Pavlovs dog associative learning demonstrated on synaptic-like organic transistors

📝 Original Info

• Title: Pavlovs dog associative learning demonstrated on synaptic-like organic transistors
• ArXiv ID: 1302.3261
• Date: 2013-02-19
• Authors: Researchers from original ArXiv paper

📝 Abstract

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.

💡 Deep Analysis

Deep Dive into Pavlovs dog associative learning demonstrated on synaptic-like organic transistors.

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.

📄 Full Content

Reference