Synchronization for discrete coupled fuzzy neural networks with uncertain information via observer-based impulsive control

Autor: Weisong Zhou, Kaihe Wang, Wei Zhu
Jazyk: angličtina
Rok vydání: 2024
Předmět:
Zdroj: Mathematical Modelling and Control, Vol 4, Iss 1, Pp 17-31 (2024)
Druh dokumentu: article
ISSN: 2767-8946
DOI: 10.3934/mmc.2024003?viewType=HTML
Popis: This paper discussed the synchronization of impulsive fuzzy neural networks (FNNs) with uncertainty of information exchange. Since the data of neural networks (NNs) cannot be completely measured in reality, we designed an observer-based impulsive controller on the basis of the partial measurement results and achieved the purpose of reducing the communication load and the controller load of FNNs. In terms of the Lyapunov stability theory, an impulsive augmented error system (IAES) was established and two sufficient criteria to guarantee the synchronization of our FNNs system were obtained. Finally, we demonstrated the validity of the results by a numerical example.
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