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Complex Dynamics of Discrete-Time Ring Neural Networks
International Journal of Bifurcation and Chaos ( IF 1.9 ) Pub Date : 2021-06-26 , DOI: 10.1142/s0218127421501169
Xiaoying Wu 1 , Yuanlong Chen 1 , Liangliang Li 2 , Fen Wang 1
Affiliation  

This paper mainly considers the complex dynamics of a discrete-time ring neural network with multiple time delays. By transforming the network system into a system of difference equations, one can obtain a chaotic neural network. More specifically, by projection method one can determine a closed invariant set of the system governed by some difference equations, and prove that some invariant subsystem is topologically conjugate to the two-sided symbolic dynamical system. Moreover, numerical simulations are presented to verify the theoretical results.

中文翻译:

离散时间环神经网络的复杂动力学

本文主要考虑具有多个时延的离散时间环神经网络的复杂动力学。通过将网络系统转化为差分方程组,可以得到一个混沌神经网络。更具体地说,通过投影方法可以确定由一些差分方程支配的系统的闭不变集,并证明某个不变子系统与双边符号动力系统是拓扑共轭的。此外,还给出了数值模拟来验证理论结果。
更新日期:2021-06-26
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