Deep time-delay reservoir computing: Dynamics and memory capacity

Performance boost of time-delay reservoir computing by non-resonant clock cycle

(2020) Florian Stelzer et al.   NEURAL NETWORKS

Limitations of the Recall Capabilities in Delay-Based Reservoir Computing Systems

(2020) Felix Köster et al.   Cognitive Computation

Perfectly Absorbing Exceptional Points and Chiral Absorbers

(2019) William R. Sweeney et al.   PHYSICAL REVIEW LETTERS

Delay-induced switched states in a slow–fast system

(2019) Stefan Ruschel et al.   PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES

Coupled Nonlinear Delay Systems as Deep Convolutional Neural Networks

(2019) Bogdan Penkovsky et al.   PHYSICAL REVIEW LETTERS

Reservoir computing system with double optoelectronic feedback loops

(2019) Yaping Chen et al.   OPTICS EXPRESS

Enhancing Ikeda Time Delay System by Breaking the Symmetry of Sine Nonlinearity

(2019) Xiaojing Gao   COMPLEXITY

Reservoir Computing Using Multiple Lasers With Feedback on a Photonic Integrated Circuit

(2019) Chihiro Sugano et al.   IEEE JOURNAL OF SELECTED TOPICS IN QUANTUM ELECTRONICS

Comparison of Photonic Reservoir Computing Systems for Fiber Transmission Equalization

(2019) Apostolos Argyris et al.   IEEE JOURNAL OF SELECTED TOPICS IN QUANTUM ELECTRONICS

Improving Time Series Recognition and Prediction With Networks and Ensembles of Passive Photonic Reservoirs

(2019) Matthias Freiberger et al.   IEEE JOURNAL OF SELECTED TOPICS IN QUANTUM ELECTRONICS

Local Lyapunov exponents of deep echo state networks

(2018) Claudio Gallicchio et al.   NEUROCOMPUTING

Tutorial: Photonic neural networks in delay systems

(2018) D. Brunner et al.   JOURNAL OF APPLIED PHYSICS

Spatio-temporal phenomena in complex systems with time delays

(2017) Serhiy Yanchuk et al.   Journal of Physics A-Mathematical and Theoretical

Deep reservoir computing: A critical experimental analysis

(2017) Claudio Gallicchio et al.   NEUROCOMPUTING

Real-time Audio Processing with a Cascade of Discrete-Time Delay Line-Based Reservoir Computers

(2017) Lars Keuninckx et al.   Cognitive Computation

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

Minimal approach to neuro-inspired information processing

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

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

(2012) L. Larger et al.   OPTICS EXPRESS

Information Processing Capacity of Dynamical Systems

(2012) Joni Dambre et al.   Scientific Reports

Information processing using a single dynamical node as complex system

(2011) L. Appeltant et al.   Nature Communications