Control systems

Chen, Yimin, Jin Wen, and James Lo. "Using Weather and Schedule based Pattern Matching and Feature based PCA for Whole Building Fault Detection — Part II Field Evaluation." Journal of Engineering for Sustainable Buildings and Cities (2022).

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Touzani, Samir, Anand Prakash, Zhe Wang, Shreya Agarwal, Marco Pritoni, Mariam Kiran, Richard E Brown, and Jessica Granderson. "Controlling distributed energy resources via deep reinforcement learning for load flexibility and energy efficiency." Applied Energy (2021).

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Prakash, Anand, Samir Touzani, Mariam Kiran, Shreya Agarwal, Marco Pritoni, and Jessica Granderson. "Deep Reinforcement Learning in Buildings: Implicit Assumptions and their Impact." RLEM’20: Proceedings of the 1st International Workshop on Reinforcement Learning for Energy Management in Buildings & Cities. 2020.

Lee, Eleanor S, Erin S Claybaugh, and Marc LaFrance. "End User Impacts of Automated Electrochromic Windows in a Pilot Retrofit Application." Energy and Buildings 47.April 2012 (2012) 267–284.

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Ghatikar, Girish, Mary Ann Piette, K Sydny Fujita, Aimee T McKane, Junqiao Han Dudley, Anthony Radspieler Jr, KC Mares, and Dave Shroyer. Demand Response and Open Automated Demand Response Opportunities for Data Centers. Berkeley: Lawrence Berkeley National Laboratory, 2010.

Ghatikar, Girish, Venkata Ganti, Nance Matson, and Mary Ann Piette. Demand Response Opportunities and Enabling Technologies for Data Centers: Findings From Field Studies. PG&E/SDG&E/CEC/LBNL, 2012.