Article | REF: H5040 V1

Oscillatory neural networks for energy-efficient computing

Authors: Madeleine ABERNOT, Gabriele BOSCHETTO, Stefania CARAPEZZI, Corentin DELACOUR, Thierry GIL, Aida TODRI-SANIAL

Publication date: November 10, 2022

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2. Oscillating neural networks

Oscillatory Neural Networks (ONN) are recurrent neural networks inspired by the brain's representation of information in the form of oscillations.

An ONN is a neural network where each neuron is an oscillator, and each synapse one or more analog or digital components, such as resistors, capacitors or logic memories, respectively. The weight of the synapse is defined by the value of each component. When two oscillators are connected by a synapse, they are coupled.

Oscillator coupling has been studied for decades by scientists to describe natural phenomena such as the synchronization of cells responsible...

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Oscillating neural networks