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Pavlov's dog associative learning demonstrated on synaptic-like organic transistors

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arxiv 1302.3261 v1 pith:2K53VJXI submitted 2013-02-13 q-bio.NC cond-mat.dis-nncs.ETcs.NE

classification q-bio.NCcond-mat.dis-nncs.ETcs.NE
keywords learningassociativedynamicimplementnomfetorganicpavlovsynaptic-like
verification ladder T0 review T1 audit T2 compute T3 formal
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In this letter, we present an original demonstration of an associative learning neural network inspired by the famous Pavlov's dogs experiment. A single nanoparticle organic memory field effect transistor (NOMFET) is used to implement each synapse. We show how the physical properties of this dynamic memristive device can be used to perform low power write operations for the learning and implement short-term association using temporal coding and spike timing dependent plasticity based learning. An electronic circuit was built to validate the proposed learning scheme with packaged devices, with good reproducibility despite the complex synaptic-like dynamic of the NOMFET in pulse regime.

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