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arXiv · 1812.00754

Effect of leakage delay on Hopf bifurcation in a fractional BAM neural network

Jiazhe Lin·Rui Xu·Liangchen Li·Xiaohong Tian
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Abstract

Recently, the influence of leakage delay on the dynamics of integer-order neural networks has been investigated extensively. It has been confirmed that fractional calculus can depict the memory and hereditary attributes of neural networks more accurately. In this paper, we study the existence of Hopf bifurcation in a six-neuron fractional bidirectional associative memory (BAM) neural network with leakage delay. By selecting two appropriate bifurcation parameters and analyzing corresponding characteristic equations, it is verified that the delayed fractional neural network generates a Hopf bifurcation when the bifurcation parameters pass through some critical values. In order to measure how much impact of leakage delay on Hopf bifurcation, sensitivity analysis methods, such as scatter plots and partial rank correlation coefficients (PRCCs), are introduced to assess the sensitivity of bifurcation amplitudes to leakage delay. Numerical examples are carried out to illustrate the theoretical results and help us gain an insight into the effect of leakage delay vividly.

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Jiazhe Lin, Rui Xu, Liangchen Li, Xiaohong Tian. 2018-12-03. Effect of leakage delay on Hopf bifurcation in a fractional BAM neural network. https://doi.org/10.1142/s0218127419500779

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