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Outer synchronization and outer H synchronization for coupled fractional-order reaction-diffusion neural networks with multiweights.

作者信息

Wang Jin-Liang, Wang Si-Yang, Zhu Yan-Ran, Huang Tingwen

机构信息

Tianjin Key Laboratory of Autonomous Intelligence Technology and Systems, School of Computer Science and Technology, Tiangong University, Tianjin 300387, China.

Tianjin Key Laboratory of Autonomous Intelligence Technology and Systems, School of Computer Science and Technology, Tiangong University, Tianjin 300387, China.

出版信息

Neural Netw. 2025 Jan;181:106893. doi: 10.1016/j.neunet.2024.106893. Epub 2024 Nov 9.

Abstract

This paper introduces multiple state or spatial-diffusion coupled fractional-order reaction-diffusion neural networks, and discusses the outer synchronization and outer H synchronization problems for these coupled fractional-order reaction-diffusion neural networks (CFRNNs). The Lyapunov functional method, Laplace transform and inequality techniques are utilized to obtain some outer synchronization conditions for CFRNNs. Moreover, some criteria are also provided to make sure the outer H synchronization of CFRNNs. Finally, the derived outer and outer H synchronization conditions are validated on the basis of two numerical examples.

摘要

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