Publications & Research Presentations
Publications and Research Presentations
"A performance evaluation framework for building fault detection and diagnosis algorithms." Energy and Buildings 192 (2019) 84 - 92. .
"Building analytics and monitoring-based commissioning: industry practice, costs, and savings." Energy Efficiency (2019). .
"Design of machine learning models with domain experts for automated sensor selection for energy fault detection." Applied Energy 235 (2019) 117 - 128. .
"Integrating diagnostics and model-based optimization." Energy and Buildings 182 (2019) 187 - 195. .
"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. .
"Field evaluation of performance of HVAC optimization system in commercial buildings." Energy and Buildings 173 (2018) 577 - 586. .
"When Data Analytics Meet Site Operation: Benefits and Challenges." 2018 ACEEE Summer Study on Energy Efficiency in Buildings. 2018. .
"A Framework for Monitoring-Based Commissioning: Identifying Variables That Act as Barriers and Enablers to the Process." Energy and Buildings 168 (2018) 331 - 346. .
"Packaged Scalable Energy Information Systems for Hotels." . Journal of Facilities Management 16.2 (2018) 119 - 141. .
"Corporate Delivery of a Global Smart Buildings Program." Energy Engineering (2018). LBNL-2001096. .
"Gradient boosting machine for modeling the energy consumption of commercial buildings." Energy and Buildings (2018). LBNL-2001097. .
Characterization and Survey of Automated Fault Detection and Diagnostics Tools. Berkeley, CA: Lawrence Berkeley National Laboratory, 2017. LBNL-2001075. .
"The State of Advanced Measurement and Verification Technology and Industry Application." The Electricity Journal 30.8 (2017) 8-16. LBNL-2001068. .
Using EMIS to Identify Top Opportunities for Commercial Building Efficiency. Berkeley: Lawrence Berkeley National Laboratory, 2017. LBNL-1007250. .
"Application of Automated Measurement and Verification to Utility Energy Efficiency Program Data." Energy and Buildings 142 (2017) 191-199. LBNL-1007286. .
"Accuracy of Automated Measurement and Verification (M&V) Techniques for Energy Savings in Commercial Buildings." Applied Energy 173 (2016) 296-308. LBNL-1005181. .
"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. .
"Unlocking Energy Efficiency in Small Commercial Buildings through Mechanical Contractors." Journal of Architectural Engineering (2016). LBNL-1006015. .
"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. .
"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. .
Assessment of Automated Measurement and Verification (M&V) Methods. Berkeley: LBNL, 2015. LBNL-187225. .
"Automated Measurement and Verification: Performance of Public Domain Whole-Building Electric Baseline Models." Applied Energy 144 (2015) 106-113. LBNL-187596. .