Tutorial: Photonic neural networks in delay systems

Prediction performance of reservoir computing system based on a semiconductor laser subject to double optical feedback and optical injection

(2018) YuShuang Hou et al.   OPTICS EXPRESS

Low-Loss Photonic Reservoir Computing with Multimode Photonic Integrated Circuits

(2018) Andrew Katumba et al.   Scientific Reports

Dynamical complexity and computation in recurrent neural networks beyond their fixed point

(2018) Bicky A. Marquez et al.   Scientific Reports

Photonic machine learning implementation for signal recovery in optical communications

(2018) Apostolos Argyris et al.   Scientific Reports

Reinforcement learning in a large-scale photonic recurrent neural network

(2018) J. Bueno et al.   Optica

Deep learning with coherent nanophotonic circuits

(2017) Yichen Shen et al.   Nature Photonics

Conditions for reservoir computing performance using semiconductor lasers with delayed optical feedback

(2017) Julián Bueno et al.   OPTICS EXPRESS

Prediction performance of reservoir computing systems based on a diode-pumped erbium-doped microchip laser subject to optical feedback

(2017) Romain Modeste Nguimdo et al.   OPTICS LETTERS

Online Training of an Opto-Electronic Reservoir Computer Applied to Real-Time Channel Equalization

(2017) Piotr Antonik et al.   IEEE Transactions on Neural Networks and Learning Systems

High-Speed Photonic Reservoir Computing Using a Time-Delay-Based Architecture: Million Words per Second Classification

(2017) Laurent Larger et al.   Physical Review X

Advances in photonic reservoir computing

(2017) Guy Van der Sande et al.   Nanophotonics

Brain-Inspired Photonic Signal Processor for Generating Periodic Patterns and Emulating Chaotic Systems

(2017) Piotr Antonik et al.   Physical Review Applied

Ror2 signaling regulates Golgi structure and transport through IFT20 for tumor invasiveness

(2017) Michiru Nishita et al.   Scientific Reports

Consistency in experiments on multistable driven delay systems

(2016) Neus Oliver et al.   CHAOS

Reducing the phase sensitivity of laser-based optical reservoir computing systems

(2016) Romain Modeste Nguimdo et al.   OPTICS EXPRESS

Laser dynamical reservoir computing with consistency: an approach of a chaos mask signal

(2016) Joma Nakayama et al.   OPTICS EXPRESS

Semiconductor laser linewidth reduction by six orders of magnitude via delayed optical feedback

(2016) D. Brunner et al.   OPTICS LETTERS

Embodiment of Learning in Electro-Optical Signal Processors

(2016) Michiel Hermans et al.   PHYSICAL REVIEW LETTERS

Fully analogue photonic reservoir computer

(2016) François Duport et al.   Scientific Reports

Review and perspective on ultrafast wavelength-size electro-optic modulators

(2015) Ke Liu et al.   Laser & Photonics Reviews

Deep learning

(2015) Yann LeCun et al.   NATURE

Experimental Phase-Space Tomography of Semiconductor Laser Dynamics

(2015) D. Brunner et al.   PHYSICAL REVIEW LETTERS

Minimal approach to neuro-inspired information processing

(2015) Miguel C. Soriano et al.   Frontiers in Computational Neuroscience

Laser chimeras as a paradigm for multistable patterns in complex systems

(2015) Laurent Larger et al.   Nature Communications

A Unified Framework for Reservoir Computing and Extreme Learning Machines based on a Single Time-delayed Neuron

(2015) S. Ortín et al.   Scientific Reports

Simultaneous Computation of Two Independent Tasks Using Reservoir Computing Based on a Single Photonic Nonlinear Node With Optical Feedback

(2015) Romain Modeste Nguimdo et al.   IEEE Transactions on Neural Networks and Learning Systems

Optoelectronic Systems Trained With Backpropagation Through Time

(2015) Michiel Hermans et al.   IEEE Transactions on Neural Networks and Learning Systems

High-performance photonic reservoir computer based on a coherently driven passive cavity

