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time delay neural networks

On extended dissipativity analysis for neural networks with time varying delay and general activation functions

On extended dissipativity analysis for neural networks with time varying delay and general activation functions

... continuous-time delay neural ...discrete-time delay neural ...of neural networks with time-varying delay and randomly occurring ...of neural ...

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Enhanced robust finite time passivity for Markovian jumping discrete time BAM neural networks with leakage delay

Enhanced robust finite time passivity for Markovian jumping discrete time BAM neural networks with leakage delay

... This paper is concerned with the problem of enhanced results on robust finite-time passivity for uncertain discrete-time Markovian jumping BAM delayed neural networks with leakage delay. ...

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Delay-dependent passivity analysis of time-varying delayed neural networks with leakage and stochastic effects

Delay-dependent passivity analysis of time-varying delayed neural networks with leakage and stochastic effects

... over networks, hybrid systems and ...stochastic neural networks has also received much attention to reducing the time delays in both theoretical and practical ...Since time delay ...

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Neural Network Based Time Delay Estimation

Neural Network Based Time Delay Estimation

... The neural network systems used in this paper were feed- forward networks. Two-layer and three-layer networks were used. Hyperbolic tangent nonlinearity was used for the hid- den layer neurons, while ...

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Stability Analysis for Uncertain Stochastic Delayed Neural Networks of Neutral-Type with Discrete and Distributed Delays

Stability Analysis for Uncertain Stochastic Delayed Neural Networks of Neutral-Type with Discrete and Distributed Delays

... for neural networks with time delays is of both practical and theoretical ...that time delays will affect stability of a neural network by creating oscillatory and instability ...for ...

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Forecasting Natural Events Using Axonal Delay

Forecasting Natural Events Using Axonal Delay

... traditional neural networks struggle ...Spiking Neural Network systems in order to classify and predict natural time series ...such networks involve choosing a particular feature set, ...

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Vol 9, No 2 (2018)

Vol 9, No 2 (2018)

... recurrent neural networks (RNNs) have found many successful applications in signal processing, image processing, pattern classification, realizing associative memories, solving certain optimization problems ...

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Almost periodic solutions for SICNNs with time varying delays in the leakage terms

Almost periodic solutions for SICNNs with time varying delays in the leakage terms

... with time-varying delays in the ...without time delay; these terms are vari- ously known as ‘forgetting’ or leakage terms (see, for instance, Kosko [], Haykin ...and neural networks ...

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Robust Stability Analysis for T S Fuzzy Neural Networks with Time varying Delays

Robust Stability Analysis for T S Fuzzy Neural Networks with Time varying Delays

... types: delay-dependent and delay-independent. Since delay-dependent criteria make use of information on the lengths of delays, they are less conservative than delay- independent ones, ...

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Existence and Stability of Periodic Solution in Impulsive Hopfield Networks with Time-Varying Delays

Existence and Stability of Periodic Solution in Impulsive Hopfield Networks with Time-Varying Delays

... besides delay effect, impulsive effect likewise exists in a wide variety of evolutionary processes in which states are changed abruptly at certain moments of time, involving such fields as medicine and ...

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Guaranteed cost control for switched recurrent neural networks with interval time varying delay

Guaranteed cost control for switched recurrent neural networks with interval time varying delay

... The outline of the paper is as follows. Section  presents definitions and some well- known technical propositions needed for the proof of the main result. LMI delay- dependent criteria for guaranteed cost control ...

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Almost periodic solutions for neutral delay Hopfield neural networks with time varying delays in the leakage term on time scales

Almost periodic solutions for neutral delay Hopfield neural networks with time varying delays in the leakage term on time scales

... Hopfield neural networks have been extensively studied since they can be applied into pattern recognition, image processing, speed detec- tion of moving objects, optimization problems and many other ...of ...

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Delay probability distribution dependent stability criteria for discrete time stochastic neural networks with random delays

Delay probability distribution dependent stability criteria for discrete time stochastic neural networks with random delays

... The majority of the existing research results have been limited in continuous-time and deterministic NNs. On the one hand, in implementation and application of the NNs, discrete-time neural ...

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New Results of Global Asymptotical Stability for Impulsive Hopfield Neural Networks with Leakage Time Varying Delay

New Results of Global Asymptotical Stability for Impulsive Hopfield Neural Networks with Leakage Time Varying Delay

... of time delays, so it is easy to extend the results in the literatures to an impulsive neural network with leakage time-varying delays and other delays, we omit the details and investigate the global ...

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A switching rule for exponential stability of switched recurrent neural networks with interval time varying delay

A switching rule for exponential stability of switched recurrent neural networks with interval time varying delay

... recurrent neural networks with interval time-varying ...The time delay is a continuous function belonging to a given interval, but not necessarily ...recurrent neural ...

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Matrix Measure Strategies for Stability of Cellular Neural Networks with Proportional Delays

Matrix Measure Strategies for Stability of Cellular Neural Networks with Proportional Delays

... cellular neural networks with time delay in the leakage term, discrete and unbounded distributed delays,” Math- ematical and Computer Modelling, ...arguments,” Neural Com- puting and ...

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New results on \(H {\infty}\) state estimation of static neural networks with time varying delay

New results on \(H {\infty}\) state estimation of static neural networks with time varying delay

... static neural networks was ...of time-varying delayed neural networks was studied in ...A delay partitioning LKF reduce the conservativeness of a simple LKF by containing more ...

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New approach to state estimator for discrete time BAM neural networks with time varying delay

New approach to state estimator for discrete time BAM neural networks with time varying delay

... years, neural networks have been widely studied and applied in various fields such as load frequency control in pattern recognition, static image processing, asso- ciative memories, mechanics of structures ...

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Existence and Stability Analysis of Fractional Order BAM Neural Networks with  a Time Delay

Existence and Stability Analysis of Fractional Order BAM Neural Networks with a Time Delay

... Based on the theory of fractional calculus, the contraction mapping principle, Krasnoselskii fixed point theorem and the inequality technique, a class of Caputo fractional-order BAM neural net- works with delays ...

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A study on state estimation for discrete time recurrent neural networks with leakage delay and time varying delay

A study on state estimation for discrete time recurrent neural networks with leakage delay and time varying delay

... Neural networks have become a hot research topic in the past few years, and many prob- lems such as feedback control [], stability [–], dissipativity and passivity [–] are being taken to treat in ...

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