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A Novel Chaotic Neural Network Using Memristive Synapse with Applications in Associative Memory
Joint Authors
Duan, Shukai
Hu, Xiaofang
Wang, Lidan
Source
Issue
Vol. 2012, Issue 2012 (31 Dec. 2012), pp.1-19, 19 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2012-11-27
Country of Publication
Egypt
No. of Pages
19
Main Subjects
Abstract EN
Chaotic Neural Network, also denoted by the acronym CNN, has rich dynamical behaviors that can be harnessed in promising engineering applications.
However, due to its complex synapse learning rules and network structure, it is difficult to update its synaptic weights quickly and implement its large scale physical circuit.
This paper addresses an implementation scheme of a novel CNN with memristive neural synapses that may provide a feasible solution for further development of CNN.
Memristor, widely known as the fourth fundamental circuit element, was theoretically predicted by Chua in 1971 and has been developed in 2008 by the researchers in Hewlett-Packard Laboratory.
Memristor based hybrid nanoscale CMOS technology is expected to revolutionize the digital and neuromorphic computation.
The proposed memristive CNN has four significant features: (1) nanoscale memristors can simplify the synaptic circuit greatly and enable the synaptic weights update easily; (2) it can separate stored patterns from superimposed input; (3) it can deal with one-to-many associative memory; (4) it can deal with many-to-many associative memory.
Simulation results are provided to illustrate the effectiveness of the proposed scheme.
American Psychological Association (APA)
Hu, Xiaofang& Duan, Shukai& Wang, Lidan. 2012. A Novel Chaotic Neural Network Using Memristive Synapse with Applications in Associative Memory. Abstract and Applied Analysis،Vol. 2012, no. 2012, pp.1-19.
https://search.emarefa.net/detail/BIM-469500
Modern Language Association (MLA)
Hu, Xiaofang…[et al.]. A Novel Chaotic Neural Network Using Memristive Synapse with Applications in Associative Memory. Abstract and Applied Analysis No. 2012 (2012), pp.1-19.
https://search.emarefa.net/detail/BIM-469500
American Medical Association (AMA)
Hu, Xiaofang& Duan, Shukai& Wang, Lidan. A Novel Chaotic Neural Network Using Memristive Synapse with Applications in Associative Memory. Abstract and Applied Analysis. 2012. Vol. 2012, no. 2012, pp.1-19.
https://search.emarefa.net/detail/BIM-469500
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-469500