A full-function Pavlov associative memory implementation with memristance changing circuit

被引:54
|
作者
Yang, Le [1 ,2 ]
Zeng, Zhigang [1 ,2 ]
Wen, Shiping [1 ,2 ]
机构
[1] Huazhong Univ Sci & Technol, Sch Automat, Wuhan 430074, Hubei, Peoples R China
[2] Educ Minist China, Key Lab Image Proc & Intelligent Control, Wuhan 430074, Hubei, Peoples R China
关键词
Memristance changing circuit; Pavlov associative memory; Synaptic circuit; Forgetting process;
D O I
10.1016/j.neucom.2017.07.020
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Positive voltages and negative voltages are applied to adjust memristance in most memristive circuits. This paper presents a memristance changing circuit in which memristance is changed only by the positive voltage. A mathematical calculation method is proposed to analyze the memristance change approximately. Furthermore, memristance changing circuits are utilized as synapses to construct a neural network to imitate full-function Pavlov associative memory. Compared to the classical Pavlov associative memory, the full-function Pavlov associative memory contains additional food forgetting and ring forgetting processes. The forgetting processes will be triggered in the condition that either the food or the ring is given to the dog after the learning processes. The learning and forgetting time of the associative memory can be obtained by the proposed mathematical calculation method in advance approximately. (C) 2017 Elsevier B.V. All rights reserved.
引用
收藏
页码:513 / 519
页数:7
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