Simulation Research

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.

Fierro, Gabe, Anand Prakash, Cory Mosiman, Marco Pritoni, Paul Raftery, Michael Wetter, and David Culler. "Shepherding Metadata Through the Building Lifecycle." BuildSys ’20: Proceedings of the 7th ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation. Japan, 2020.

Zhang, Kun, David Blum, Milica Grahovac, Jianjun Hu, Jessica Granderson, and Michael Wetter. "Development and Verification of Control Sequences for Single- Zone Variable Air Volume System Based on ASHRAE Guideline 36." American Modelica Conference 2020. Boulder, Colorado: Proceedings of the American Modelica Conference 2020, 2020.

Pritoni, Marco, Anand Prakash, David Blum, Kun Zhang, Rui Tang, and Jessica Granderson. "Advanced control sequences and FDD technology. Just shiny objects, or ready for scale?" ACEEE Summer Study 2020. 2020.

Casillas, Armando, Guanjing Lin, and Jessica Granderson. "Curation of Ground-Truth Validated Benchmarking Datasets for Fault Detection & Diagnostics Tools." 2020 ACEEE Summer Study. 2020.

Yang, Bin, Xiaojing Li, Yingzhen Hou, Alan K Meier, Xiaogang Cheng, Joon-Ho Choi, Faming Wang, Huan Wang, Andreas Wagner, Da Yan, Angui Li, Thomas Olofsson, and Haibo Li. "Non-invasive (non-contact) measurements of human thermal physiology signals and thermal comfort/discomfort poses -A review." Energy and Buildings 224 (2020) 110261.

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Drgoňa, Ján, Javier Arroyo, Iago Cupeiro Figueroa, David Blum, Krzysztof Arendt, Donghun Kim, Enric Perarnau Ollé, Juraj Oravec, Michael Wetter, Draguna L Vrabie, and Lieve Helsen. "All you need to know about model predictive control for buildings." Annual Reviews in Control (2020).

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Wetter, Michael, Antoine Gautier, Milica Grahovac, and Jianjun Hu. "Verification of Control Sequences within OpenBuildingControl." 16th IBPSA Conference. Rome, Italy, 2019.

Yoon, Nari, Leslie K Norford, Ali Malkawi, Holly Samuelson, and Mary Ann Piette. "Dynamic metrics of natural ventilation cooling effectiveness for interactive modeling." Building and Environment 180.106994 (2020).

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Wang, Zhe, and Tianzhen Hong. "Reinforcement learning for building controls: The opportunities and challenges." Applied Energy 269 (2020) 115036.

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Sun, Kaiyu, Michael Specian, and Tianzhen Hong. "Nexus of thermal resilience and energy efficiency in buildings: A case study of a nursing home." Building and Environment 177 (2020) 106842.

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Wang, Zhe, Hui Zhang, Yingdong Hi, Maohui Luo, Ziwei Li, Tianzhen Hong, and Borong Lin. "Revisiting individual and group differences in thermal comfort based on ASHRAE database." Energy and Buildings 219 (2020) 110017.

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Luo, Xuan, Tianzhen Hong, and Yu-Hang Tang. "Modeling Thermal Interactions between Buildings in an Urban Context." Energies 13.9 (2020) 2382.

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Malik, Jeetika, Ronita Bardhan, Tianzhen Hong, and Mary Ann Piette. "Contextualising adaptive comfort behaviour within low-income housing of Mumbai, India." Building and Environment 177 (2020) 106877.

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Yoon, Nari, Mary Ann Piette, Jung Min Han, Wentao Wu, and Ali Malkawi. "Optimization of Window Positions for Wind-Driven Natural Ventilation Performance." Energies 13.10 (2020) 2464.

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Haves, Philip, Baptiste Ravache, and Mehry Yazdanian. Accuracy of HVAC Load Predictions: Validation of EnergyPlus and DOE-2 using FLEXLAB Measurements. 2020.

Hong, Tianzhen, Jared Langevin, Na Luo, and Kaiyu Sun. Energy and Behaviour Developing quantitative insights on building occupant behaviour: Supporting modelling tools and datasets. Elsevier, 2020.

Jia, Ruoxi, Ming Jin, Kaiyu Sun, Tianzhen Hong, and Costas Spanos. "Advanced Building Control via Deep Reinforcement Learning." Energy Procedia 158 (2019) 6158–6163.

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Wang, Jingyi, Zhe Wang, Ding Zhou, and Kaiyu Sun. "Key issues and novel optimization approaches of industrial waste heat recovery in district heating systems." Energy 188 (2019) 116005.

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