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Switching pinning control for memristive neural networks system with Markovian switching topologies  ( SCI-EXPANDED收录 EI收录)  

文献类型:期刊文献

英文题名:Switching pinning control for memristive neural networks system with Markovian switching topologies

作者:Li, Ning[1,2];Zheng, Wei Xing[2]

第一作者:李宁;Li, Ning

通讯作者:Zheng, WX[1]

机构:[1]Henan Univ Econ & Law, Coll Math & Informat Sci, Zhengzhou 450046, Peoples R China;[2]Western Sydney Univ, Sch Comp Data & Math Sci, Sydney, NSW 2751, Australia

第一机构:河南财经政法大学数学与信息科学学院

通讯机构:[1]corresponding author), Western Sydney Univ, Sch Comp Data & Math Sci, Sydney, NSW 2751, Australia.

年份:2022

卷号:156

起止页码:29-38

外文期刊名:NEURAL NETWORKS

收录:;EI(收录号:20224413043715);Scopus(收录号:2-s2.0-85140907918);WOS:【SCI-EXPANDED(收录号:WOS:000874642000003)】;

基金:This work was supported in part by the National Natural Science Foundation of China [Grants 62073122 and 11872175] , the Science & Technology Innovation Talents in Universities of Henan Province [Grant 20HASTIT024] , the Excellent Youth Science Foundation Project of Henan Province [Grant 222300420022] , and the Key Program of Higher Education of Henan Province [Grant 21A120001] .

语种:英文

外文关键词:Memristive neural networks; Bipartite synchronization; Switching topology; Signed graph; Pinning control

摘要:This work concentrates on the issue of leader-following bipartite synchronization of multiple mem-ristive neural networks with Markovian jump topology. In contrast to conventional coupled neural network systems, the coupled neural network model under consideration possesses both cooperative and competitive connections among neuron nodes. Specifically, the interaction between neighbors' nodes is described by a signed graph, in which a positive weight represents an alliance relationship between two neuron nodes while a negative weight represents an adversarial relationship between two neuron nodes. By designing a pinning discontinuous controller that makes full use of the mode information, some effective criteria that ensure the stability of bipartite synchronization error states are obtained. All network nodes can synchronize the target node state bipartitely. Finally, two simulation examples are provided to demonstrate the viability of the suggested bipartite synchronization control approach.(c) 2022 Elsevier Ltd. All rights reserved.

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