Global μ-stabilization of quaternion-valued inertial BAM neural networks with time-varying delays via time-delayed impulsive control
Rui Zhao,
Baoxian Wang and
Jigui Jian
Mathematics and Computers in Simulation (MATCOM), 2022, vol. 202, issue C, 223-245
Abstract:
This article deals with global μ-stabilization of quaternion-valued inertial bidirectional associative memory neural networks (QVIBAMNNs) with time-varying delays via time-delayed impulsive control. Firstly, the existence and uniqueness of the equilibrium point are proved by the homeomorphism mapping method. Then, based on an improved differential inequality, sufficient conditions for global μ-stabilization of QVIBAMNNs via time-delayed impulsive control are obtained. Significantly, the activation function in this paper is an extension of Lipschitz condition, which is superior to general quaternion-valued activation function. And quaternion is not required to be decomposed into real or complex values in this paper. Ultimately, some numerical simulations have proved the feasibility of the theorems.
Keywords: Quaternion-valued BAM neural networks (QVBAMNNs); Inertial time-delayed impulse; Global μ-stabilization; Impulsive control (search for similar items in EconPapers)
Date: 2022
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Persistent link: https://EconPapers.repec.org/RePEc:eee:matcom:v:202:y:2022:i:c:p:223-245
DOI: 10.1016/j.matcom.2022.05.036
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