vderm/towards_mpc

Small intro to understand data and build models for optimal controls

Towards MPC

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.md markdown file