Add LSTM and TCN models for predicting hysteretic curves
- Implemented LSTM model with enhanced training features including mixed precision, early stopping, and validation via DataLoader.
- Introduced a new 1D Temporal Convolutional Network (TCN) model for predicting hysteretic curves.
- Added functionality for creating sliding windows from the dataset for both training and testing.
- Integrated scaling for features and targets using StandardScaler.
- Enhanced data handling with explicit cleanup and memory management for GPU.
- Updated main function to include model training and prediction for both LSTM and TCN.
- Saved predictions to CSV files for further analysis.
Showing
This source diff could not be displayed because it is too large.
You can
view the blob
instead.
This source diff could not be displayed because it is too large.
You can
view the blob
instead.
This source diff could not be displayed because it is too large.
You can
view the blob
instead.
This source diff could not be displayed because it is too large.
You can
view the blob
instead.
This source diff could not be displayed because it is too large.
You can
view the blob
instead.
File added
This diff is collapsed.
Click to expand it.
This diff is collapsed.
Click to expand it.
Please
register
or
sign in
to comment