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Renewable Energy Targets and Unintended Storage Cycling: Implications for Energy Modeling

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  • Martin Kittel
  • Wolf-Peter Schill

Abstract

To decarbonize the economy, many governments have set targets for the use of renewable energy sources. These are often formulated as relative shares of electricity demand or supply. Implementing respective constraints in energy models is a surprisingly delicate issue. They may cause a modeling artifact of excessive electricity storage use. We introduce this phenomenon as 'unintended storage cycling', which can be detected in case of simultaneous storage charging and discharging. In this paper, we provide an analytical representation of different approaches for implementing minimum renewable share constraints in models, and show how these may lead to unintended storage cycling. Using a parsimonious optimization model, we quantify related distortions of optimal dispatch and investment decisions as well as market prices, and identify important drivers of the phenomenon. Finally, we provide recommendations on how to avoid the distorting effects of unintended storage cycling in energy modeling.

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  • Martin Kittel & Wolf-Peter Schill, 2021. "Renewable Energy Targets and Unintended Storage Cycling: Implications for Energy Modeling," Papers 2107.13380, arXiv.org, revised Sep 2021.
    • Handle: RePEc:arx:papers:2107.13380
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    1. Pfenninger, Stefan & Keirstead, James, 2015. "Renewables, nuclear, or fossil fuels? Scenarios for Great Britain’s power system considering costs, emissions and energy security," Applied Energy, Elsevier, vol. 152(C), pages 83-93.
    2. Anke, Carl-Philipp & Möst, Dominik, 2021. "The expansion of RES and the EU ETS – valuable addition or conflicting instruments?," Energy Policy, Elsevier, vol. 150(C).
    3. Anke, Carl-Philipp & Hobbie, Hannes & Schreiber, Steffi & Möst, Dominik, 2020. "Coal phase-outs and carbon prices: Interactions between EU emission trading and national carbon mitigation policies," Energy Policy, Elsevier, vol. 144(C).
    4. Clemens Gerbaulet & Casimir Lorenz, 2017. "dynELMOD: A Dynamic Investment and Dispatch Model for the Future European Electricity Market," Data Documentation 88, DIW Berlin, German Institute for Economic Research.
    5. Luca Petricca & Per Ohlckers & Xuyuan Chen, 2013. "The Future of Energy Storage Systems," Chapters, in: Ahmed F. Zobaa (ed.), Energy Storage - Technologies and Applications, IntechOpen.
    6. Javier López Prol & Wolf-Peter Schill, 2021. "The Economics of Variable Renewable Energy and Electricity Storage," Annual Review of Resource Economics, Annual Reviews, vol. 13(1), pages 443-467, October.
    7. Knopf, Brigitte & Nahmmacher, Paul & Schmid, Eva, 2015. "The European renewable energy target for 2030 – An impact assessment of the electricity sector," Energy Policy, Elsevier, vol. 85(C), pages 50-60.
    8. Javier L'opez Prol & Wolf-Peter Schill, 2020. "The Economics of Variable Renewables and Electricity Storage," Papers 2012.15371, arXiv.org.
    9. Scholz, Yvonne & Gils, Hans Christian & Pietzcker, Robert C., 2017. "Application of a high-detail energy system model to derive power sector characteristics at high wind and solar shares," Energy Economics, Elsevier, vol. 64(C), pages 568-582.
    10. Mier, Mathias & Weissbart, Christoph, 2020. "Power markets in transition: Decarbonization, energy efficiency, and short-term demand response," Energy Economics, Elsevier, vol. 86(C).
    11. Helgeson, Broghan & Peter, Jakob, 2020. "The role of electricity in decarbonizing European road transport – Development and assessment of an integrated multi-sectoral model," Applied Energy, Elsevier, vol. 262(C).
    12. Stöckl, Fabian & Schill, Wolf-Peter & Zerrahn, Alexander, 2021. "Optimal supply chains and power sector benefits of green hydrogen," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 11.
    13. Özdemir, Özge & Hobbs, Benjamin F. & van Hout, Marit & Koutstaal, Paul R., 2020. "Capacity vs energy subsidies for promoting renewable investment: Benefits and costs for the EU power market," Energy Policy, Elsevier, vol. 137(C).
    14. Schill, Wolf-Peter & Zerrahn, Alexander, 2018. "Long-run power storage requirements for high shares of renewables: Results and sensitivities," Renewable and Sustainable Energy Reviews, Elsevier, vol. 83(C), pages 156-171.
    15. Paul L. Joskow, 2011. "Comparing the Costs of Intermittent and Dispatchable Electricity Generating Technologies," American Economic Review, American Economic Association, vol. 101(3), pages 238-241, May.
