Energy & Data Behavior Analytics

Jin, Ling, Doris Lee, Alex Sim, Sam Borgeson, Kesheng Wu, C Anna Spurlock, and Annika Todd-Blick. "Comparison of Clustering Techniques for Residential Energy Behavior using Smart Meter Data." AAAI Workshops - Artificial Intelligence for Smart Grids and Buildings, March 2017. San Francisco, CA , 2017.

Eto, Joseph H, Kristina Hamachi LaCommare, Michael D Sohn, and Heidemarie C Caswell. "Evaluating the Performance of the IEEE Standard 1366 Method for Identifying Major Event Days View Document." IEEE Transactions on Power Systems 32.2 (2016).

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Cappers, Peter, C Anna Spurlock, Annika Todd-Blick, and Ling Jin. Experiences of Vulnerable Residential Customer Subpopulations with Critical Peak Pricing. 2016.

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Berger, Michael A, Liesel Hans, Kate Piscopo, and Michael D Sohn. Exploring the Energy Benefits of Advanced Water Metering. 2016.

Morrow, William R, III, Arman Shehabi, and Sarah Josephine Smith. Lifecycle Industry GreenHouse gas, Technology and Energy through the Use Phase (LIGHTEnUP) – Analysis Tool User’s Guide. 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.

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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.

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.

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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.

Wei, Max, Sarah Josephine Smith, and Michael D Sohn. "Non-Constant Learning Rates in Retrospective Experience Curve Analyses and their Correlation to Deployment Programs." Energy Policy 107 (2015) 356–369.

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Smith, Sarah Josephine, Max Wei, and Michael D Sohn. Retrospective North American CFL Experience Curve Analysis and Correlation to Deployment Programs. 2015.

Donovan, Sally M, Scott J Young, and Jeffery B Greenblatt. Ice-Making in the U.S.: Results from an Amazon Mechanical Turk Survey. 2015.

Shih, Chung Yan, Corinne D Scown, Lucio Soibelman, H Scott Matthews, James H Garrett, Keith Dodrill, and Sandra McSurdy. "Data Management for Geospatial Vulnerability Assessment of Interdependencies in U.S. Power Generation." Journal of Infrastructure Systems 15.3 (2009) 179–189.

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Yang, Hung-Chia, Sally M Donovan, Scott J Young, Jeffery B Greenblatt, and Louis-Benoit Desroches. "Assessment of household appliance surveys collected with Amazon Mechanical Turk." Energy Efficiency (2015).

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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.

Brown, Richard E, Travis Walter, Laurel N Dunn, Claudine Y Custodio, and Paul A Mathew. "Getting Real with Energy Data: Using the Buildings Performance Database to Support Data-Driven Analyses and Decision-Making." 2014.

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.

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.

Desroches, Louis-Benoit, Heidi Fuchs, Jeffery B Greenblatt, Stacy Pratt, Henry Willem, Erin S Claybaugh, Bereket Beraki, Mythri Nagaraju, Sarah K Price, and Scott J Young. Computer usage and national energy consumption: Results from a field-metering study. 2014.

Desroches, Louis-Benoit, Jeffery B Greenblatt, Stacy Pratt, Henry Willem, Erin S Claybaugh, Bereket Beraki, Mythri Nagaraju, Sarah K Price, Scott J Young, Sally M Donovan, and Mohan Ganeshalingam. "Video game console usage and US national energy consumption: Results from a field-metering study." Energy Efficiency (2014).

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