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Adiabatic superconducting cells for ultra-low-power artificial neural networks. | LitMetric

AI Article Synopsis

  • The paper suggests using superconducting quantum interferometers to create neural networks that consume very little power.
  • These networks utilize special components called Josephson cells, which have activation functions shaped like sigmoid and Gaussian curves.
  • The authors focus on optimizing these components for popular types of neural networks, specifically three-layer perceptrons and radial basis function networks.

Article Abstract

We propose the concept of using superconducting quantum interferometers for the implementation of neural network algorithms with extremely low power dissipation. These adiabatic elements are Josephson cells with sigmoid- and Gaussian-like activation functions. We optimize their parameters for application in three-layer perceptron and radial basis function networks.

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Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC5082478PMC
http://dx.doi.org/10.3762/bjnano.7.130DOI Listing

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