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The stationarity control of the average links for the Hebb complex dynamical network via external stimulus signals

ISA transactions(2023)

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摘要
The model of complex dynamical network (CDN) can be represented as the mathematic graph, in which some characteristics may emerge from the dynamic nodes group (NG) and links group (LG). This paper primarily focuses on the feature appearing from the dynamic links. The average link weight (ALW), as a novel quantitative index to describe the characteristic of dynamic links is introduced. Inspired by the Hebb's neuroscience theory, the Hebb complex dynamical network (HCDN) is constructed. The ALW of the HCDN can track a given target via external stimulus signals with adaptive amplifiers' proportional coefficients. In other words, the stationary network implies the ALW is a constant in time. Finally, two simulation examples are performed to validate the proposed adaptive update law's effectiveness.(c) 2022 ISA. Published by Elsevier Ltd. All rights reserved.
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关键词
Average link weight,Links group,Hebb complex dynamical network,Stationarity control,External stimulus signals
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