Literature DB >> 21369031

Ultrafast all-optical implementation of a leaky integrate-and-fire neuron.

Konstantin S Kravtsov1, Mable P Fok, Paul R Prucnal, David Rosenbluth.   

Abstract

In this paper, we demonstrate for the first time an ultrafast fully functional photonic spiking neuron. Our experimental setup constitutes a complete all-optical implementation of a leaky integrate-and-fire neuron, a computational primitive that provides a basis for general purpose analog optical computation. Unlike purely analog computational models, spiking operation eliminates noise accumulation and results in robust and efficient processing. Operating at gigahertz speed, which corresponds to at least 108 speed-up compared with biological neurons, the demonstrated neuron provides all functionality required by the spiking neuron model. The two demonstrated prototypes and a demonstrated feedback operation mode prove the feasibility and stability of our approach and show the obtained performance characteristics.

Mesh:

Year:  2011        PMID: 21369031     DOI: 10.1364/OE.19.002133

Source DB:  PubMed          Journal:  Opt Express        ISSN: 1094-4087            Impact factor:   3.894


  4 in total

1.  Spike processing with a graphene excitable laser.

Authors:  Bhavin J Shastri; Mitchell A Nahmias; Alexander N Tait; Alejandro W Rodriguez; Ben Wu; Paul R Prucnal
Journal:  Sci Rep       Date:  2016-01-12       Impact factor: 4.379

2.  Artificial Neuron Based on Integrated Semiconductor Quantum Dot Mode-Locked Lasers.

Authors:  Charis Mesaritakis; Alexandros Kapsalis; Adonis Bogris; Dimitris Syvridis
Journal:  Sci Rep       Date:  2016-12-19       Impact factor: 4.379

3.  Sub-threshold signal encoding in coupled FitzHugh-Nagumo neurons.

Authors:  Maria Masoliver; Cristina Masoller
Journal:  Sci Rep       Date:  2018-05-29       Impact factor: 4.379

4.  Symmetry perception with spiking neural networks.

Authors:  Jonathan K George; Cesare Soci; Mario Miscuglio; Volker J Sorger
Journal:  Sci Rep       Date:  2021-03-11       Impact factor: 4.379

  4 in total

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