Examples

Explore the following examples showcasing different applications of our methods:

Eigenfunctions of a 1D Potential

Learn Koopman eigenfunctions for a 1D Prinz potential.

examples/prinz_potential.html

Dynamic Mode Decomposition

Dynamic mode decomposition of a 2D fluid flow past a circular cylinder.

examples/fluid_flow_dmd.html

Fast Kernel Models

Learn transfer operators efficiently using kernel-based approaches.

examples/kernel_methods.html

Analysing Molecular Dynamics

Characterize metastable states in alanine dipeptide trajectories.

examples/ala2_nys_tutorial.html

Switching System

Detect regime switching by identifying changes in dominant frequencies using Koopman analysis.

examples/switching_system.html

Ordered MNIST (torch)

Learn temporal structure in image sequences with neural-network representations.

examples/ordered_mnist_torch.html

Ordered MNIST (jax)

Learn temporal structure in image sequences with neural-network representations.

examples/ordered_mnist_jax.html

Logistic Map (torch)

Representation Learning for the noisy Logistic Map.

examples/logistic_map.html

Kooplearn Datasets

Visualizations of the datasets included in Kooplearn.

examples/kooplearn_datasets.html