Publications
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. "Deep Reinforcement Learning in Buildings: Implicit Assumptions and their Impact." RLEM'20: Proceedings of the 1st International Workshop on Reinforcement Learning for Energy Management in Buildings & Cities. 2020. 
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PDF (1.02 MB). "Day ahead optimization of an electric vehicle fleet providing ancillary services in the Los Angeles Air Force Base vehicle-to-grid demonstration." Applied Energy 210 (2018) 987 - 1001. PDF (2.14 MB)
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PDF (2.14 MB). "Day ahead optimization of an electric vehicle fleet providing ancillary services in the Los Angeles Air Force Base vehicle-to-grid demonstration." Applied Energy 210 (2018) 987 - 1001.
. "Distribution Voltage Regulation Using Extremum Seeking Control With Power Hardware-in-the-Loop." IEEE Journal of Photovoltaics 8.6 (2018) 1824 - 1832.
. "Dual-Zone Solar Control Indoor Shade: Demonstration at the Ronald V. Dellums Federal Building and U.S. Courthouse, 1301 Clay Street, Oakland, California and the Lawrence Berkeley National Laboratory Advanced Windows Testbed, Berkeley, California." 2018. LBNL - 2001196. PDF (19.59 MB)
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PDF (19.59 MB). Demand Response Potential for California SubLAPs and Local Capacity Planning Areas: An Addendum to the 2025 California Demand Response Potential Study - Phase 2. 2017. LBNL-2001114. PDF (8.16 MB)
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PDF (8.16 MB). "Data Center Energy Efficiency Standards in India: Preliminary Findings from Global Practices." e-Energy Conference. Bangalore, 2015. LBNL-182398.
. Demand Response Research Center - Final Report. 2015. LBNL-1005753. PDF (1.57 MB)
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PDF (1.57 MB). Design and Development of an Integrated Workstation Automation Hub. 2015. LBNL-175486. PDF (1.01 MB)
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PDF (1.01 MB). Design of an Open Smart Energy Gateway for Smart Meter Data Management. Department of Energy, 2015. LBNL-182358. PDF (1020.17 KB)
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PDF (1020.17 KB). Development and Validation of Demand Response Quick Assessment Tool For Refrigerated Warehouses in California. 2015. PDF (1.68 MB)
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PDF (1.68 MB). "Diffusion of Automated Grid Transactions Through Energy Efficiency Codes." ECEEE Summer Study on Energy Efficiency, 2015 2015. LBNL-6995E. PDF (1.31 MB)
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PDF (1.31 MB). "Distributed Energy Systems Integration and Demand Optimization for Autonomous Operations and Electric Grid Transactions." Applied Energy Special Issue on Integrated Energy Systems (2015). LBNL- 1003742. PDF (1.72 MB)
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PDF (1.72 MB). "Distribution FIDVR Events Analysis." 2015 Seventh Annual IEEE Green Technologies Conference (GreenTech)2015 Seventh Annual IEEE Green Technologies Conference. New Orleans, LA, USA: IEEE, 2015. 1 - 8.
. Demonstration of automated price response in large customers in New York City using Auto-DR and OpenADR. Berkeley: Lawrence Berkeley National Laboratory, 2014. LBNL-186969. PDF (2.59 MB)
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PDF (2.59 MB). Demonstration and Results of Grid Integrated Technologies at the Demand to Grid Laboratory (D2G Lab): Phase I Operations Report. 2013. LBNL-6368E. PDF (4.16 MB)
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PDF (4.16 MB). "Dynamic Simulation Study of the Frequency Response of the Western Interconnection with Increased Wind Generation." 2013 46th Hawaii International Conference on System Sciences (HICSS). Wailea, HI, USA: IEEE, 2013. 2222 - 2229.
. Demand Response as a System Reliability Resource. 2012. LBNL-6081E. PDF (2.91 MB)
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PDF (2.91 MB). Demand Response Opportunities and Enabling Technologies for Data Centers: Findings From Field Studies. PG&E/SDG&E/CEC/LBNL, 2012. LBNL-5763E. PDF (7.1 MB)
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PDF (7.1 MB). "Demand Response Providing Ancillary Services A Comparison of Opportunities and Challenges in the US Wholesale Markets." Grid-Interop 2012. Irving, TX, 2012. LBNL-5958E. PDF (1.48 MB)
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PDF (1.48 MB). "The Demand Response Spinning Reserve Demonstration--Measuring the Speed and Magnitude of Aggregated Demand Response." 2012 45th Hawaii International Conference on System Sciences (HICSS)2012 45th Hawaii International Conference on System Sciences. Maui, HI, USA: IEEE, 2012. 2012 - 2019.
. "Deploying Systems Interoperability and Customer Choice within Smart Grid." Grid-Interop 2012. Irving, TX, 2012. LBNL-6016E. PDF (1.23 MB)
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PDF (1.23 MB). "Distribution-level electricity reliability: Temporal trends using statistical analysis." Energy Policy 49 (2012) 243 - 252. LBNL-1005171.
. "A Demand Response (DR) Event: Benefits, Strategies, Automation and Future of DR." 2011. PDF (1.71 MB)
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PDF (1.71 MB). "Demand Response Opportunities in Industrial Refrigerated Warehouses in California." 2011 ACEEE Summer Study on Energy Efficiency in Industry. Niagara Falls, NY, 2011. LBNL-4837E. PDF (1.41 MB)
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PDF (1.41 MB)