Rapid time series prediction with a hardware-based reservoir computer

Attractor reconstruction by machine learning

(2018) Zhixin Lu et al.   CHAOS

Hybrid forecasting of chaotic processes: Using machine learning in conjunction with a knowledge-based model

(2018) Jaideep Pathak et al.   CHAOS

A deep belief network with PLSR for nonlinear system modeling

(2018) Junfei Qiao et al.   NEURAL NETWORKS

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

(2017) Julián Bueno et al.   OPTICS EXPRESS

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

(2017) Laurent Larger et al.   Physical Review X

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

(2016) Joma Nakayama et al.   OPTICS EXPRESS

FPGA-Based Stochastic Echo State Networks for Time-Series Forecasting

(2016) Miquel L. Alomar et al.   Computational Intelligence and Neuroscience

Reservoir computing with a single time-delay autonomous Boolean node

(2015) Nicholas D. Haynes et al.   PHYSICAL REVIEW E

A Comprehensive Review of Stability Analysis of Continuous-Time Recurrent Neural Networks

(2014) Huaguang Zhang et al.   IEEE Transactions on Neural Networks and Learning Systems

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

Chaotic Time Series Prediction Based on a Novel Robust Echo State Network

(2012) Decai Li et al.   IEEE Transactions on Neural Networks and Learning Systems

Information processing using a single dynamical node as complex system

(2011) L. Appeltant et al.   Nature Communications

A comparative study of Reservoir Computing strategies for monthly time series prediction

(2010) F. Wyffels et al.   NEUROCOMPUTING

Connectivity, Dynamics, and Memory in Reservoir Computing with Binary and Analog Neurons

(2009) Lars Büsing et al.   NEURAL COMPUTATION

Boolean chaos

(2009) Rui Zhang et al.   PHYSICAL REVIEW E

Toward optical signal processing using Photonic Reservoir Computing

(2008) Kristof Vandoorne et al.   OPTICS EXPRESS

Compact hardware liquid state machines on FPGA for real-time speech recognition

(2007) Benjamin Schrauwen et al.   NEURAL NETWORKS