Publications
Publications by Research Area
"Solar+ Optimizer: A Model Predictive Control Optimization Platform for Grid Responsive Building Microgrids." Energies 13.12 (2020) 3093.
. "Spatio-temporal impacts of a utility’s efficiency portfolio on the distribution grid." Energy 212.118669 (2020).
. "State-of-the-art on research and applications of machine learning in the building life cycle." Energy and Buildings 212 (2020) 109831.
. Studies in Systems, Decision and ControlChallenges and Trends in Multimodal Fall Detection for HealthcareMulti-sensor System, Gamification, and Artificial Intelligence for Benefit Elderly People. Vol. 273. Cham: Springer International Publishing, 2020.
. "System Retrofits in Efficiency Programs: Track Record and Outlook." ACEEE Summer Study. 2020.
. "System-level key performance indicators for building performance evaluation." Energy and Buildings 209 (2020) 109703.
. . "Ten questions on urban building energy modeling." Building and Environment 168 (2020) 106508.
. "What's in a Name? Developing a Standardized Taxonomy for HVAC System Faults." 2020 ACEEE Summer Study on Energy Efficiency in Buildings. 2020.
. "Who Controls Energy in the Smart Home? A Multidisciplinary Taxonomy." 2020 Summer Study on Energy Efficiency in Buildings. 2020.
. "ZNE for All! Enabling Zero Net Energy Retrofits for Small Commercial Offices." ACEEE Summer Study. 2020.
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"Advanced Building Control via Deep Reinforcement Learning." Energy Procedia 158 (2019) 6158 - 6163.
. "Agricultural demand response for decarbonizing the electricity grid." Journal of Cleaner Production 220 (2019) 827 - 835.
. . "Assessing the time-sensitive impacts of energy efficiency and flexibility in the US building sector." Environmental Research Letters 14.12 (2019) 124012.
. "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.
. . Is the BPD Nationally Representative? A Comparison of the Building Performance Database to the Commercial Buildings Energy Consumption Survey. 2019. LBNL-20001198.
. "Building analytics and monitoring-based commissioning: industry practice, costs, and savings." Energy Efficiency (2019).
. "Can machine learning predict fuel properties accurately?." 2019 WSSCI Fall Technical Meeting. 2019.
. "Cognitive barriers during monitoring-based commissioning of buildings." Sustainable Cities and Society 46 (2019) 101389.
. "Comparison of MPC Formulations for Building Control under Commercial Time-of-Use Tariffs." IEEE PowerTech Milan 2019. 2019.
. "Cross-source sensing data fusion for building occupancy prediction with adaptive lasso feature filtering." Building and Environment 162 (2019) 106280.
. "Data fusion in predicting internal heat gains for office buildings through a deep learning approach." Applied Energy 240 (2019) 386 - 398.
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