Publications and Research Presentations
2019
. "A performance evaluation framework for building fault detection and diagnosis algorithms." Energy and Buildings 192 (2019) 84 - 92. 
PDF (1.16 MB)
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PDF (1.16 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) . "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) . "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) . "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)2018
. "Commercial Fault Detection and Diagnostics Tools: What They Offer, How They Differ, and What’s Still Needed." 2018 ACEEE Summer Study on Energy Efficiency in Buildings. 2018. PDF (1.12 MB)
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PDF (1.12 MB) . "Field evaluation of performance of HVAC optimization system in commercial buildings." Energy and Buildings 173 (2018) 577 - 586. PDF (1.42 MB)
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PDF (1.42 MB) . "When Data Analytics Meet Site Operation: Benefits and Challenges." 2018 ACEEE Summer Study on Energy Efficiency in Buildings. 2018. PDF (1.52 MB)
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PDF (1.52 MB) . "A Framework for Monitoring-Based Commissioning: Identifying Variables That Act as Barriers and Enablers to the Process." Energy and Buildings 168 (2018) 331 - 346. PDF (1.53 MB)
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PDF (1.53 MB) . "Packaged Scalable Energy Information Systems for Hotels." . Journal of Facilities Management 16.2 (2018) 119 - 141. PDF (2.95 MB)
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PDF (2.95 MB) . BuildingIQ Technology Field Validation. 2018. PDF (4.46 MB)
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PDF (4.46 MB) . "Corporate Delivery of a Global Smart Buildings Program." Energy Engineering (2018). LBNL-2001096. PDF (1.46 MB)
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PDF (1.46 MB) . "Gradient boosting machine for modeling the energy consumption of commercial buildings." Energy and Buildings (2018). LBNL-2001097. PDF (1.21 MB)
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PDF (1.21 MB)2017
. Optimizing Operational Efficiency: Integrating Energy Information Systems and Model-Based Diagnostics. 2017. PDF (5.74 MB)
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PDF (5.74 MB) . Characterization and Survey of Automated Fault Detection and Diagnostics Tools. Berkeley, CA: Lawrence Berkeley National Laboratory, 2017. LBNL-2001075. PDF (672.12 KB)
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PDF (672.12 KB) . "The State of Advanced Measurement and Verification Technology and Industry Application." The Electricity Journal 30.8 (2017) 8-16. LBNL-2001068. PDF (1.26 MB)
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PDF (1.26 MB) . Using EMIS to Identify Top Opportunities for Commercial Building Efficiency. Berkeley: Lawrence Berkeley National Laboratory, 2017. LBNL-1007250. PDF (3.98 MB)
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PDF (3.98 MB) . "Application of Automated Measurement and Verification to Utility Energy Efficiency Program Data." Energy and Buildings 142 (2017) 191-199. LBNL-1007286. PDF (1.13 MB)
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PDF (1.13 MB)2016
. "Accuracy of Automated Measurement and Verification (M&V) Techniques for Energy Savings in Commercial Buildings." Applied Energy 173 (2016) 296-308. LBNL-1005181. PDF (3.31 MB)
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PDF (3.31 MB) . "Can We Practically Bring Physics-based Modeling Into Operational Analytics Tools?." Proceedings of the 2016 ACEEE Summer Study on Energy Efficiency in Buildings, Pacific Grove, CA, August 2016 (2016). LBNL-1006282. PDF (897.88 KB)
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PDF (897.88 KB) . "Unlocking Energy Efficiency in Small Commercial Buildings through Mechanical Contractors." Journal of Architectural Engineering (2016). LBNL-1006015. PDF (1.29 MB)
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PDF (1.29 MB) . "Will the Measurement Robots Take Our Jobs? An Update on the State of Automated M&V for Energy Efficiency Programs." Proceedings of the 2016 ACEEE Summer Study on Energy Efficiency in Buildings, Pacific Grove, CA, August 2016." (2016). LBNL-1006283. PDF (705.16 KB)
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PDF (705.16 KB)2015
. "Automated Measurement and Verification of Transactive Energy Systems, Load Shape Analysis, and Consumer Engagement." GridWise® Architecture Council Transactive Energy Conference. Portland, Oregon, 2015. LBNL-1003931. PDF (1.02 MB)
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PDF (1.02 MB) . Assessment of Automated Measurement and Verification (M&V) Methods. Berkeley: LBNL, 2015. LBNL-187225. PDF (6.27 MB)
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PDF (6.27 MB) . "Automated Measurement and Verification: Performance of Public Domain Whole-Building Electric Baseline Models." Applied Energy 144 (2015) 106-113. LBNL-187596. PDF (415.32 KB)
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PDF (415.32 KB)