Publications

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2019
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.
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.
Mathew, Paul A, Philip Coleman, Janie Page, Cynthia Regnier, Jordan Shackelford, Greg Hopkins, Matt Jungclaus, and Victor Olgyay. Energy Efficiency and the Real Estate Lifecycle: Stakeholder Perspectives. 2019. LBNL 2001214.
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.
Xu, Xiaodong, Wei Wang, Tianzhen Hong, and Jiayu Chen. "Incorporating machine learning with building network analysis to predict multi-building energy use." Energy and Buildings 186 (2019) 80 - 97.
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.
Hong, Tianzhen, and Sang Hoon Lee. "Integrating physics-based models with sensor data: An inverse modeling approach." Building and Environment 154 (2019) 23 - 31.
Wang, Wei, Tianzhen Hong, Nan Li, Ryan Qi Wang, and Jiayu Chen. "Linking energy-cyber-physical systems with occupancy prediction and interpretation through WiFi probe-based ensemble classification." Applied Energy 236 (2019) 55 - 69.
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.
Karaguzel, Omer T, Mohammed Elshambakey, Yimin Zhu, and Tianzhen Hong. "OPEN COMPUTING INFRASTRUCTURE FOR SHARING DATA ANALYTICS TO SUPPORT BUILDING ENERGY SIMULATIONS." 2019.
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.
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.
Wetter, Michael, and Jianjun Hu. Quayside Energy Systems Analysis. 2019. LBNL 2001197.
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.
Hart, Robert, Stephen E Selkowitz, and D. Charlie Curcija. "Thermal performance and potential annual energy impact of retrofit thin-glass triple-pane glazing in US residential buildings." Building Simulation 12.1 (2019) 79 - 86.
2018
Selkowitz, Stephen E, Robert Hart, and D. Charlie Curcija. "Breaking the 20 Year Logjam to Better Insulating Windows." 2018 ACEEE Summer Study on Energy Efficiency in Buildings 2018.
Hong, Tianzhen, Jared Langevin, and Kaiyu Sun. "Building Simulation: Ten Challenges." Building Simulation 11 (2018).
Zhou, Xin, Da Yan, Jingjing An, Tianzhen Hong, Xing Shi, and Xing Jin. "Comparative Study of Air-Conditioning Energy Use of Four Office Buildings in China and USA." Energy and Buildings 169 (2018).
Hart, Robert, Howdy Goudey, and D. Charlie Curcija. "Experimental validation for thermal transmittances of window shading systems with perimeter gaps." Journal of Building Performance Simulation (2018) 1 - 13.
Harris, Nora, Tripp Shealy, Hannah Kramer, Jessica Granderson, and Georg Reichard. "A Framework for Monitoring-Based Commissioning: Identifying Variables That Act as Barriers and Enablers to the Process." Energy and Buildings 168 (2018) 331 - 346.
Sangogboye, Fisayo Caleb, Ruoxi Jia, Tianzhen Hong, Costas Spanos, and Mikkel Baun Kjærgaard. "A Framework for Privacy-Preserving Data Publishing with Enhanced Utility for Cyber-Physical Systems." ACM Transactions on Sensor Networks 14.3-4 (2018) 1 - 22.
D'Oca, Simona, Anna Laura Pisello, Marilena De Simone, Verena M Barthelmes, Tianzhen Hong, and Stefano P Corgnati. "Human-building interaction at work: Findings from an interdisciplinary cross-country survey in Italy." Building and Environment 132 (2018).
Chen, Yixing, and Tianzhen Hong. "Impacts of Building Geometry Modeling Methods on the Simulation Results of Urban Building Energy Models." Applied Energy 215 (2018).
Belafi, Zsofia, Tianzhen Hong, and Andras Reith. "A Library of Building Occupant Behaviour Models Represented in a Standardised Schema." Energy Efficiency (2018).
Wang, Wei, Jiayu Chen, and Tianzhen Hong. "Modeling occupancy distribution in large spaces with multi-feature classification algorithm." Building and Environment 137 (2018).

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