Publications & Research Presentations
Publications and Research Presentations
"Building fault detection and diagnostics: Achieved savings, and methods to evaluate algorithm performance." Building and Environment 168 (2020) 106505. .
"Building Commissioning Costs and Savings Across Three Decades and 1,500 North American Buildings." Energy and Buildings 227.110408 (2020). .
"Machine Learning for Automated Extraction of Building Geometry." The American Council for an Energy-Efficient Economy. 2020. .
"Meter-Based Assessment of the Time and Locational Benefits of a Large Utility’s DSM Portfolio." 2020 Summer Study on Energy Efficiency in Buildings. 2020. .
"Spatio-temporal impacts of a utility’s efficiency portfolio on the distribution grid." Energy 212.118669 (2020). .
"What's in a Name? Developing a Standardized Taxonomy for HVAC System Faults." 2020 ACEEE Summer Study on Energy Efficiency in Buildings. 2020. .
"A performance evaluation framework for building fault detection and diagnosis algorithms." Energy and Buildings 192 (2019) 84 - 92. .
"Evaluation of Methods to Assess the Uncertainty in Estimated Energy Savings." Energy and Buildings 193 (2019). .
"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. .
"Statistical change detection of building energy consumption: Applications to savings estimation." Energy and Buildings 185 (2019) 123 - 136. .
"From Theory to Practice: Lessons Learned from an Advanced M&V Commercial Pilot." International Energy Program Evaluation Conference. 2019. .
"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. .