Research graph
References from Delay-coupled multi-branch reservoir computing with cross-pooled interactions for long-horizon chaotic dynamics forecasting. Local targets link to admitted publications; unresolved targets remain external evidence.
Chaotic time series prediction of nonlinear systems based on various neural network models
10.1016/j.chaos.2023.113971 · 2023 · External reference
Forecasting of noisy chaotic systems with deep neural networks
10.1016/j.chaos.2021.111570 · 2021 · External reference
Model-free prediction of large spatiotemporally chaotic systems from data: a reservoir computing approach
10.1103/physrevlett.120.024102 · 2018 · External reference
Symmetry enhanced prediction of spatio-temporal chaotic system with reservoir computing
10.1016/j.chaos.2025.117634 · 2026 · External reference
Using a reservoir computer to learn chaotic attractors, with applications to chaos synchronization and cryptography
10.1103/physreve.98.012215 · 2018 · External reference
Long short-term memory
10.1007/978-3-642-24797-2_4 · 2012 · External reference
Deep learning
10.1038/nature14539 · 2015 · External reference
Predicting nonlinear dynamics of optical solitons in optical fiber via the SCPINN
10.1016/j.chaos.2022.112908 · 2022 · External reference
The “echo state” approach to analysing and training recurrent neural networks-with an erratum note
2001 · External reference
Reservoir computing approaches to recurrent neural network training
10.1016/j.cosrev.2009.03.005 · 2009 · External reference
Synchronization of spatiotemporal chaos and reservoir computing via scalar signals
10.1016/j.chaos.2023.113314 · 2023 · External reference
The optoelectronic reservoir computing system based on parallel multi-time-delay feedback loops for time-series prediction and optical performance monitoring
10.1016/j.chaos.2024.115306 · 2024 · External reference
Deep time-delay reservoir computing: dynamics and memory capacity
2020 · External reference
Security-enhanced coherent optical chaotic secure communication based on linearly coupled reservoir computing
10.1016/j.chaos.2025.117548 · 2026 · External reference
Hybrid residual reservoir computing using dynamic memristor for time series prediction
10.1016/j.chaos.2026.117866 · 2026 · External reference
Delay-embedded reservoir computing with single memristor for scale-efficient temporal signal processing
10.1016/j.chaos.2025.117842 · 2026 · External reference
Random search for hyper-parameter optimization
2012 · External reference
Principled neuromorphic reservoir computing
10.1038/s41467-025-55832-y · 2025 · External reference
Input driven optimization of echo state network parameters for prediction on chaotic time series
10.1038/s41598-025-18261-x · 2025 · External reference
Deterministic nonperiodic flow
10.1175/1520-0469(1963)020<0130:dnf>2.0.co;2 · 1963 · External reference
Persistence of chaos in coupled Lorenz systems
10.1016/j.chaos.2016.12.017 · 2017 · External reference
Attention-enhanced reservoir computing
10.1103/physrevapplied.22.014039 · 2024 · External reference
Backpropagation algorithms and reservoir computing in recurrent neural networks for the forecasting of complex spatiotemporal dynamics
10.1016/j.neunet.2020.02.016 · 2020 · External reference
Data-driven predictions of a multiscale Lorenz 96 chaotic system using machine-learning methods: reservoir computing, artificial neural network, and long short-term memory network
10.5194/npg-27-373-2020 · 2020 · External reference
Hybridizing traditional and next-generation reservoir computing to accurately and efficiently forecast dynamical systems
2024 · External reference
Constructing polynomial libraries for reservoir computing in nonlinear dynamical system forecasting
10.1103/physreve.109.024227 · 2024 · External reference
Computational efficiency of multi-step learning echo state networks for nonlinear time series prediction
10.1109/access.2022.3158755 · 2022 · External reference
Minimal design of multi-stage reservoir based on small-world network
10.1088/2631-8695/ada480 · 2025 · External reference
An equation for continuous chaos
10.1016/0375-9601(76)90101-8 · 1976 · External reference
