy , Elvin Azizbayov

Vanilla convolutional neural networks are known to provide superior performance not only in image recognition tasks but also in natural language processing and time series analysis. One of the strengths of convolutional layers is the…

机器学习 · 计算机科学 2019-05-09 Gavneet Singh Chadha , Jan Niclas Reimann , Andreas Schwung

We study neural field equations, which are prototypical models of large-scale cortical activity, subject to random data. We view this spatially-extended, nonlocal evolution equation as a Cauchy problem on abstract Banach spaces, with…

Preconditioning is at the heart of iterative solutions of large, sparse linear systems of equations in scientific disciplines. Several algebraic approaches, which access no information beyond the matrix itself, are widely studied and used,…

数值分析 · 数学 2025-01-28 Jie Chen

A general nonautonomous Nicholson equation with multiple pairs of delays in {\it mixed monotone} nonlinear terms is studied. Sufficient conditions for permanence are given, with explicit lower and upper uniform bounds for all positive…

经典分析与常微分方程 · 数学 2023-09-06 Teresa Faria
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