README.md

Tutorials

In this folder you can find a collection of useful Notebooks containing several tutorials, in order to understand the principles and the potential of PyDMD. An additional PDF tutorial (DSWeb contest winner) is available here.

Tutorial 1

Here we show a basic application of the standard dynamic mode decomposition on a simple system in order to reconstruct and analyze it.

Tutorial 2

Here we show a more complex application of the standard dynamic mode decomposition on a 2D system evolving in time, focusing on the advanced settings the class provides.

Tutorial 3

Here we show the application of the multi-resolution dynamic mode decomposition on a system that contains transient time events.

Tutorial 4

Here we show the application of the compressed dynamic mode decomposition in order to decrease the computational cost required by decomposition.

Tutorial 5

Here we show the forward-backward dynamic mode decomposition on a dataset coming from a fluid dynamics problem.

Tutorial 6

Here we show the higher order dynamic mode decomposition applied on 1D snapshots.

Tutorial 7

Here we show the dynamic mode decomposition incorporanting the effect of control, on a toy dataset.

More to come...

We plan to add more tutorials but the time is often against us. If you want to contribute with a notebook on a feature not covered yet we will be very happy and give you support on editing!