Machine learning algorithms for predicting the amplitude of chaotic laser pulses

A small-world topology enhances the echo state property and signal propagation in reservoir computing

(2019) Yuji Kawai et al.   NEURAL NETWORKS

Nonlinear real time prediction of ocean surface waves

(2018) Nikolai Köllisch et al.   OCEAN ENGINEERING

Model-Free Prediction of Large Spatiotemporally Chaotic Systems from Data: A Reservoir Computing Approach

(2018) Jaideep Pathak et al.   PHYSICAL REVIEW LETTERS

Narrow-linewidth single-frequency photonic microwave generation in optically injected semiconductor lasers with filtered optical feedback

(2018) Chenpeng Xue et al.   OPTICS LETTERS

Numerical study of ultrashort-optical-feedback-enhanced photonic microwave generation using optically injected semiconductor lasers at period-one nonlinear dynamics

(2017) Kai-Hung Lo et al.   OPTICS EXPRESS

Roadmap on optical rogue waves and extreme events

(2016) Nail Akhmediev et al.   Journal of Optics

Data-driven prediction and prevention of extreme events in a spatially extended excitable system

(2015) Stephan Bialonski et al.   PHYSICAL REVIEW E

Predictability of Rogue Events

(2015) Simon Birkholz et al.   PHYSICAL REVIEW LETTERS

Time series forecasting using a deep belief network with restricted Boltzmann machines

(2014) Takashi Kuremoto et al.   NEUROCOMPUTING

Controlling the likelihood of rogue waves in an optically injected semiconductor laser via direct current modulation

(2014) S. Perrone et al.   PHYSICAL REVIEW A

Heterodyne Random Bit Generation Using an Optically Injected Semiconductor Laser in Chaos

(2013) Xiao-Zhou Li et al.   IEEE JOURNAL OF QUANTUM ELECTRONICS

A comparative study of artificial neural network, adaptive neuro fuzzy inference system and support vector machine for forecasting river flow in the semiarid mountain region

(2013) Zhibin He et al.   JOURNAL OF HYDROLOGY

Rogue waves in optically injected lasers: Origin, predictability, and suppression

(2013) Jordi Zamora-Munt et al.   PHYSICAL REVIEW A

Predictability and Suppression of Extreme Events in a Chaotic System

(2013) Hugo L. D. de S. Cavalcante et al.   PHYSICAL REVIEW LETTERS

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

(2012) L. Larger et al.   OPTICS EXPRESS

Predictability of extreme events in a nonlinear stochastic-dynamical model

(2012) Christian Franzke   PHYSICAL REVIEW E

Optoelectronic Reservoir Computing

(2012) Y. Paquot et al.   Scientific Reports

Chaotic time series method combined with particle swarm optimization and trend adjustment for electricity demand forecasting

(2011) Jianzhou Wang et al.   EXPERT SYSTEMS WITH APPLICATIONS

Deterministic Optical Rogue Waves

(2011) Cristian Bonatto et al.   PHYSICAL REVIEW LETTERS

Minimum Complexity Echo State Network

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

Chaotic time series prediction with residual analysis method using hybrid Elman–NARX neural networks

(2010) Muhammad Ardalani-Farsa et al.   NEUROCOMPUTING

Strong optical injection-locked semiconductor lasers demonstrating > 100-GHz resonance frequencies and 80-GHz intrinsic bandwidths

(2008) Erwin K. Lau et al.   OPTICS EXPRESS

Local prediction of non-linear time series using support vector regression

(2007) K.W. Lau et al.   PATTERN RECOGNITION