Oscillation and chaos in physiological control systems
10.1126/science.267326 · 1977 · External reference
Circuit realization, bifurcations, chaos and hyperchaos in a new 4D system
10.1016/j.amc.2014.04.109 · 2014 · External reference
Long short-term memory
10.1007/978-3-642-24797-2_4 · ExternalCitation · doi-reference
An equation for continuous chaos
10.1016/0375-9601(76)90101-8 · ExternalCitation · doi-reference
Circuit realization, bifurcations, chaos and hyperchaos in a new 4D system
10.1016/j.amc.2014.04.109 · ExternalCitation · doi-reference
Persistence of chaos in coupled Lorenz systems
10.1016/j.chaos.2016.12.017 · ExternalCitation · doi-reference
Forecasting of noisy chaotic systems with deep neural networks
10.1016/j.chaos.2021.111570 · ExternalCitation · doi-reference
Predicting nonlinear dynamics of optical solitons in optical fiber via the SCPINN
10.1016/j.chaos.2022.112908 · ExternalCitation · doi-reference
Synchronization of spatiotemporal chaos and reservoir computing via scalar signals
10.1016/j.chaos.2023.113314 · ExternalCitation · doi-reference
Chaotic time series prediction of nonlinear systems based on various neural network models
10.1016/j.chaos.2023.113971 · ExternalCitation · doi-reference
The optoelectronic reservoir computing system based on parallel multi-time-delay feedback loops for time-series prediction and optical performance monitoring
10.1016/j.chaos.2024.115306 · ExternalCitation · doi-reference
Security-enhanced coherent optical chaotic secure communication based on linearly coupled reservoir computing
10.1016/j.chaos.2025.117548 · ExternalCitation · doi-reference
Symmetry enhanced prediction of spatio-temporal chaotic system with reservoir computing
10.1016/j.chaos.2025.117634 · ExternalCitation · doi-reference
Delay-embedded reservoir computing with single memristor for scale-efficient temporal signal processing
10.1016/j.chaos.2025.117842 · ExternalCitation · doi-reference
Hybrid residual reservoir computing using dynamic memristor for time series prediction
10.1016/j.chaos.2026.117866 · ExternalCitation · doi-reference
Reservoir computing approaches to recurrent neural network training
10.1016/j.cosrev.2009.03.005 · ExternalCitation · doi-reference
Backpropagation algorithms and reservoir computing in recurrent neural networks for the forecasting of complex spatiotemporal dynamics
10.1016/j.neunet.2020.02.016 · ExternalCitation · doi-reference
Deep learning
10.1038/nature14539 · ExternalCitation · doi-reference
Principled neuromorphic reservoir computing
10.1038/s41467-025-55832-y · ExternalCitation · doi-reference
Input driven optimization of echo state network parameters for prediction on chaotic time series
10.1038/s41598-025-18261-x · ExternalCitation · doi-reference
Minimal design of multi-stage reservoir based on small-world network
10.1088/2631-8695/ada480 · ExternalCitation · doi-reference
Attention-enhanced reservoir computing
10.1103/physrevapplied.22.014039 · ExternalCitation · doi-reference
Constructing polynomial libraries for reservoir computing in nonlinear dynamical system forecasting
10.1103/physreve.109.024227 · ExternalCitation · doi-reference
Using a reservoir computer to learn chaotic attractors, with applications to chaos synchronization and cryptography
10.1103/physreve.98.012215 · ExternalCitation · doi-reference
Model-free prediction of large spatiotemporally chaotic systems from data: a reservoir computing approach
10.1103/physrevlett.120.024102 · ExternalCitation · doi-reference
Computational efficiency of multi-step learning echo state networks for nonlinear time series prediction
10.1109/access.2022.3158755 · ExternalCitation · doi-reference
Oscillation and chaos in physiological control systems
10.1126/science.267326 · ExternalCitation · doi-reference
Deterministic nonperiodic flow
10.1175/1520-0469(1963)020<0130:dnf>2.0.co;2 · ExternalCitation · doi-reference
Data-driven predictions of a multiscale Lorenz 96 chaotic system using machine-learning methods: reservoir computing, artificial neural network, and long short-term memory network
10.5194/npg-27-373-2020 · ExternalCitation · doi-reference
