Tools and Data - Energy Planning and Procurement

Gerke, Brian F, Sarah Josephine Smith, Samanvitha Murthy, Aditya Khandekar, Cong Zhang, Sunhee Baik, Shreya Agarwal, Jingjing Liu, Richard E Brown, Mary Ann Piette, and Peter Alstone. Overview of Phase 4 of the California Demand Response Potential Study. Berkeley: Lawrence Berkeley National Laboratory, 2022.

Report PDF

Seel, Joachim, and Andrew D Mills. Integrating Cambium Marginal Costs into Electric Sector Decisions: Opportunities to Integrate Cambium Marginal Cost Data into Berkeley Lab Analysis and Technical Assistance. 2021.

Report PDF

Briefing PDF

Homer, Juliet, Tom McDermott, Juan Pablo Carvallo, Cesca Miller, Jeremy Twitchell, Natalie Mims Frick, John Fazio, Robert Lempert, and Rui Yang. "Integrated Distribution System Planning Training: Innovations in Electricity Modeling." 2021.

Agenda PDF

Speaker Bios PDF

Tools and Methods for Distribution System Planning with Distributed Energy Resources (DERs)

Modeling Tool Integration for Comprehensive Electricity Planning

Energy Efficiency and Demand Response as Resource Options in Bulk Power System Planning

State of the Art Practices for Modeling Storage in Integrated Resource Planning

Sequential Integrated Analysis of Distributed Energy Resources in Distribution and Bulk Power Systems

Load forecasting with climate variability for transmission and distribution system planning

Resource, asset, and contingency planning with climate variability - Homer

Resource, asset, and contingency planning with climate variability - Fazio

Planning in a Non-Stationary Climate

Frick, Natalie Mims, Juan Pablo Carvallo, and Margaret Pigman. "Time-Sensitive Value Calculator." 2022.

User Manual PDF

Overview Presentation Slides PDF

2022 ACEEE Summer Study Paper

Gorman, Will, Andrew D Mills, and Ryan H Wiser. "Improving estimates of transmission capital costs for utility-scale wind and solar projects to inform renewable energy policy." Energy Policy (2019).

Pre-print Journal Article PDF

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Munoz, Francisco D, and Andrew D Mills. "Endogenous Assessment of the Capacity Value of Solar PV in Generation Investment Planning Studies." IEEE Transactions on Sustainable Energy 6.4 (2015).

Pre-print Article PDF

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Jin, Ling, C Anna Spurlock, Sam Borgeson, Daniel Fredman, Liesel Hans, Siddharth Patel, and Annika Todd-Blick. Load Shape Clustering Using Residential Smart Meter Data: a Technical Memorandum. 2016.

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Bressand, Florian, Nan Zhou, and Jiang Lin. "al Energy use in commercial building in China: Current situation and future scenarios." 2007 ECEEE Summer Study Proceedings. 2007.

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Mills, Andrew D, Ryan H Wiser, and Kevin Porter. "The cost of transmission for wind energy in the United States: A review of transmission planning studies." Renewable and Sustainable Energy Reviews 16.1 (2012) 19.

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McMahon, James E, Joseph H Eto, Peter T Chan, Jonathan G Koomey, Mark D Levine, Chris Pignone, and Henry Ruderman. "The LBL Residential Energy and Hourly Demand Models." Strategic Planning in Energy and Natural Resources. Ed. Baruch Lev, J A Bloom, A.S Gleit, F.H Murphy, and C Shoemaker. Elsevier Science & Technology Books, 1987.

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Akbari, Hashem, Joseph H Eto, Isaac Turiel, Kristin E Heinemeier, Benoit Lebot, Bruce Nordman, and Leo I Rainer. Integrated Estimation of Commercial Sector End‑Use Load Shapes and Energy Use Intensities, Final Report. 1989.

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Akbari, Hashem, Isaac Turiel, Joseph H Eto, Kristin E Heinemeier, Benoit Lebot, and Leo I Rainer. "A Review of Existing Commercial Energy Use Intensity and Load Shape Studies." ACEEE Summer Study on Energy Efficiency in Buildings. ACEEE, 1990.

Eto, Joseph H, Isaac Turiel, Hashem Akbari, Benoit Lebot, and Kristin E Heinemeier. "An Investigation of the Use of Prototypes for Commercial Sector EUI Analysis." American Council for an Energy Efficient Economy 1990 Summer Study on Energy Efficiency in Buildings. Asilomar, CA, 1990.

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Hirst, Eric, Martin Schweitzer, Evelin Yourstone, and Joseph H Eto. Assessing Integrated Resource Plans Prepared by Electric Utilities. 1990.

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Eto, Joseph H, Henry Ruderman, Amos Golan, Kristin E Heinemeier, and David J Wood. "Analysis of California Hourly End‑Use Residential Electricity Load Shapes." End-Use Load Information and Application Conference for Customer and Utility Communication. Syracuse, NY: LBNL, 1989.

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Eto, Joseph H. "An Overview of Analysis Tools for Integrated Resource Planning." Energy 15.11 (1990).

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Hirst, Eric, Martin Schweitzer, Evelin Yourstone, and Joseph H Eto. "Technical Competence of Integrated Resource Plans Prepared by Electric Utilities." Resources and Energy 13.1 (1991).

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Akbari, Hashem, Leo I Rainer, and Joseph H Eto. Integrated Estimation of Commercial Sector End-Use Load Shapes and Energy Use Intensities, Phase II. LBNL, 1991.

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Eto, Joseph H, Hashem Akbari, Robert G Pratt, and Steven D Braithwait. "End-Use Load Shape Data Application, Estimation, and Collection." State of the Art of Energy Efficiency: Future Directions . Ed. Edward L Vine and Drury B Crawley. Washington, D.C.: American Council for an Energy-Efficient Economy, 1991. 16.

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Moezzi, Mithra M, Joseph H Eto, Martha Brook, and William Mattson. "Improving Electricity Peak Demand Forecasts with Measured Data: An Application of PG&E’s Residential End-Use Metered Data." ACEEE 1992 Summer Study on Energy Efficiency in Buildings. ACEEE, 1992.