Saturated and asymmetric saturated control for projective synchronization of inertial neural networks with delays and discontinuous activations through matrix measure method

The projective synchronization work presented in this article is focused on a class of nonlinear discontinuous coupled inertial neural networks with mixed time-varying delays and a cluster topological structure. The synchronization problem for discontinuous coupled inertial neural networks with clus...

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Veröffentlicht in:ISA transactions 2023-11, Vol.142, p.198-213
Hauptverfasser: Udhayakumar, K., Shanmugasundaram, S., Kashkynbayev, Ardak, Rakkiyappan, R.
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Sprache:eng
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Zusammenfassung:The projective synchronization work presented in this article is focused on a class of nonlinear discontinuous coupled inertial neural networks with mixed time-varying delays and a cluster topological structure. The synchronization problem for discontinuous coupled inertial neural networks with clustering topology is examined in consideration with the mismatched parameters and the mutual influence among various clusters. To determine the required conditions for network convergence under the influence of an extensive range of impulses, the matrix measure technique and the average impulsive intervals are employed. To illustrate the effectiveness of the theoretical findings, graphical representation of varied impulsive ranges for multiple cases are provided using numerical simulations. •Discontinuous coupled inertial neural networks with clustering topology is taken.•Projective Synchronization of the above network is attained.•Matrix measure technique and average impulsive interval are used for the same.•Simulation results are provided to validate the theoretical research findings.
ISSN:0019-0578
1879-2022
DOI:10.1016/j.isatra.2023.07.022