Consistent Koopman Autoencoders

Research code that demonstrates consistent Koopman autoencoders on the nonlinear pendulum with no friction.

Here is an example:

python driver.py --dataset pendulum --folder results_back_pendulum --bottleneck 6 --backward 1

You can also create a baseline model:

python driver.py --dataset pendulum --folder results_pendulum --bottleneck 6 --backward 0

Use the following code to plot the results:

python plot_pred_error.py

Reference

Name		Name	Last commit message	Last commit date
Latest commit History 64 Commits
plot		plot
ConVLSTM.ipynb		ConVLSTM.ipynb
LSTM.ipynb		LSTM.ipynb
README.md		README.md
driver.py		driver.py
model.py		model.py
plot_pred_error.py		plot_pred_error.py
read_dataset.py		read_dataset.py
sst_dataset-Copy2.ipynb		sst_dataset-Copy2.ipynb
sst_dataset.ipynb		sst_dataset.ipynb
sst_dataset_14_steps.ipynb		sst_dataset_14_steps.ipynb
sst_dataset_all_years.ipynb		sst_dataset_all_years.ipynb
sst_dataset_omri.ipynb		sst_dataset_omri.ipynb
tools.py		tools.py
train.py		train.py
train_sst.py		train_sst.py
training_parms.txt		training_parms.txt