Projects

Updated 9 months ago

autokoopman • Rank 10.2 • Science 64%

AutoKoopman - automated Koopman operator methods for data-driven dynamical systems analysis and control.

autoencoders data-driven-dynamics deep-learning dynamic-mode-decomposition dynamical-systems koopman koopman-operators reachability sindy system-identification

Scientific Software

Updated 9 months ago

flowTorch - a Python library for analysis and reduced-order modeling of fluid flows — Peer-reviewed • Rank 6.9 • Science 59%

flowTorch - a Python library for analysis and reduced-order modeling of fluid flows - Published in JOSS (2021)

cnm csv davis dmd dynamic-mode-decomposition hdf5 ipsp jupyter machine-learning netcdf openfoam pod proper-orthogonal-decomposition pytorch tau

Earth and Environmental Sciences

Scientific Software · Peer-reviewed

Updated 9 months ago

edmd_koopman • Science 67%

Repository containing generic functions for the implementation of the EDMD algorithm for the approximation of the Koopman Operator.

dmd duffing dynamic-mode-decomposition edmd extended-dynamic-mode-decomposition koopman

Updated 9 months ago

pydmd • Science 49%

Python Dynamic Mode Decomposition

cdmd data-driven dmd dynamic-mode-decomposition fbdmd hodmd mrdmd numfocus python

Updated 9 months ago

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.

data-driven diffusion-map dynamic-mode-decomposition dynamical-systems extended-dynamic-mode-decomposition koopman-operator machine-learning manifold-learning scientific-computing scikit-learn time-series time-series-analysis

ecosyste.ms

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Open Source Science

autokoopman • Rank 10.2 • Science 64%

flowTorch - a Python library for analysis and reduced-order modeling of fluid flows — Peer-reviewed • Rank 6.9 • Science 59%

edmd_koopman • Science 67%

pydmd • Science 49%

datafold • Science 67%