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Effects of double delays on bifurcation for a fractional-order neural network. | LitMetric

Effects of double delays on bifurcation for a fractional-order neural network.

Cogn Neurodyn

School of Mathematics, Southeast University, Nanjing, 210096 China.

Published: October 2022

AI Article Synopsis

Article Abstract

Neural network bifurcation is an important nonlinear dynamic behavior of neural network, which plays an important role in cognitive calculation. The effects of leakage delay or communication delay on the stability and bifurcation of a fractional-order neural network (FONN) are researched. By viewing leakage delay or communication delay as the bifurcation parameters to detect the bifurcations conditions of the developed FONN, respectively, we capture the bifurcation points with regard to leakage delay or communication delay. It alleges that FONN exhibits excellent stability performance with choosing smaller values of them, and Hopf bifurcations emerge of FONN and induce poor performance if selecting a larger ones. In the end, numerical examples are employed to evaluate the feasibleness of the analytical discoveries.

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Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC9508308PMC
http://dx.doi.org/10.1007/s11571-021-09762-2DOI Listing

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