PyDCM: Custom Data Center Models with Reinforcement Learning for Sustainability

Author:

Naug Avisek1ORCID,Guillen Antonio1ORCID,Luna Gutiérrez Ricardo1ORCID,Gundecha Vineet2ORCID,Ghorbanpour Sahand1ORCID,Dheeraj Kashyap Lekhapriya3ORCID,Markovikj Dejan1ORCID,Krause Lorenz4ORCID,Mousavi Sajad1ORCID,Babu Ashwin Ramesh1ORCID,Sarkar Soumyendu5ORCID

Affiliation:

1. Hewlett Packard Enterprise, USA

2. Hewlett Packard Enterprise, India

3. Industrial & Systems Engineering, Texas A&M, USA

4. Hewlett Packard Enterprise, Germany

5. Hewlett Packard Enterprise, United States

Publisher

ACM

Reference15 articles.

1. T. Breen and et al.2010. From chip to cooling tower data center modeling: Part I Influence of server inlet temperature and temperature rise across cabinet . In 2010 12th IEEE ITherm Conf.IEEE. https://doi.org/10 .1109/itherm. 2010 .5501421 10.1109/itherm.2010.5501421 T. Breen and et al.2010. From chip to cooling tower data center modeling: Part I Influence of server inlet temperature and temperature rise across cabinet. In 2010 12th IEEE ITherm Conf.IEEE. https://doi.org/10.1109/itherm.2010.5501421

2. D. Crawley and 2000. EnergyPlus: Energy Simulation Program. Ashrae Journal 42 (04 2000 ), 49–56. D. Crawley and et al.2000. EnergyPlus: Energy Simulation Program. Ashrae Journal 42 (04 2000), 49–56.

3. Future Facilities . 2023. 6 SigmaRoom CFD Software |. https://www.futurefacilities.com/products/6sigmaroom Link: futurefacilities.com/products/6sigmaroom [Online ; accessed 20. Jul. 2023 ]. Future Facilities. 2023. 6SigmaRoom CFD Software |. https://www.futurefacilities.com/products/6sigmaroom Link: futurefacilities.com/products/6sigmaroom [Online; accessed 20. Jul. 2023].

4. Lars Hatledal . 2023. pyfmu. https://pypi.org/project/pyfmu Link: pypi.org/project/pyfmu [Online ; accessed 21. Jul. 2023 ]. Lars Hatledal. 2023. pyfmu. https://pypi.org/project/pyfmu Link: pypi.org/project/pyfmu [Online; accessed 21. Jul. 2023].

5. J. Jiménez-Raboso and et al.2021. Sinergym: A Building Simulation and Control Framework for RL Agents . In Proc. of the 8th ACM BuildSys Conf.319–323 . https://doi.org/10.1145/3486611.3488729 10.1145/3486611.3488729 J. Jiménez-Raboso and et al.2021. Sinergym: A Building Simulation and Control Framework for RL Agents. In Proc. of the 8th ACM BuildSys Conf.319–323. https://doi.org/10.1145/3486611.3488729

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