Small intro to understand data and build models for optimal controls.
File descriptions:
- data_varennes_subset.csv.zip: subset of the building data between January to March 2018
- 01_statistical.ipynb: load the data and apply basic statistics
- 02_explore_data.ipynb: explore data using domain expertise
- 03_model.ipynb: simple models to get a feel on how to do a fit
- 04_mpc_cvx.ipynb: simple and single MPC run with both an energy and power minimization case
- pandas-profile.html: output from pandas_profile package
- requirements.txt: Python packages required to run all the files
- Introduction_to_MPC.{md,pdf}: intro to MPC using state-space formulation
- Figures/: folder with images used in
Introduction_to_MPC.mdmarkdown file