江苏师范大学学报(自然科学版)2024,Vol.42Issue(4) :39-46.DOI:10.3969/j.issn.2095-4298.2024.04.007

DoS攻击下四元数神经网络实际固定时间聚类同步

Practical fixed-time cluster synchronization of quaternion-valued neural networks under DoS attacks

印邵胜 胡元发 刘小洋
江苏师范大学学报(自然科学版)2024,Vol.42Issue(4) :39-46.DOI:10.3969/j.issn.2095-4298.2024.04.007

DoS攻击下四元数神经网络实际固定时间聚类同步

Practical fixed-time cluster synchronization of quaternion-valued neural networks under DoS attacks

印邵胜 1胡元发 1刘小洋1
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作者信息

  • 1. 江苏师范大学计算机科学与技术学院,江苏徐州 221116
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摘要

研究DoS(Denial-of-Service,拒绝服务)攻击下受扰的四元数神经网络实际固定时间聚类同步问题.给出新的固定时间稳定性引理,设计全新的控制器,得到DoS攻击下四元数神经网络实际固定时间聚类同步的充分性条件.通过引入四元数意义下的符号函数,避免了将四元数神经网络分解为4个实值子系统,解决了四元数神经网络实际固定时间聚类同步问题.最后,通过数值仿真验证了理论结果的有效性.

Abstract

The practical fixed-time cluster synchronization is investigated for quaternion-valued neural networks being disturbed under DoS(Denial-of-Service)attacks.a novel fixed-time stability lemma is given and a new controller is designed as well.Some sufficient conditions for achieving practical fixed-time cluster synchronization of quaternion-valued neural networks under DoS attacks are obtained.A quaternion-valued signum function is introduced to avoid the decomposition of the original quaternion-valued neural networks into four real-valued subsystems and thus re-solve the issue of practical fixed-time cluster synchronization of quaternion-valued neural networks.Finally,the ef-fectiveness of the theoretical results is verified through a numerical example.

关键词

四元数神经网络/固定时间同步/聚类同步/拒绝服务攻击

Key words

quaternion-valued neural network/fixed-time synchronization/cluster synchronization/DoS attack

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出版年

2024
江苏师范大学学报(自然科学版)
江苏师范大学

江苏师范大学学报(自然科学版)

影响因子:0.323
ISSN:1007-6573
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