Publications

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2019

Kramer, Hannah, Guanjing Lin, Claire Curtin, Eliot Crowe, and Jessica Granderson."Building analytics and monitoring-based commissioning: industry practice, costs, and savings."Energy Efficiency (2019). DOI
Gerber, Daniel L., Alan K. Meier, Richard Liou, and Robert Hosbach."Emerging Zero-Standby Solutions for Miscellaneous Electric Loads and the Internet of Things."Electronics 8.5 (2019). DOI
Wang, Zhe, Tianzhen Hong, Mary Ann Piette, and Marco Pritoni."Inferring occupant counts from Wi-Fi data in buildings through machine learning."Building and Environment 158 (2019) 281 - 294. DOI
Hong, Tianzhen, and Sang Hoon Lee."Integrating physics-based models with sensor data: An inverse modeling approach."Building and Environment 154 (2019) 23 - 31. DOI
Wang, Zhe, Tianzhen Hong, and Mary Ann Piette."Predicting plug loads with occupant count data through a deep learning approach."Energy 181 (2019) 29 - 42. DOI
Barr, Zach, Norman Bourassa, John Bowie, Richard E. Brown, Nora DeCuir, H. Jordan Diamond, Amy Dryden, Ethan Elkind, Harrison Fraker, Wenjie Fu, Ethan Guy, Daniel Hamilton, Ted Lamm, Maika Nicholson, Leo Rainer, Sandy Robertson, Christine Scott Thomson, Emma Tome, and Andréa Traber."Accelerating the Deployment of Advanced Energy Communities: The Oakland EcoBlock A Zero Net Energy, Low Water Use Retrofit Neighborhood Demonstration Project." (2019).
Walter, Travis, and Paul A. Mathew."Is the BPD Nationally Representative? A Comparison of the Building Performance Database to the Commercial Buildings Energy Consumption Survey." (2019).
Hart, Nora, Tripp Shealy, Kristen Parrish, and Jessica Granderson."Cognitive barriers during monitoring-based commissioning of buildings."Sustainable Cities and Society 46 (2019) 101389. DOI
Less, Brennan, Spencer M. Dutton, Iain S. Walker, Max H. Sherman, and Jordan D. Clark."Energy savings with outdoor temperature-based smart ventilation control strategies in advanced California homes."Energy and Buildings 194 (2019) 317 - 327. DOI
Wang, Wei, Tianzhen Hong, Xiaodong Xu, Jiayu Chen, Ziang Liu, and Ning Xu."Forecasting district-scale energy dynamics through integrating building network and long short-term memory learning algorithm."Applied Energy 248 (2019) 217 - 230. DOI
Mills, Evan, Norman Bourassa, Leo I. Rainer, Jimmy Mai, Ian Vaino, Claire Curtin, Arman Shehabi, Louis-Benoit Desroches, and Nathaniel Mills."A Plug-Loads Game Changer: Computer Gaming Energy Efficiency without Performance Compromise." (2019).
Less, Brennan, Iain S. Walker, Jonathan L. Slack, Leo I. Rainer, and Ronnen M. Levinson."Sealed and Insulated Attic Hygrothermal Performance in New California Homes Using Vapor and Air Permeable Insulation—Field Study and Simulations." (2019).
Levinson, Ronnen M., George A. Ban-Weiss, Paul Berdahl, Sharon S. Chen, Hugo Destaillats, Nathalie Dumas, Haley E. Gilbert, Howdy Goudey, Sébastien Houzé de l’Aulnoit, Jan Kleissl, Benjamin Kurtz, Yun Li, Yan Long, Arash Mohegh, Negin Nazarian, Matteo Pizzicotti, Pablo J. Rosado, Marion L. Russell, Jonathan L. Slack, Xiaochen Tang, Jiachen Zhang, and Weilong Zhang."Solar-Reflective “Cool” Walls: Benefits, Technologies, and Implementation." (2019). DOI
Schwartz, Peter, Brian F. Gerke, Jennifer Potter, Alastair Robinson, David Jagger, Kelly Sanders, Yao-Yung Wen, Jasmine Shepard, and Teddy Kisch."The Value Proposition for Cost-Effective, Demand Responsive-Enabling, Nonresidential Lighting System Retrofits in California Buildings." (2019).
Clark, Jordan D., Brennan Less, Spencer M. Dutton, Iain S. Walker, and Max H. Sherman."Efficacy of occupancy-based smart ventilation control strategies in energy-efficient homes in the United States."Building and Environment 156 (2019) 253 - 267. DOI
Levinson, Ronnen M., Howdy Goudey, Sharon S. Chen, Haley E. Gilbert, George A. Ban-Weiss, Joseph Ko, Yun Li, Arash Mohegh, Angie Rodriguez, Jonathan L. Slack, Haider Taha, Tianbo Tang, and Jiachen Zhang."Monitoring the Urban Heat Island Effect and the Efficacy of Future Countermeasures." (2019). DOI
Guo, Siyue, Da Yan, Tianzhen Hong, Chan Xiao, and Ying Cui."A novel approach for selecting typical hot-year (THY) weather data."Applied Energy 242 (2019) 1634 - 1648. DOI
Xu, Xiaodong, Yifan Wu, Wei Wang, Tianzhen Hong, and Ning Xu."Performance-driven optimization of urban open space configuration in the cold-winter and hot-summer region of China."Building Simulation 12.3 (2019) 411 - 424. DOI
Wetter, Michael, and Jianjun Hu."Quayside Energy Systems Analysis." (2019).
Wang, Zhe, Thomas Parkinson, Peixian Li, Borong Lin, and Tianzhen Hong."The Squeaky wheel: Machine learning for anomaly detection in subjective thermal comfort votes."Building and Environment 151 (2019) 219 - 227. DOI
Kramer, , Hannah, Guanjing Lin, Jessica Granderson, Claire Curtin, and Eliot Crowe."Synthesis of Year Two Outcomes in the Smart Energy Analytics Campaign." (2019). DOI
Jia, Ruoxi, Ming Jin, Kaiyu Sun, Tianzhen Hong, and Costas Spanos."Advanced Building Control via Deep Reinforcement Learning."Energy Procedia 158 (2019) 6158 - 6163. DOI
Aghajanzadeh, Arian, and Peter L. Therkelsen."Agricultural demand response for decarbonizing the electricity grid."Journal of Cleaner Production 220 (2019) 827 - 835. DOI
Wang, Zhe, Tianzhen Hong, and Mary Ann Piette."Data fusion in predicting internal heat gains for office buildings through a deep learning approach."Applied Energy 240 (2019) 386 - 398. DOI
Hu, R. L., Jessica Granderson, David M. Auslander, and Alice M. Agogino."Design of machine learning models with domain experts for automated sensor selection for energy fault detection."Applied Energy 235 (2019) 117 - 128. DOI