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Building Control with RL using BOPTEST

Apply reinforcement learning to a building emulator to intelligently control HVAC systems.

Authors:

  • Javier Arroyo
  • David Blum
  • Kyle Benne
  • Iago Figueroa

Originally presented at Climate Change AI Summer School 2022.

Recorded talk here

Access this tutorial

We recommend executing this notebook in a Colab environment to gain access to GPUs and to manage all necessary dependencies. Open In Colab

We estimate that this tutorial will take around 10 minutes to execute from end-to-end.

Contribute to this tutorial

Please refer to these GitHub instructions to open a pull request via the "fork and pull request" workflow.

Pull requests will be reviewed by members of the Climate Change AI Tutorials team for relevance, accuracy, and conciseness.

Climate Change AI Tutorials

Check out the tutorials page on our website for a full list of tutorials demonstrating how AI can be used to tackle problems related to climate change.

License

Usage of this tutorial is subject to the MIT License.

Cite

Plain Text

Arroyo, J., Blum, D., Benne, K., & Figueroa, I. (2024). Building Control with RL using BOPTEST [Tutorial]. In Climate Change AI Summer School 2024. Climate Change AI. https://doi.org/10.5281/zenodo.11553263

BibTeX

@misc{arroyo2024building,
  title={Building Control with RL using BOPTEST},
  author={Arroyo, Javier and Blum, David and Benne, Kyle and Figueroa, Iago},
  year={2024},
  organization={Climate Change AI},
  type={Tutorial},
  doi={https://doi.org/10.5281/zenodo.11553263},
  booktitle={Climate Change AI Summer School 2024},
  howpublished={\url{https://github.com/climatechange-ai-tutorials/building-control-boptest}}
}

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Apply reinforcement learning to a building emulator to intelligently control HVAC systems.

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