(2015) Quentin Vinckier et al.   Optica

Noise and Chaos Contributions in Fast Random Bit Sequence Generated From Broadband Optoelectronic Entropy Sources

(2014) Xiaole Fang et al.   IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS

Broadcast and Weight: An Integrated Network For Scalable Photonic Spike Processing

(2014) Alexander N. Tait et al.   JOURNAL OF LIGHTWAVE TECHNOLOGY

All-optical reservoir computer based on saturation of absorption

(2014) Antoine Dejonckheere et al.   OPTICS EXPRESS

Automated Design of Complex Dynamic Systems

(2014) Michiel Hermans et al.   PLoS One

Experimental demonstration of reservoir computing on a silicon photonics chip

(2014) Kristof Vandoorne et al.   Nature Communications

Constructing optimized binary masks for reservoir computing with delay systems

(2014) Lennert Appeltant et al.   Scientific Reports

Information Processing Using Transient Dynamics of Semiconductor Lasers Subject to Delayed Feedback

(2013) K. Hicke et al.   IEEE JOURNAL OF SELECTED TOPICS IN QUANTUM ELECTRONICS

High-Speed Optical Vector and Matrix Operations Using a Semiconductor Laser

(2013) Daniel Brunner et al.   IEEE PHOTONICS TECHNOLOGY LETTERS

Space-division multiplexing in optical fibres

(2013) D. J. Richardson et al.   Nature Photonics

Complexity in electro-optic delay dynamics: modelling, design and applications

(2013) L. Larger   PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES

Complex photonics: Dynamics and applications of delay-coupled semiconductors lasers

(2013) Miguel C. Soriano et al.   REVIEWS OF MODERN PHYSICS

Parallel photonic information processing at gigabyte per second data rates using transient states

(2013) Daniel Brunner et al.   Nature Communications

All-optical reservoir computing

(2012) François Duport et al.   OPTICS EXPRESS

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

(2012) L. Larger et al.   OPTICS EXPRESS

Photonic Nonlinear Transient Computing with Multiple-Delay Wavelength Dynamics

(2012) Romain Martinenghi et al.   PHYSICAL REVIEW LETTERS

Optoelectronic Reservoir Computing

(2012) Y. Paquot et al.   Scientific Reports

The optoelectronic oscillator

(2011) Lute Maleki   Nature Photonics

Scaling behavior of oscillations arising in delay-coupled optoelectronic oscillators

(2011) Lucas Illing et al.   PHYSICAL REVIEW E

Isochronal chaos synchronization of delay-coupled optoelectronic oscillators

(2011) Lucas Illing et al.   PHYSICAL REVIEW E

Robustness of Optimal Synchronization in Real Networks

(2011) Bhargava Ravoori et al.   PHYSICAL REVIEW LETTERS

Information processing using a single dynamical node as complex system

(2011) L. Appeltant et al.   Nature Communications

Minimum Complexity Echo State Network

(2010) A Rodan et al.   IEEE TRANSACTIONS ON NEURAL NETWORKS

Broadband Chaos Generated by an Optoelectronic Oscillator

(2010) Kristine E. Callan et al.   PHYSICAL REVIEW LETTERS

On the relationship between solutions of delay differential equations and infinite-dimensional systems of differential equations

(2009) G. V. Demidenko et al.   DIFFERENTIAL EQUATIONS

Determination of Phase Noise Spectra in Optoelectronic Microwave Oscillators: A Langevin Approach

(2009) Yanne Kouomou Chembo et al.   IEEE JOURNAL OF QUANTUM ELECTRONICS

Complex dynamics and synchronization of delayed-feedback nonlinear oscillators

(2009) T. E. Murphy et al.   PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES

Fast physical random bit generation with chaotic semiconductor lasers

(2008) Atsushi Uchida et al.   Nature Photonics

Toward optical signal processing using Photonic Reservoir Computing

(2008) Kristof Vandoorne et al.   OPTICS EXPRESS

Using Synchronization for Prediction of High-Dimensional Chaotic Dynamics

(2008) Adam B. Cohen et al.   PHYSICAL REVIEW LETTERS