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extended-dynamic-mode-decomposition

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jbramburger / DataDrivenDynSyst

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Scripts and notebooks to accompany the book Data-Driven Methods for Dynamic Systems

data-science machine-learning neural-network forecasting autoencoder dynamical-systems kernel-methods conservation-laws autoencoders sindy dynamic-mode-decomposition time-delay stroboscopic-map poincare-map autoencoder-neural-network extended-dynamic-mode-decomposition physics-informed-learning sindy-algorithm physics-informed-neural-networks universal-approximation-theorem
  • Updated Aug 6, 2024
  • Jupyter Notebook

datafold-dev / datafold

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Extended Dynamic Mode Decomposition for system identification from time series data (with dictionary learning, control and streaming options). Diffusion Maps to extract geometric description from data.

machine-learning time-series data-driven scikit-learn scientific-computing dynamical-systems manifold-learning time-series-analysis dynamic-mode-decomposition extended-dynamic-mode-decomposition koopman-operator diffusion-map
  • Updated Sep 12, 2024
  • Python

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