Publications

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2020
Wang, Zhe, Tianzhen Hong, and Mary Ann Piette. "Building thermal load prediction through shallow machine learning and deep learning." Applied Energy 263 (2020) 114683.
Chen, Chien-fei, Tianzhen Hong, Gerardo Zarazua de Rubens, Selin Yilmaz, Karol Bandurski, Zsófia Deme Bélafi, Marilena De Simone, Mateus Vinícius Bavaresco, Yu Wang, Pei-ling Liu, Verena M Barthelmes, Jacqueline Adams, Simona D'Oca, and Łukasz Przybylski. "Culture, conformity, and carbon? A multi-country analysis of heating and cooling practices in office buildings." Energy Research & Social Science 61 (2020) 101344.
Wang, Zhe, Jingyi Wang, Yueer He, Yanchen Liu, Borong Lin, and Tianzhen Hong. "Dimension analysis of subjective thermal comfort metrics based on ASHRAE Global Thermal Comfort Database using machine learning." Journal of Building Engineering 29 (2020) 101120.
Wang, Zhe, Jingyi Wang, Yueer He, Yanchen Liu, Borong Lin, and Tianzhen Hong. "Dimension analysis of subjective thermal comfort metrics based on ASHRAE Global Thermal Comfort Database using machine learning." Journal of Building Engineering 29 (2020) 101120.
Lee, Eleanor S, Anothai Thanachareonkit, D. Charlie Curcija, Gregory J Ward, Taoning Wang, David Geisler-Moroder, Christoph Gehbauer, John Breshears, Luis L Fernandes, Stephen E Selkowitz, Robert Hart, Christian Kohler, David Blum, Jinqing Peng, and Howdy Goudey. High-Performance Integrated Window and Façade Solutions for California. Sacramento: California Energy Commission, 2020.
Lee, Eleanor S, Anothai Thanachareonkit, D. Charlie Curcija, Gregory J Ward, Taoning Wang, David Geisler-Moroder, Christoph Gehbauer, John Breshears, Luis L Fernandes, Stephen E Selkowitz, Robert Hart, Christian Kohler, David Blum, Jinqing Peng, and Howdy Goudey. High-Performance Integrated Window and Façade Solutions for California. Sacramento: California Energy Commission, 2020.
O’Brien, William, Andreas Wagner, Marcel Schweiker, Ardeshir Mahdavi, Julia Day, Mikkel Baun Kjærgaard, Salvatore Carlucci, Bing Dong, Farhang Tahmasebi, Da Yan, Tianzhen Hong, H. Burak Gunay, Zoltan Nagy, Clayton Miller, and Christiane Berger. "Introducing IEA EBC Annex 79: Key challenges and opportunities in the field of occupant-centric building design and operation." Building and Environment (2020) 106738.
Mathew, Paul A, Cynthia Regnier, Jordan Shackelford, and Travis Walter. Leading in Los Angeles: Demonstrating scalable emerging energy efficient technologies for integrated façade, lighting, and plug loads INTER System FLEXLAB Test Report. 2020.
Wang, Zhe, and Tianzhen Hong. "Learning occupants’ indoor comfort temperature through a Bayesian inference approach for office buildings in United States." Renewable and Sustainable Energy Reviews 119 (2020) 109593.
Hong, Tianzhen, Chien-Fei Chen, Zhe Wang, and Xiaojing Xu. "Linking human-building interactions in shared offices with personality traits." Building and Environment 170 (2020) 106602.
Walker, Iain S, and Brennan Less. "Measured Moisture Performance of Sealed and Insulated Attics with Permeable Insulation In California Homes." Thermal Performance of the Exterior Envelopes of Buildings XIV (2020).
Coleman, Philip, Shankar Earni, Bob Slattery, and Christine Walker. "M&V in ESPC: The U.S. Federal Experience and Implications for Developing ESPC Markets." energise 2020 ENERGY INNOVATION FOR A SUSTAINABLE ECONOMY 2020: 216-221.
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.
Wang, Zhe, and Tianzhen Hong. "Reinforcement learning for building controls: The opportunities and challenges." Applied Energy 269 (2020) 115036.
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.
Hong, Tianzhen, Zhe Wang, Xuan Luo, and Wanni Zhang. "State-of-the-art on research and applications of machine learning in the building life cycle." Energy and Buildings 212 (2020) 109831.
Regnier, Cynthia, Paul A Mathew, Alastair Robinson, Jordan Shackelford, and Travis Walter. Systems Retrofit Trends in Commercial Buildings: Opening Up Opportunities for Deeper Savings. 2020.
2019
Luo, Na, Wenguo Weng, Xiaoyu Xu, Tianzhen Hong, Ming Fu, and Kaiyu Sun. "Assessment of occupant-behavior-based indoor air quality and its impacts on human exposure risk: A case study based on the wildfires in Northern California." Science of The Total Environment 686 (2019) 1251 - 1261.
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. LBNL-20001198.
Wang, Wei, Tianzhen Hong, Ning Xu, Xiaodong Xu, Jiayu Chen, and Xiaofang Shan. "Cross-source sensing data fusion for building occupancy prediction with adaptive lasso feature filtering." Building and Environment 162 (2019) 106280.
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.
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. LBNL-2001199.
Nordman, Bruce, Margarita Kloss, Bijit Kundu, Nate Dewart, Anand Prakash, Laura Wong, Alanna Torres, Rachel Levine, Marco Pritoni, Jordan Shackelford, Heidi Werner, Rahul Athalye, Aditya Khandekar, Callie Clark, Chris Uraine, and Rebecca Aviles. Energy Reporting: Device Demonstration, Communication Protocols, and Codes and Standards. Sacramento: California Energy Commission, 2019.
Nordman, Bruce, Margarita Kloss, Bijit Kundu, Nate Dewart, Anand Prakash, Laura Wong, Alanna Torres, Rachel Levine, Marco Pritoni, Jordan Shackelford, Heidi Werner, Rahul Athalye, Aditya Khandekar, Callie Clark, Chris Uraine, and Rebecca Aviles. Energy Reporting: Device Demonstration, Communication Protocols, and Codes and Standards. Sacramento: California Energy Commission, 2019.
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. 2001207.

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