Energy & Data Behavior Analytics

2016

Granderson, Jessica, Samir Touzani, Claudine Y Custodio, Michael D Sohn, David A Jump, and Samuel Fernandes. "Accuracy of Automated Measurement and Verification (M&V) Techniques for Energy Savings in Commercial Buildings." Applied Energy 173 (2016) 296-308. LBNL-1005181.

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2015

Granderson, Jessica, Samir Touzani, Claudine Y Custodio, Michael D Sohn, Samuel Fernandes, and David A Jump. Assessment of Automated Measurement and Verification (M&V) Methods. Berkeley: LBNL, 2015. LBNL-187225.

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Granderson, Jessica, Phillip N Price, David A Jump, Nathan J Addy, and Michael D Sohn. "Automated Measurement and Verification: Performance of Public Domain Whole-Building Electric Baseline Models." Applied Energy 144 (2015) 106-113. LBNL-187596.

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Touzani, Samir, Claudine Y Custodio, Michael D Sohn, Samuel Fernandes, Jessica Granderson, David A Jump, and Cody Taylor. "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.

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2014

Mathew, Paul A, Laurel N Dunn, Michael D Sohn, Andrea C Mercado, Claudine Y Custodio, and Travis Walter. Big-Data for Building Energy Performance: Lessons from Assembling a Very Large National Database of Building Energy Use. 2014. LBNL-6938E.

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Custodio, Claudine Y, Travis Walter, Laurel N Dunn, Andrea C Mercado, Richard E Brown, and Paul A Mathew. Data Preparation Process for the Buildings Performance Database. 2014. LBNL-6724E.

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Granderson, Jessica, David A Jump, Phillip N Price, and Michael D Sohn. Performance Metrics and Objective Testing Methods for Energy Baseline Modeling Software. Berkeley: Lawrence Berkeley National Laboratory, 2014. LBNL-6963E.

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Olsen, Daniel, Sila Kiliccote, Michael D Sohn, Laurel N Dunn, and Mary Ann Piette. Taxonomy for Modeling Demand Response Resources. Berkeley, 2014. LBNL-176840.

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2013

Price, Phillip N, Jessica Granderson, Michael D Sohn, Nathan J Addy, and David A Jump. 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.

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Jump, David A, Phillip N Price, Jessica Granderson, and Michael D Sohn. Functional Testing Protocols for Commercial Building Efficiency Baseline Modeling Software. Berkeley: Lawrence Berkeley National Laboratory, 2013. LBNL-6593E.

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Olsen, Daniel, Nance Matson, Michael D Sohn, Cody Rose, Junqiao Han Dudley, Sasank Goli, Sila Kiliccote, Marissa Hummon, David Palchak, Paul Denholm, Jennie Jorgenson, and Ookie Ma. Grid Integration of Aggregated Demand Response, Part 1: Load Availability Profiles and Constraints for the Western Interconnection. 2013. LBNL-6417E.

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2010

Najafi, Massieh, David M Auslander, Philip Haves, and Michael D Sohn. "A Statistical Pattern Analysis Framework for Rooftop Unit Diagnostics." International Journal of Heating, Ventilating, Air-Conditioning and Refrigeration Research (2010).
Najafi, Massieh, David M Auslander, Peter L Bartlett, Philip Haves, and Michael D Sohn. "Modeling and Measurement Constraints in Fault Diagnostics for HVAC Systems." ASME Journal of Dynamic Systems, Measurement, and Controls (2010).

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