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In ISA transactions

In this paper, two kinds of coupled fractional-order reaction-diffusion neural networks (CFORDNNs) with multiple state couplings or spatial diffusion couplings are proposed. By resorting to the Laplace transform and the properties of Mittag-Leffler functions, sufficient synchronization conditions are derived for the concerned network models. In addition, to guarantee the synchronization of these two networks, several appropriate adaptive control schemes are also developed. Ultimately, the validity of the devised adaptive strategies are verified by adopting some numerical examples with simulation results.

Wang Jin-Liang, Du Xin-Yu, Liu Chen-Guang

2022-Nov-15

Adaptive control, Coupled reaction–diffusion neural networks (CRDNNs), Fractional-order, Multiple couplings, Synchronization