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《Journal of Chongqing University of Technology(Natural Science)》 2013-01
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Memristive Perceptron with Applications in Logical Classification

DUAN Mei-tao,WANG Li-dan,DUAN Shu-kai(School of Electric and Information Engineering,Southwest University,Chongqing 400715,China)  
A new memristive perceptron was proposed based on the advantages of perceptron in logical classification combining with memristors,new circuit elements.The relationship between memristive conductance and synapse weight updating was derived.The modeling of single-layer memristive perceptron and multi-layer memristive perceptron were built,and weight updating rule of memristive synapse was proposed.Matlab simulation confirmed that the memristive perceptron can realize the logical classification.That is to say,a single-layer memristive perceptron can realize the classification of linear separable logical AND and OR,and the linear inseparable logical XOR and NXOR can be implemented with multi-layer memristive perceptron.Memristive perceptron could be used for solving complex artificial intelligence problems.
【Fund】: 国家自然科学基金资助项目(60972155 61101233 60974020);; 中央高校基本科研业务费专项(XD-JK2012A007 XDJK2010C023);; 重庆市高等学校青年骨干教师资助计划(2011-65);; 重庆市高等学校优秀人才支持计划(2011-65);; 中国博士后科学基金资助项目(CPSF20100470116);; 重庆市高等教育教学改革研究重点项目(09-2-011)
【CateGory Index】: TP183
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