Detecting unstable periodic orbits based only on time series: When adaptive delayed feedback control meets reservoir computing

Attractor reconstruction by machine learning

(2018) Zhixin Lu et al.   CHAOS

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

(2018) Jaideep Pathak et al.   PHYSICAL REVIEW LETTERS

Randomly distributed embedding making short-term high-dimensional data predictable

(2018) Huanfei Ma et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Google’s DeepMind aces protein folding

(2018) Robert Service   SCIENCE

Adaptive elimination of synchronization in coupled oscillator

(2017) Shijie Zhou et al.   NEW JOURNAL OF PHYSICS

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

(2017) Laurent Larger et al.   Physical Review X

Mastering the game of Go with deep neural networks and tree search

(2016) David Silver et al.   NATURE

Data based identification and prediction of nonlinear and complex dynamical systems

(2016) Wen-Xu Wang et al.   PHYSICS REPORTS-REVIEW SECTION OF PHYSICS LETTERS

Reservoir computing with a single time-delay autonomous Boolean node

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

Identification of interactions in fractional-order systems with high dimensions

(2014) Xiaoxi Ji et al.   CHAOS

Achieving modulated oscillations by feedback control

(2014) Tian Ge et al.   PHYSICAL REVIEW E

Detecting unstable periodic orbits in high-dimensional chaotic systems from time series: Reconstruction meeting with adaptation

(2013) Huanfei Ma et al.   PHYSICAL REVIEW E

Deep Neural Networks for Acoustic Modeling in Speech Recognition: The Shared Views of Four Research Groups

(2012) Geoffrey Hinton et al.   IEEE SIGNAL PROCESSING MAGAZINE

All-optical reservoir computing

(2012) François Duport et al.   OPTICS EXPRESS

Unstable periodic orbits in the Lorenz attractor

(2011) B. M. Boghosian et al.   PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES

Predicting Catastrophes in Nonlinear Dynamical Systems by Compressive Sensing

(2011) Wen-Xu Wang et al.   PHYSICAL REVIEW LETTERS

Information processing using a single dynamical node as complex system

(2011) L. Appeltant et al.   Nature Communications

Synchronization Between Adaptively Coupled Systems With Discrete and Distributed Time-Delays

(2010) Wei Lin et al.   IEEE TRANSACTIONS ON AUTOMATIC CONTROL

Locating unstable periodic orbits: When adaptation integrates into delayed feedback control

(2010) Wei Lin et al.   PHYSICAL REVIEW E

Nonlinear adaptive synchronization rule for identification of a large amount of parameters in dynamical models

(2009) Huan-fei Ma et al.   PHYSICS LETTERS A