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.
Wang, Ran, Wei Feng, Lan Wang, and Shilei Lu. "A comprehensive evaluation of zero energy buildings in cold regions: Actual performance and key technologies of cases from China, the US, and the European Union." Energy (2020) 118992.
Tang, Hao, Yong Ding, and Brett C Singer. "Interactions and Comprehensive Effect of Indoor Environmental Quality Factors on Occupant Satisfaction." Building and Environment 167.01 (2020).
Tang, Xiaochen, Sébastien Houzé de l’Aulnoit, Mark T Buelow, Jonathan L Slack, Brett C Singer, and Hugo Destaillats. "Performance of a CO2 sorbent for indoor air cleaning applications: Effects of environmental conditions, sorbent aging, and adsorption of co-occurring formaldehyde." Indoor Air (2020).
Wang, Zhiqiang, William W Delp, and Brett C Singer. "Performance of low-cost indoor air quality monitors for PM2.5 and PM10 from residential sources." Building and Environment 171 (2020).
Tang, Hao, Yong Ding, and Brett C Singer. "Post-occupancy evaluation of indoor environmental quality in ten nonresidential buildings in Chongqing, China." Journal of Building Engineering 32.November (2020).
Zhang, Shicong, Wei Xu, Ke Wang, Wei Feng, Andreas Athienitis, Ge Hua, Masaya Okumiya, Gyuyoung Yoon, Dong woo Cho, Usha Iyer-Raniga, Edward Mazria, and Yanjie Lyu. "Scenarios of energy reduction potential of zero energy building promotion in the Asia-Pacific region to year 2050." Energy 213 (2020) 118792.
Delp, William W, and Brett C Singer. "Wildfire Smoke Adjustment Factors for Low-Cost and Professional PM2.5 Monitors with Optical Sensors." Sensors (2020).
2019
Walker, Iain S, William W Delp, and Brett C Singer. "Are low-cost sensors good enough for IAQ controls?." Federation of European Heating, Ventilation and Air Conditioning Associations (REHVA) Journal 56.1 (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.
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.
Gerber, Daniel L, Richard Liou, and Richard E Brown. "Energy-saving opportunities of direct-DC loads in buildings." Applied Energy 248 (2019) 274 - 287.
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.
Blum, David, K. Arendt, Lisa Rivalin, Mary Ann Piette, Michael Wetter, and C.T. Veje. "Practical factors of envelope model setup and their effects on the performance of model predictive control for building heating, ventilating, and air conditioning systems." Applied Energy 236 (2019) 410 - 425.
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.
Feng, Wei, Qianning Zhang, Hui Ji, Ran Wang, Nan Zhou, Qing Ye, Bin Hao, Yutong Li, Duo Luo, and Stephen SiuYu Lau. "A review of net zero energy buildings in hot and humid climates: Experience learned from 34 case study buildings." Renewable and Sustainable Energy Reviews 114 (2019) 109303.
Li, Han, Carolyn Szum, Clay Nesler, Sara Lisauskas, and Steve Snyder. "Targeting Building Energy Efficiency Opportunities: An Open-source Analytical and Benchmarking Tool." 2019 ASHRAE Winter Conference 2019.

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