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一种以环路作为存储单元的联想记忆神经网络 被引量:1

A New Associative Memory Neural Network Using Loop as Storage Unit
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摘要 文章提出了一种新型联想记忆神经网络,每个模式被存储在一个通过网络中所有神经元的环路中,连接包括逻辑状态和一组神经元编号,网络中处理和传递的信号为神经元编号组成的序列,神经元执行一组处理这种序列的符号和逻辑运算;网络记忆容量为2N-2N、完全消除了假模式、同时具有更高的记忆效率和可靠性。 This paper presents a new associative memory neural network,each pattern is stored in a loop which pass through all neurons in the network,a link includes a logic state and a set of neuron numbers,the signals transferred and processed in the network are sequences composed of neuron numbers,each neuron performs a set of symbol and logic operations on such sequence.The network's storage capacity is2 N -2N,it completely eliminates spurious patterns,and has higher storage efficiency and reliability.
作者 王剑 毛宗源
出处 《计算机工程与应用》 CSCD 北大核心 2003年第4期26-29,52,共5页 Computer Engineering and Applications
基金 广东省自然科学基金项目(编号:011626) 广东省科技厅工业攻关项目资助(编号:c10909)
关键词 联想记忆神经网络 环路 存储单元 进制模式 Neural network,Associative memory,Hamming distance
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参考文献8

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同被引文献3

  • 1Hopfield JJ.Neural Network and Physical Systems wih Emergent Collective Computational Abilities[].Proc National Academy Science USA.1982
  • 2B. Kosko.Hetero-associative memories[].IEEE Transactions on Systems Man and Cybernetics.1988
  • 3T. D. Chiueh,R. M. Goodman.Recurrent correlation associative memoties[].IEEE Transactions on Neural Networks.1991

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