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Small intro to understand data and build models for optimal controls

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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

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