Memcapacitive neural networks

It is shown that memcapacitive (memory capacitive) systems can be used as synapses in artificial neural networks. As an example of the proposed approach, the architecture of an integrate-and-fire neural network based on memcapacitive synapses is discussed. Moreover, it has been demonstrated that the...

Ausführliche Beschreibung

Gespeichert in:
Bibliographische Detailangaben
Veröffentlicht in:Electronics letters 2014-01, Vol.50 (3), p.141-143
Hauptverfasser: Pershin, Y.V, Di Ventra, M
Format: Artikel
Sprache:eng
Schlagworte:
Online-Zugang:Volltext bestellen
Tags: Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
Beschreibung
Zusammenfassung:It is shown that memcapacitive (memory capacitive) systems can be used as synapses in artificial neural networks. As an example of the proposed approach, the architecture of an integrate-and-fire neural network based on memcapacitive synapses is discussed. Moreover, it has been demonstrated that the spike-timing-dependent plasticity can be simply realised with some of these devices. Memcapacitive synapses are a low-energy alternative to memristive synapses for neuromorphic computation.
ISSN:0013-5194
1350-911X
1350-911X
DOI:10.1049/el.2013.2463