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Attractor reconstruction with reservoir computers: The effect of the reservoir's conditional Lyapunov exponents on faithful attractor reconstruction
JD Hart - Chaos: An Interdisciplinary Journal of Nonlinear …, 2024 - pubs.aip.org
Reservoir computing is a machine learning framework that has been shown to be able to
replicate the chaotic attractor, including the fractal dimension and the entire Lyapunov …
replicate the chaotic attractor, including the fractal dimension and the entire Lyapunov …
Predicting unobserved climate time series data at distant areas via spatial correlation using reservoir computing
Collecting time series data spatially distributed in many locations is often important for
analyzing climate change and its impacts on ecosystems. However, comprehensive spatial …
analyzing climate change and its impacts on ecosystems. However, comprehensive spatial …
Long-term prediction of El Ni\~ no-Southern Oscillation using reservoir computing with data-driven realtime filter
In recent years, the application of machine learning approaches to time-series forecasting of
climate dynamical phenomena has become increasingly active. It is known that applying a …
climate dynamical phenomena has become increasingly active. It is known that applying a …