Adaptive synchronization of quaternion-valued neural networks with reaction–diffusion and fractional order
Articles
Weiwei Zhang
Nanjing University of Aeronautics and Astronautics
Hongyong Zhao
Nanjing University of Aeronautics and Astronautics
Chunlin Sha
Nanjing University of Aeronautics and Astronautics
Published 2024-07-26
https://doi.org/10.15388/namc.2024.29.36100
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Keywords

adaptive synchronization
reaction–diffusion
finite time
quaternion-valued neural networks
image encryption

How to Cite

Zhang, W., Zhao, H. and Sha, C. (2024) “Adaptive synchronization of quaternion-valued neural networks with reaction–diffusion and fractional order”, Nonlinear Analysis: Modelling and Control, 29(5), pp. 958–982. doi:10.15388/namc.2024.29.36100.

Abstract

This paper is dedicated to the study of adaptive finite-time synchronization (FTS) for generalized delayed fractional-order reaction–diffusion quaternion-valued neural networks (GDFORDQVNN). Utilizing the suitable Lyapunov functional, Green’s formula, and inequalities skills, testable algebraic criteria for ensuring the FTS of GDFORDQVNN are established on the basis of two adaptive controllers. Moreover, the numerical examples validate that the obtained results are feasible. Furthermore, they are also verified in image encryption as the application.

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