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State estimation for delayed neural networks [PDF]
IEEE Transactions on Neural Networks, 2005 Copyright [2005] IEEE. This material is posted here with permission of the IEEE. Such permission of the IEEE does not in any way imply IEEE endorsement of any of Brunel University's products or services.
Ho, DWC, Liu, X, Wang, Z
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Synchronization in Fractional-Order Complex-Valued Delayed Neural Networks [PDF]
Entropy, 2018 This paper discusses the synchronization of fractional order complex valued neural networks (FOCVNN) at the presence of time delay. Synchronization criterions are achieved through the employment of a linear feedback control and comparison theorem of ...
Weiwei Zhang +3 more
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Fixed-time control of delayed neural networks with impulsive perturbations
Nonlinear Analysis, 2018 This paper is concerned with the fixed-time stability of delayed neural networks with impulsive perturbations. By means of inequality analysis technique and Lyapunov function method, some novel fixed-time stability criteria for the addressed neural ...
Jingting Hu +3 more
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Delay Differential Neural Networks [PDF]
2021 6th International Conference on Machine Learning Technologies, 2021 Neural ordinary differential equations (NODEs) treat computation of intermediate feature vectors as trajectories of ordinary differential equation parameterized by a neural network. In this paper, we propose a novel model, delay differential neural networks (DDNN), inspired by delay differential equations (DDEs).
Anumasa, Srinivas, Srijith, P. K.
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Nonlinear Analysis, 2022 In the present study, we deal with the stability and the onset of Hopf bifurcation of two type delayed BAM neural networks (integer-order case and fractional-order case).
Changjin Xu +7 more
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Heterogeneous delays in neural networks [PDF]
The European Physical Journal B, 2014 We investigate heterogeneous coupling delays in complex networks of excitable elements described by the FitzHugh-Nagumo model. The effects of discrete as well as of uni- and bimodal continuous distributions are studied with a focus on different topologies, i.e., regular, small-world, and random networks.
Cakan, Caglar +2 more
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Delays in activity-based neural networks [PDF]
Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences, 2009 In this paper, we study the effect of two distinct discrete delays on the dynamics of a Wilson–Cowan neural network. This activity-based model describes the dynamics of synaptically interacting excitatory and inhibitory neuronal populations.
Coombes, Stephen, Laing, Carlo
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Finite-Time State Estimation for Delayed Neural Networks With Redundant Delayed Channels
IEEE Transactions on Systems, Man, and Cybernetics: Systems, 2021 The finite-time state estimation issue is addressed in this paper for discrete time-delayed neural networks (NNs). More than one communication channel is utilized to improve the communication performance.
Zhongyi Zhao +3 more
semanticscholar +1 more source
Anti-periodic behavior for quaternion-valued delayed cellular neural networks
Advances in Difference Equations, 2021 In this manuscript, quaternion-valued delayed cellular neural networks are studied. Applying the continuation theorem of coincidence degree theory, inequality techniques and a Lyapunov function approach, a new sufficient condition that guarantees the ...
Zhenhua Duan, Changjin Xu
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IEEE Access, 2020 This paper mainly tends to investigate finite-time stability and stabilization of impulsive stochastic delayed neural networks with randomly occurring uncertainties (ROUs) and randomly occurring nonlinearities (RONs).
Tao Chen +3 more
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