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arxiv: 1307.6921 · v1 · pith:WZRK6J6Inew · submitted 2013-07-26 · ❄️ cond-mat.dis-nn · cs.ET· cs.NE· q-bio.NC

Memcapacitive neural networks

classification ❄️ cond-mat.dis-nn cs.ETcs.NEq-bio.NC
keywords memcapacitivesynapsesneuralnetworksalternativeapproacharchitectureartificial
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We show that memcapacitive (memory capacitive) systems can be used as synapses in artificial neural networks. As an example of our approach, we discuss the architecture of an integrate-and-fire neural network based on memcapacitive synapses. Moreover, we demonstrate that the spike-timing-dependent plasticity can be simply realized with some of these devices. Memcapacitive synapses are a low-energy alternative to memristive synapses for neuromorphic computation.

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