Energy & Data Behavior Analytics
"Accuracy of Automated Measurement and Verification (M&V) Techniques for Energy Savings in Commercial Buildings." Applied Energy 173 (2016) 296-308. LBNL-1005181. .
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. .
"Big-data for building energy performance: Lessons from assembling a very large national database of building energy use." Applied Energy 140 (2015) 85 - 93. .
"M & V Shootout: Setting the Stage For Testing the Performance of New Energy Baseline." 2015 International Energy Program Evaluation Conference. Long Beach, CA, 2015. LBNL-1003782. .
Data Preparation Process for the Buildings Performance Database. 2014. LBNL-6724E. .
Performance Metrics and Objective Testing Methods for Energy Baseline Modeling Software. Berkeley: Lawrence Berkeley National Laboratory, 2014. LBNL-6963E. .
Taxonomy for Modeling Demand Response Resources. Berkeley, 2014. LBNL-176840. .
Commercial Building Energy Baseline Modeling Software: Performance Metrics and Method Testing with Open Source Models and Implications for Proprietary Software Testing. Berkeley: Lawrence Berkeley National Laboratory, 2013. LBNL-6602E. .
Functional Testing Protocols for Commercial Building Efficiency Baseline Modeling Software. Berkeley: Lawrence Berkeley National Laboratory, 2013. LBNL-6593E. .
"A Statistical Pattern Analysis Framework for Rooftop Unit Diagnostics." International Journal of Heating, Ventilating, Air-Conditioning and Refrigeration Research (2010). .
"Modeling and Measurement Constraints in Fault Diagnostics for HVAC Systems." ASME Journal of Dynamic Systems, Measurement, and Controls (2010). .