College of Mathematics and System Sciences, Xinjiang University, Urumqi, Xinjiang, PR China.
Neural Netw. 2012 Nov;35:82-7. doi: 10.1016/j.neunet.2012.07.009. Epub 2012 Aug 4.
In this paper, a class of fractional-order neural networks is investigated. First, α-exponential stability is introduced as a new type of stability and some effective criteria are derived for such kind of stability of the addressed networks by handling a new fractional-order differential inequality. Based on the results, the existence and α-exponential stability of the equilibrium point are considered. Besides, the synchronization of fractional chaotic networks is also proposed. Finally, several examples with numerical simulations are given to show the effectiveness of the obtained results.
本文研究了一类分数阶神经网络。首先,引入了α-指数稳定性作为一种新的稳定性类型,并通过处理一个新的分数阶微分不等式,为该类网络的稳定性得出了一些有效的准则。基于这些结果,考虑了平衡点的存在性和α-指数稳定性。此外,还提出了分数阶混沌网络的同步问题。最后,通过数值模拟给出了几个例子,以验证所得结果的有效性。