    16. Polzin, Friedemann & Egli, Florian & Steffen, Bjarne & Schmidt, Tobias S., 2019. "How do policies mobilize private finance for renewable energy?—A systematic review with an investor perspective," Applied Energy, Elsevier, vol. 236(C), pages 1249-1268.
    17. Osorio, Sebastian & Pietzcker, Robert C. & Pahle, Michael & Edenhofer, Ottmar, 2020. "How to deal with the risks of phasing out coal in Germany," Energy Economics, Elsevier, vol. 87(C).
    18. Zerrahn, Alexander & Schill, Wolf-Peter & Kemfert, Claudia, 2018. "On the economics of electrical storage for variable renewable energy sources," European Economic Review, Elsevier, vol. 108(C), pages 259-279.
    19. Dagoumas, Athanasios S. & Koltsaklis, Nikolaos E., 2019. "Review of models for integrating renewable energy in the generation expansion planning," Applied Energy, Elsevier, vol. 242(C), pages 1573-1587.
    20. Gils, Hans Christian & Scholz, Yvonne & Pregger, Thomas & Luca de Tena, Diego & Heide, Dominik, 2017. "Integrated modelling of variable renewable energy-based power supply in Europe," Energy, Elsevier, vol. 123(C), pages 173-188.
    21. Zerrahn, Alexander & Schill, Wolf-Peter, 2017. "Long-run power storage requirements for high shares of renewables: review and a new model," Renewable and Sustainable Energy Reviews, Elsevier, vol. 79(C), pages 1518-1534.
    22. Hirth, Lion, 2013. "The market value of variable renewables," Energy Economics, Elsevier, vol. 38(C), pages 218-236.
    23. Schill, Wolf-Peter, 2014. "Residual load, renewable surplus generation and storage requirements in Germany," Energy Policy, Elsevier, vol. 73(C), pages 65-79.
    24. Richter, Jan, 2011. "DIMENSION - A Dispatch and Investment Model for European Electricity Markets," EWI Working Papers 2011-3, Energiewirtschaftliches Institut an der Universitaet zu Koeln (EWI).
    25. T. Brown & L. Reichenberg, 2020. "Decreasing market value of variable renewables can be avoided by policy action," Papers 2002.05209, arXiv.org, revised May 2021.
    26. Ueckerdt, Falko & Brecha, Robert & Luderer, Gunnar & Sullivan, Patrick & Schmid, Eva & Bauer, Nico & Böttger, Diana & Pietzcker, Robert, 2015. "Representing power sector variability and the integration of variable renewables in long-term energy-economy models using residual load duration curves," Energy, Elsevier, vol. 90(P2), pages 1799-1814.
    27. Martin Kittel & Leonard Goeke & Claudia Kemfert & Pao-Yu Oei & Christian von Hirschhausen, 2020. "Scenarios for Coal-Exit in Germany—A Model-Based Analysis and Implications in the European Context," Energies, MDPI, vol. 13(8), pages 1-19, April.
    28. Brown, T. & Reichenberg, L., 2021. "Decreasing market value of variable renewables can be avoided by policy action," Energy Economics, Elsevier, vol. 100(C).
    29. Schill, Wolf-Peter, 2020. "Electricity Storage and the Renewable Energy Transition," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 4(10), pages 2059-2064.
    30. Gaete-Morales, Carlos & Kittel, Martin & Roth, Alexander & Schill, Wolf-Peter, 2021. "DIETERpy: A Python framework for the Dispatch and Investment Evaluation Tool with Endogenous Renewables," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 15.
    31. Brown, T. & Schlachtberger, D. & Kies, A. & Schramm, S. & Greiner, M., 2018. "Synergies of sector coupling and transmission reinforcement in a cost-optimised, highly renewable European energy system," Energy, Elsevier, vol. 160(C), pages 720-739.
    32. Eising, Manuel & Hobbie, Hannes & Möst, Dominik, 2020. "Future wind and solar power market values in Germany — Evidence of spatial and technological dependencies?," Energy Economics, Elsevier, vol. 86(C).
    33. Zhou, Shan & Solomon, Barry D., 2020. "Do renewable portfolio standards in the United States stunt renewable electricity development beyond mandatory targets?," Energy Policy, Elsevier, vol. 140(C).
    34. Simon Hilpert & Franziska Dettner & Ahmed Al-Salaymeh, 2020. "Analysis of Cost-Optimal Renewable Energy Expansion for the Near-Term Jordanian Electricity System," Sustainability, MDPI, vol. 12(22), pages 1-21, November.
    35. Felix Böing & Anika Regett, 2019. "Hourly CO 2 Emission Factors and Marginal Costs of Energy Carriers in Future Multi-Energy Systems," Energies, MDPI, vol. 12(12), pages 1-32, June.
    36. Katharine Ricke & Laurent Drouet & Ken Caldeira & Massimo Tavoni, 2018. "Country-level social cost of carbon," Nature Climate Change, Nature, vol. 8(10), pages 895-900, October.
    37. Ueckerdt, Falko & Hirth, Lion & Luderer, Gunnar & Edenhofer, Ottmar, 2013. "System LCOE: What are the costs of variable renewables?," Energy, Elsevier, vol. 63(C), pages 61-75.
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