Publications
] . "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). "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). "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). "Quantifying the benefits of a building retrofit using an integrated system approach: A case study." Energy and Buildings 159 (2018). PDF (2.1 MB)
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PDF (2.1 MB). Automatic Generation and Simulation of Urban Building Energy Models Based on City Datasets for City-Scale Building Retrofit Analysis. 2017. PDF (1.64 MB)
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PDF (1.64 MB). Electric Load Shape Benchmarking for Small- and Medium-Sized Commercial Buildings. 2017. PDF (2.17 MB)
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PDF (2.17 MB). Small and Medium Building Efficiency Toolkit and Community Demonstration Program. 2017. LBNL-2001054. PDF (1.89 MB)
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PDF (1.89 MB). "A Tale of Three District Energy Systems: Metrics and Future Opportunities." 2016 ACEEE Summer Study on Energy Efficiency in Buildings. 2016. PDF (1.17 MB)
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PDF (1.17 MB). "Accelerating the energy retrofit of commercial buildings using a database of energy efficiency performance." Energy (2015). LBNL-1004494. PDF (1006.75 KB)
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PDF (1006.75 KB). "Commercial Building Energy Saver: An energy retrofit analysis toolkit." Applied Energy 159 (2015). LBNL-1004502. PDF (1.86 MB)
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PDF (1.86 MB). "DEEP: A Database of Energy Efficiency Performance to Accelerate Energy Retrofitting of Commercial Buildings." (2015). LBNL-180309. PDF (391.32 KB)
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PDF (391.32 KB). "Energy retrofit analysis toolkit for commercial buildings: A review." 89 (2015) 1087-1100. LBNL-1004503.
. "Green, Clean, & Mean: Pushing the Energy Envelope in Tech Industry Buildings." 2015. LBNL-1005070E. PDF (6.7 MB)
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PDF (6.7 MB). "A pattern-based automated approach to building energy model calibration." (2015). LBNL-1004495. PDF (1.5 MB)
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PDF (1.5 MB). Review of Existing Energy Retrofit Tools. 2014. LBNL-6774E. PDF (2.07 MB)
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PDF (2.07 MB). "Systems Approach to Energy Efficient Building Operation: Case Studies and Lessons Learned in a University Campus." 2010 ACEEE Summer Study on Energy Efficiency in Buildings 2010.
. "Dynamic Controls for Energy Efficiency and Demand Response: Framework Concepts and a New Construction Case Study in New York." 2006 ACEEE Summer Study on Energy Efficiency in Buildings 2006.
. "Peak Demand Reduction from Pre-Cooling with Zone Temperature Reset in an Office Building." 2004 ACEEE Summer Study on Energy Efficiency in Buildings. Pacific Grove, CA, 2004. LBNL-55800. PDF (381.71 KB)
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PDF (381.71 KB). "Analysis of an Information Monitoring and Diagnostic System to Improve Building Operations." Energy and Buildings 33.8 (2001) 783-792. LBNL-46038. PDF (535.14 KB)
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PDF (535.14 KB). "Demand Relief and Weather Sensitivity in Large California Commercial Buildings." International Conference for Enhancing Building Operations 2001.
. "Use of an Information Monitoring and Diagnostic System for Commissioning and Ongoing Operations." 8th National Conference on Building Commissioning PECI 2000.
