Institute of Industrial Science, The University of Tokyo, 4-6-1 Komaba, Meguro-ku, Tokyo 153-8505, Japan.
Chaos. 2012 Dec;22(4):047511. doi: 10.1063/1.4738191.
We review our recent work on chaos in neurons and its application to neural networks from perspective of chaos engineering. Especially, we analyze a dataset of a squid giant axon by newly combining our previous work of identifying Devaney's chaos with surrogate data analysis, and show that an axon can behave chaotically. Based on this knowledge, we use a chaotic neuron model to investigate possible information processing in the brain.
我们从混沌工程的角度回顾了我们最近关于神经元混沌及其在神经网络中应用的工作。特别是,我们通过将我们以前使用替代数据分析识别 Devaney 混沌的工作与一个鱿鱼巨轴突的数据集相结合,分析表明轴突可以表现出混沌行为。基于这一知识,我们使用一个混沌神经元模型来研究大脑中可能的信息处理。