Finite- and Fixed-Time Cluster Synchronization of Nonlinearly Coupled Delayed Neural Networks via Pinning Control.
basic_science · Level V
Where this comes from
- Record sourced from PubMed, PMID 33052866.
- Also identified by DOI 10.1109/TNNLS.2020.3027312.
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Abstract
In this article, the cluster synchronization problem for a class of the nonlinearly coupled delayed neural networks (NNs) in both finite- and fixed-time cases are investigated. Based on the Lyapunov stability theory and pinning control strategy, some criteria are provided to ensure the cluster synchronization of the nonlinearly coupled delayed NNs in both finite-and fixed-time aspects. Then, the settling time for stabilization that is dependent on the initial value and independent of the initial value is estimated, respectively. Finally, we illustrate the feasibility and practicality of the results via a numerical example.
Medical subject headings
- Algorithms
- Finite Element Analysis
- Neural Networks, Computer
- Nonlinear Dynamics