Wang P, Li X, Zheng Q. Synchronization of inertial complex-valued memristor-based neural networks with time-varying delays.
MATHEMATICAL BIOSCIENCES AND ENGINEERING : MBE 2024;
21:3319-3334. [PMID:
38454730 DOI:
10.3934/mbe.2024147]
[Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 03/09/2024]
Abstract
The synchronization of inertial complex-valued memristor-based neural networks (ICVMNNs) with time-varying delays was explored in the paper with the non-separation and non-reduced approach. Sufficient conditions required for the exponential synchronization of the ICVMNNs were identified with the construction of comprehensive Lyapunov functions and the design of a novel control scheme. The adaptive synchronization was also investigated based on the derived results, which is easier to implement in practice. What's more, a numerical example that verifies the obtained results was presented.
Collapse