Finite-time H<sub>∞</sub> output synchronization for DCRDNNs with multiple delayed and adaptive output couplings.
basic_science · Level V
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- Record sourced from PubMed, PMID 39787680.
- Also identified by DOI 10.1016/j.neunet.2024.107104.
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Abstract
This work concentrates on solving the finite-time H<sub>∞</sub> output synchronization (FTHOS) issue of directed coupled reaction-diffusion neural networks (DCRDNNs) with multiple delayed and adaptive output couplings in the presence of external disturbances. Based on the output information, an adaptive law to adjust output coupling weights and a controller are respectively developed to ensure that the DCRDNNs achieve FTHOS. Then, in the special case of no external disturbances, a corollary on the finite-time output synchronization (FTOS) of the DCRDNNs with multiple delayed and adaptive output couplings is provided. In addition, a novel adaptive scheme to update output coupling weights is devised to ensure H<sub>∞</sub> output synchronization (HOS) in the DCRDNNs with multiple delayed output couplings. Finally, the relevant simulation graphs are provided to certify the validity of several synchronization criteria.
Medical subject headings
- Neural Networks, Computer