A Novel Chaotic Neural Network Using Memristive Synapse with Applications in Associative Memory
المؤلفون المشاركون
Duan, Shukai
Hu, Xiaofang
Wang, Lidan
المصدر
العدد
المجلد 2012، العدد 2012 (31 ديسمبر/كانون الأول 2012)، ص ص. 1-19، 19ص.
الناشر
Hindawi Publishing Corporation
تاريخ النشر
2012-11-27
دولة النشر
مصر
عدد الصفحات
19
التخصصات الرئيسية
الملخص 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.
نمط استشهاد جمعية علماء النفس الأمريكية (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
نمط استشهاد الجمعية الأمريكية للغات الحديثة (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
نمط استشهاد الجمعية الطبية الأمريكية (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
نوع البيانات
مقالات
لغة النص
الإنجليزية
الملاحظات
Includes bibliographical references
رقم السجل
BIM-469500
قاعدة معامل التأثير والاستشهادات المرجعية العربي "ارسيف Arcif"
أضخم قاعدة بيانات عربية للاستشهادات المرجعية للمجلات العلمية المحكمة الصادرة في العالم العربي
تقوم هذه الخدمة بالتحقق من التشابه أو الانتحال في الأبحاث والمقالات العلمية والأطروحات الجامعية والكتب والأبحاث باللغة العربية، وتحديد درجة التشابه أو أصالة الأعمال البحثية وحماية ملكيتها الفكرية. تعرف اكثر