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Published in 2018 at "Neurocomputing"
DOI: 10.1016/j.neucom.2018.03.046
Abstract: Abstract This paper addresses the problem of stability analysis for uncertain switched neural networks with mixed time-varying delays resorting to a novel delay division method. Firstly, based on the theory of arithmetic and geometric sequence,…
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Keywords:
neural networks;
division;
switched neural;
networks mixed ... See more keywords
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Published in 2020 at "Neurocomputing"
DOI: 10.1016/j.neucom.2019.12.031
Abstract: Abstract In this paper, the finite-time synchronization problem for switched neural networks with state-dependent switching under intermittent control is discussed. Different from previous literature, this paper uses aperiodically intermittent control to make switched neural networks…
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Keywords:
finite time;
neural networks;
intermittent control;
switched neural ... See more keywords
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Published in 2022 at "IEEE transactions on cybernetics"
DOI: 10.1109/tcyb.2022.3227021
Abstract: It is challenging to synchronize switched time-delay systems when some modes are uncontrolled and the dwell time (DT) of controlled mode is very small. Therefore, in this article, global exponential synchronization almost surely (GES a.s.)…
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Keywords:
event triggered;
neural networks;
switched neural;
mode ... See more keywords
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Published in 2019 at "IEEE Transactions on Neural Networks and Learning Systems"
DOI: 10.1109/tnnls.2018.2876711
Abstract: This paper is concerned with the multistability of switched neural networks with piecewise linear activation functions under state-dependent switching. Under some reasonable assumptions on the switching threshold and activation functions, by using the state-space decomposition…
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Keywords:
tex math;
switched neural;
neural networks;
inline formula ... See more keywords