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Photonic information processing beyond Turing: an optoelectronic implementation of reservoir computing

Optics Express · 2012 · Vol. 20(3) · pp. 3241–3241
Laurent LargerMiguel C. SorianoDaniel BrunnerLennert AppeltantJosé Manuel GutiérrezL. PesqueraCláudio R. MirassoIngo Fischer

Abstract

Many information processing challenges are difficult to solve with traditional Turing or von Neumann approaches. Implementing unconventional computational methods is therefore essential and optics provides promising opportunities. Here we experimentally demonstrate optical information processing using a nonlinear optoelectronic oscillator subject to delayed feedback. We implement a neuro-inspired concept, called Reservoir Computing, proven to possess universal computational capabilities. We particularly exploit the transient response of a complex dynamical system to an input data stream. We employ spoken digit recognition and time series prediction tasks as benchmarks, achieving competitive processing figures of merit.

Neural Networks and Reservoir ComputingOptical Network TechnologiesPhotonic and Optical DevicesComputer scienceReservoir computingOpticsPhotonicsTuringPhysicsOptoelectronicsArtificial intelligence

MeSH terms

ComputersElectronicsEquipment DesignOscillometryComputer-Aided DesignPhotonsEquipment Failure AnalysisBiomimetic MaterialsOptical Devices

Funding

  • European Commission
  • Institut Universitaire de France
  • Ministerio de Ciencia e Innovación
  • Instituto de Física Interdisciplinar y Sistemas Complejos
Citations
821
FWCI
42.81
field-weighted impact
References
31
Percentile
100%
vs. same field & year
Citations per year
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References
Ridge Regression: Applications to Nonorthogonal Problems
Technometrics · 1970 · 2,591 citations
Minimum Complexity Echo State Network
IEEE Transactions on Neural Networks · 2010 · 695 citations
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