Publications
] . Accelerating the Deployment of Advanced Energy Communities: The Oakland EcoBlock A Zero Net Energy, Low Water Use Retrofit Neighborhood Demonstration Project. 2019. 
PDF (18.65 MB)
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PDF (18.65 MB). "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). "Assessing the Potential to Reduce U.S. Building CO2 Emissions 80% by 2050." Joule (2019). PDF (3.72 MB)
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PDF (3.72 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). PDF (645.08 KB)
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PDF (645.08 KB). "Comparison of MPC Formulations for Building Control under Commercial Time-of-Use Tariffs." IEEE PowerTech Milan 2019. 2019. PDF (304.39 KB)
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PDF (304.39 KB). "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 (1.6 MB)
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PDF (1.6 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). Efficient and Zero Net Energy-Ready Plug Loads. 2019. PDF (4.34 MB)
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PDF (4.34 MB). "Emerging Zero-Standby Solutions for Miscellaneous Electric Loads and the Internet of Things." Electronics 8.5 (2019).
. Energy Efficiency and the Real Estate Lifecycle: Stakeholder Perspectives. 2019. LBNL 2001214. PDF (662.89 KB)
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PDF (662.89 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 Reporting: Device Demonstration, Communication Protocols, and Codes and Standards. Sacramento: California Energy Commission, 2019. PDF (20.63 MB)
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PDF (20.63 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 (1.26 MB)
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PDF (1.26 MB). "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). Explaining jurisdictional compliance with California’s top-down streamlined solar permitting law (AB 2188). 2019. PDF (5.33 MB)
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PDF (5.33 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). "From Theory to Practice: Lessons Learned from an Advanced M&V Commercial Pilot." International Energy Program Evaluation Conference. 2019. PDF (422.25 KB)
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PDF (422.25 KB). Heat Island Mitigation Assessment and Policy Development for the Kansas City Region. 2019. PDF (4.17 MB)
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PDF (4.17 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 (897.37 KB)
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PDF (897.37 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)