Publications
] . "Agricultural demand response for decarbonizing the electricity grid." Journal of Cleaner Production 220 (2019) 827 - 835. 
PDF (1.16 MB)
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PDF (1.16 MB). Is the BPD Nationally Representative? A Comparison of the Building Performance Database to the Commercial Buildings Energy Consumption Survey. 2019. LBNL-20001198. PDF (10.35 MB)
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PDF (10.35 MB). "Building analytics and monitoring-based commissioning: industry practice, costs, and savings." Energy Efficiency (2019).
. "Data fusion in predicting internal heat gains for office buildings through a deep learning approach." Applied Energy 240 (2019) 386 - 398. PDF (1004.68 KB)
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PDF (1004.68 KB). "Design of machine learning models with domain experts for automated sensor selection for energy fault detection." Applied Energy 235 (2019) 117 - 128. PDF (1.86 MB)
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PDF (1.86 MB). "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. PDF (2.19 MB)
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PDF (2.19 MB). Energy Efficiency and the Real Estate Lifecycle: Stakeholder Perspectives. 2019. LBNL 2001214. PDF (662.34 KB)
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PDF (662.34 KB). Energy Modeling in Urban Districts: Forecast of multi-sector Energy Use and GHG Emissions. 2019. 2001218. PDF (1.45 MB)
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PDF (1.45 MB). "Energy savings with outdoor temperature-based smart ventilation control strategies in advanced California homes." Energy and Buildings 194 (2019) 317 - 327. 2001207. PDF (1.15 MB)
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PDF (1.15 MB). "Evaluation of Methods to Assess the Uncertainty in Estimated Energy Savings." Energy and Buildings 193 (2019). PDF (837 KB)
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PDF (837 KB). "Evaluation of U.S. Manufacturing Subsectors at Risk of Physical Water Shortages." Environmental Science & Technology (2019). PDF (1.1 MB)
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PDF (1.1 MB). "Forecasting district-scale energy dynamics through integrating building network and long short-term memory learning algorithm." Applied Energy 248 (2019) 217 - 230. PDF (1.24 MB)
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PDF (1.24 MB). "Incorporating machine learning with building network analysis to predict multi-building energy use." Energy and Buildings 186 (2019) 80 - 97. PDF (2.38 MB)
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PDF (2.38 MB). "Inferring occupant counts from Wi-Fi data in buildings through machine learning." Building and Environment 158 (2019) 281 - 294. PDF (1.11 MB)
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PDF (1.11 MB). "Integrating diagnostics and model-based optimization." Energy and Buildings 182 (2019) 187 - 195. PDF (901.24 KB)
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PDF (901.24 KB). "Integrating physics-based models with sensor data: An inverse modeling approach." Building and Environment 154 (2019) 23 - 31. PDF (275.63 KB)
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PDF (275.63 KB). "Linking energy-cyber-physical systems with occupancy prediction and interpretation through WiFi probe-based ensemble classification." Applied Energy 236 (2019) 55 - 69. PDF (2.05 MB)
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PDF (2.05 MB). "A novel approach for selecting typical hot-year (THY) weather data." Applied Energy 242 (2019) 1634 - 1648. PDF (836.87 KB)
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PDF (836.87 KB). "OPEN COMPUTING INFRASTRUCTURE FOR SHARING DATA ANALYTICS TO SUPPORT BUILDING ENERGY SIMULATIONS." 2019. PDF (175.82 KB)
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PDF (175.82 KB). "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. PDF (3.27 MB)
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PDF (3.27 MB). "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. PDF (1.13 MB)
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PDF (1.13 MB). "Predicting plug loads with occupant count data through a deep learning approach." Energy 181 (2019) 29 - 42. PDF (1.28 MB)
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PDF (1.28 MB). Quayside Energy Systems Analysis. 2019. LBNL 2001197. PDF (1.25 MB)
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PDF (1.25 MB). Sealed and Insulated Attic Hygrothermal Performance in New California Homes Using Vapor and Air Permeable Insulation—Field Study and Simulations. 2019. LBNL-2001213. PDF (19.12 MB)
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PDF (19.12 MB)