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Titlebook: Neural Networks with Discontinuous/Impact Activations; Marat Akhmet,Enes Yılmaz Book 2014 Springer Science+Business Media New York 2014 Ar

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发表于 2025-3-21 20:09:07 | 显示全部楼层 |阅读模式
书目名称Neural Networks with Discontinuous/Impact Activations
编辑Marat Akhmet,Enes Yılmaz
视频video
概述Explores questions related to the biological underpinning for models of neural networks.Considers neural networks modeling using differential equations with impulsive and piecewise constant argument d
丛书名称Nonlinear Systems and Complexity
图书封面Titlebook: Neural Networks with Discontinuous/Impact Activations;  Marat Akhmet,Enes Yılmaz Book 2014 Springer Science+Business Media New York 2014 Ar
描述.This book presents as its main subject new models in mathematical neuroscience. A wide range of neural networks models with discontinuities are discussed, including impulsive differential equations, differential equations with piecewise constant arguments, and models of mixed type. These models involve discontinuities, which are natural because huge velocities and short distances are usually observed in devices modeling the networks. A discussion of the models, appropriate for the proposed applications, is also provided..
出版日期Book 2014
关键词Artificial Intelligence; Chaotic Neural Networks; Cohen-Grossberg Neural Networks; Computational Neural
版次1
doihttps://doi.org/10.1007/978-1-4614-8566-7
isbn_softcover978-1-4939-4598-6
isbn_ebook978-1-4614-8566-7Series ISSN 2195-9994 Series E-ISSN 2196-0003
issn_series 2195-9994
copyrightSpringer Science+Business Media New York 2014
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Neural Networks with Discontinuous/Impact Activations
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Equilibria of Neural Networks with Impact Activations and Piecewise Constant Argument,neural networks and (., .)−type neural networks, respectively. For these types, sufficient conditions for existence of a unique equilibrium are obtained, existence and uniqueness of solutions and an equivalence lemma for such systems are established, and stability criterion for the equilibrium based
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The Method of Lyapunov Functions: RNNs,of RNNs. The model involves alternating argument. Sufficient conditions are obtained for global exponential stability of the equilibrium point. Examples with numerical simulations are presented to illustrate the results.
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2195-9994 ually observed in devices modeling the networks. A discussion of the models, appropriate for the proposed applications, is also provided..978-1-4939-4598-6978-1-4614-8566-7Series ISSN 2195-9994 Series E-ISSN 2196-0003
发表于 2025-3-23 03:38:56 | 显示全部楼层
2195-9994 l equations with impulsive and piecewise constant argument d.This book presents as its main subject new models in mathematical neuroscience. A wide range of neural networks models with discontinuities are discussed, including impulsive differential equations, differential equations with piecewise co
发表于 2025-3-23 07:34:09 | 显示全部楼层
Book 2014ssed, including impulsive differential equations, differential equations with piecewise constant arguments, and models of mixed type. These models involve discontinuities, which are natural because huge velocities and short distances are usually observed in devices modeling the networks. A discussio
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