一种细胞神经网络的皮质状结构

J. Henseler, P.J. Braspenning
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引用次数: 4

摘要

描述了一种基于大脑皮层组织的人工神经结构的设计。人工神经元被放置在三维网格上,有三种类型的连接:侧兴奋性连接、侧抑制性连接和远程关联连接。横向连接实现了一个类似于三维细胞神经网络过程的松弛过程。远距离连接构成了一种联想记忆形式,将网络不同区域的神经元活动模式联系起来。介绍了一种三阶段神经元处理模型。在此模型的基础上,描述了人工网络中神经元的一系列处理函数。该族包含现有函数(例如,以线性或积分方程为特征)以及新函数(例如,以振荡器方程为特征)。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A cortex-like architecture of a cellular neural network
The design of an artificial neural architecture based on the organisation of the cerebral cortex is described. Artificial neurons are placed on a three-dimensional grid and have three types of connections: lateral excitatory, lateral inhibitory and long-range associating connections. The lateral connections realize a relaxation process similar to a three-dimensional cellular neural network process. The long-range connections constitute a form of associative memory correlating neuron-activity patterns in different areas of the network. A three-stage neuron processing model is also introduced. Based on this model a family of processing functions for neurons in the artificial network is described. The family contains existing functions (e.g. characterized by linear or integrator equations) as well as novel functions (e.g. characterized by oscillator equations).<>
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