Published June 13, 2024
| Version v2
Preprint
Open
Models and datasets for "Learning effective good variables from physical data"
Description
Trained models and datasets related to the GitHub repository https://github.com/giuliobarl/GoodPhysVariables and to our publication
- Dittus.xlsx, Gnielinski.xlsx, and Newton.xlsx are the original datasets with no noise;
- Dittus Noise.xlsx, Gnielinski Noise.xlsx, and Newton Noise.xlsx are the datasets to which gaussian noise has been added, and that are used to train the DNN models;
- dittus_model.tf.zip contains the trained DNN model for the Dittus-Boelter correlation;
- gnielinski_model.tf.zip contains the trained DNN model for the Gnielinski correlation;
- newton_model.tf.zip contains the trained DNN model for Newton's law of universal gravitation.