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时变容错域的感知联想记忆模型及其实现算法
引用本文:杨国为,涂序彦,王守觉.时变容错域的感知联想记忆模型及其实现算法[J].计算机学报,2006,29(3):431-440.
作者姓名:杨国为  涂序彦  王守觉
作者单位:1. 青岛大学模式识别与智能系统研究所,青岛,266071;中国科学院半导体研究所神经网络实验室,北京,100083
2. 北京科技大学计算机与系统科学研究所,北京,100083
3. 中国科学院半导体研究所神经网络实验室,北京,100083
基金项目:中国科学院资助项目;教育部科学技术研究项目;中国博士后科学基金
摘    要:提出并用软件实现了一种时变容错域的感知联想记忆模型.该模型有以下特点:(1)模拟了大脑联想记忆的容错域随时间变化的特点.模型可以根据记忆样本的重要性,为记忆样本在不同时间设计适当的容错域;(2)实现了”维到m维空间的无穷值模式非线性联想,而且该模型的样本容错域充满整个实空间R^n,模型没有伪吸引子;(3)联想记忆速度快.

关 键 词:联想记忆  神经网络  时变容错域  人工生命  人工脑
收稿时间:2004-10-10
修稿时间:2004-10-102005-11-26

A Time-Varying Fault-Tolerant Field Perceptive Associative Memory Model and Its Realization Algorithms
YANG Guo-Wei,TU Xu-Yan,WANG Shou-Jue.A Time-Varying Fault-Tolerant Field Perceptive Associative Memory Model and Its Realization Algorithms[J].Chinese Journal of Computers,2006,29(3):431-440.
Authors:YANG Guo-Wei  TU Xu-Yan  WANG Shou-Jue
Affiliation:1.Institute of Pattern Recognition and Intelligent System, Qingdao University, Qingdao 266071;2.Laboratory of Artificial Neural Network, Institute of Semiconductors, Chinese Academy o f Sciences, Beijing 100083;3.Institute of Computer and System Science, University of Science and Technology Beijing, Beijing 100083
Abstract:A time-varying fault-tolerant field perceptive associative memory model is proposed and realized by software.One of the characters of this model is that it simulates the time-dependent changeability character of the fault-tolerant field of human brain's associative memory.This model can design proper fault-tolerant field for memory sample at different time according to the essentiality of memory sample.The second character is that it realizes the nonlinear association of infinite value pattern from n dimension space to m dimension space.And the fault-tolerant field of the memory samples is full of the whole real space R~(n) and the associative memory model has no spurious attractors.The third character is that the speed of associative memory about the model is faster.
Keywords:associative memory  neural network  time varying fault-tolerant field  artificial life  artificial brain
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