IDEAS home Printed from https://ideas.repec.org/a/eee/appene/v356y2024ics0306261923017154.html
   My bibliography  Save this article

Identifying drivers and mitigators for congestion and redispatch in the German electric power system with explainable AI

Author

Listed:
  • Titz, Maurizio
  • Pütz, Sebastian
  • Witthaut, Dirk

Abstract

The transition to a sustainable energy supply challenges the operation of electric power systems in various ways. Transmission grid loads increase as wind and solar power is often installed far away from the consumers. System operators resolve grid congestion via countertrading or redispatch to ensure grid stability. While some drivers of congestion are known, the magnitude of their impact is unclear, and other factors might still be unidentified.

Suggested Citation

  • Titz, Maurizio & Pütz, Sebastian & Witthaut, Dirk, 2024. "Identifying drivers and mitigators for congestion and redispatch in the German electric power system with explainable AI," Applied Energy, Elsevier, vol. 356(C).
    • Handle: RePEc:eee:appene:v:356:y:2024:i:c:s0306261923017154
    DOI: 10.1016/j.apenergy.2023.122351
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0306261923017154
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.apenergy.2023.122351?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Chaves-Ávila, José Pablo & van der Veen, Reinier A.C. & Hakvoort, Rudi A., 2014. "The interplay between imbalance pricing mechanisms and network congestions – Analysis of the German electricity market," Utilities Policy, Elsevier, vol. 28(C), pages 52-61.
    2. Neumann, Fabian & Hagenmeyer, Veit & Brown, Tom, 2022. "Assessments of linear power flow and transmission loss approximations in coordinated capacity expansion problems," Applied Energy, Elsevier, vol. 314(C).
    3. Marta Victoria & Kun Zhu & Tom Brown & Gorm B. Andresen & Martin Greiner, 2020. "Early decarbonisation of the European energy system pays off," Nature Communications, Nature, vol. 11(1), pages 1-9, December.
    4. Rodríguez, Rolando A. & Becker, Sarah & Andresen, Gorm B. & Heide, Dominik & Greiner, Martin, 2014. "Transmission needs across a fully renewable European power system," Renewable Energy, Elsevier, vol. 63(C), pages 467-476.
    5. Fraunholz, Christoph & Hladik, Dirk & Keles, Dogan & Möst, Dominik & Fichtner, Wolf, 2021. "On the long-term efficiency of market splitting in Germany," Energy Policy, Elsevier, vol. 149(C).
    6. Staffell, Iain & Pfenninger, Stefan, 2018. "The increasing impact of weather on electricity supply and demand," Energy, Elsevier, vol. 145(C), pages 65-78.
    7. Creutzig, Felix & Goldschmidt, Jan Christoph & Lehmann, Paul & Schmid, Eva & von Blücher, Felix & Breyer, Christian & Fernandez, Blanca & Jakob, Michael & Knopf, Brigitte & Lohrey, Steffen & Susca, Ti, 2014. "Catching two European birds with one renewable stone: Mitigating climate change and Eurozone crisis by an energy transition," Renewable and Sustainable Energy Reviews, Elsevier, vol. 38(C), pages 1015-1028.
    8. Egerer, Jonas & Weibezahn, Jens & Hermann, Hauke, 2016. "Two price zones for the German electricity market — Market implications and distributional effects," Energy Economics, Elsevier, vol. 59(C), pages 365-381.
    9. Jacobson, Mark Z. & Delucchi, Mark A., 2011. "Providing all global energy with wind, water, and solar power, Part I: Technologies, energy resources, quantities and areas of infrastructure, and materials," Energy Policy, Elsevier, vol. 39(3), pages 1154-1169, March.
    10. Michał Kłos & Endika Urresti-Padrón & Przemysław Krzyk & Wojciech Jaworski & Marcin Jakubek, 2020. "Defining Transmission System Operators’ Investment Shares for Phase-Shifting Transformers Used for Coordinated Redispatch," Energies, MDPI, vol. 13(15), pages 1-17, August.
    11. Nycander, Elis & Söder, Lennart & Olauson, Jon & Eriksson, Robert, 2020. "Curtailment analysis for the Nordic power system considering transmission capacity, inertia limits and generation flexibility," Renewable Energy, Elsevier, vol. 152(C), pages 942-960.
    12. Friedrich Kunz and Alexander Zerrahn, 2016. "Coordinating Cross-Country Congestion Management: Evidence from Central Europe," The Energy Journal, International Association for Energy Economics, vol. 0(Sustainab).
    13. Olaf Kühne & Florian Weber, 2018. "Conflicts and negotiation processes in the course of power grid extension in Germany," Landscape Research, Taylor & Francis Journals, vol. 43(4), pages 529-541, May.
    14. Leonardo Meeus, 2020. "The Evolution of Electricity Markets in Europe," Books, Edward Elgar Publishing, number 19187.
    15. Langer, Katharina & Decker, Thomas & Roosen, Jutta & Menrad, Klaus, 2016. "A qualitative analysis to understand the acceptance of wind energy in Bavaria," Renewable and Sustainable Energy Reviews, Elsevier, vol. 64(C), pages 248-259.
    16. Andrew Curry, 2019. "Germany faces its future as a pioneer in sustainability and renewable energy," Nature, Nature, vol. 567(7749), pages 51-53, March.
    17. Joeri Rogelj & Gunnar Luderer & Robert C. Pietzcker & Elmar Kriegler & Michiel Schaeffer & Volker Krey & Keywan Riahi, 2015. "Energy system transformations for limiting end-of-century warming to below 1.5 °C," Nature Climate Change, Nature, vol. 5(6), pages 519-527, June.
    18. Marco Sebastian Breder & Felix Meurer & Michael Bucksteeg & Christoph Weber, 2022. "Spatial Incentives for Power-to-hydrogen through Market Splitting," EWL Working Papers 2203, University of Duisburg-Essen, Chair for Management Science and Energy Economics, revised Jul 2022.
    19. Olauson, Jon & Bergkvist, Mikael, 2016. "Correlation between wind power generation in the European countries," Energy, Elsevier, vol. 114(C), pages 663-670.
    20. Hake, Jürgen-Friedrich & Fischer, Wolfgang & Venghaus, Sandra & Weckenbrock, Christoph, 2015. "The German Energiewende – History and status quo," Energy, Elsevier, vol. 92(P3), pages 532-546.
    21. Felix Creutzig & Peter Agoston & Jan Christoph Goldschmidt & Gunnar Luderer & Gregory Nemet & Robert C. Pietzcker, 2017. "The underestimated potential of solar energy to mitigate climate change," Nature Energy, Nature, vol. 2(9), pages 1-9, September.
    22. Monforti-Ferrario, Fabio & Blanco, Marta Poncela, 2021. "The impact of power network congestion, its consequences and mitigation measures on air pollutants and greenhouse gases emissions. A case from Germany," Renewable and Sustainable Energy Reviews, Elsevier, vol. 150(C).
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Morgenthaler, Simon & Dünzen, Justus & Stadler, Ingo & Witthaut, Dirk, 2021. "Three stages in the co-transformation of the energy and mobility sectors," Renewable and Sustainable Energy Reviews, Elsevier, vol. 150(C).
    2. Vassilis M. Charitopoulos & Mathilde Fajardy & Chi Kong Chyong & David M. Reiner, 2022. "The case of 100% electrification of domestic heat in Great Britain," Working Papers EPRG2206, Energy Policy Research Group, Cambridge Judge Business School, University of Cambridge.
    3. Bartlett, Stuart & Dujardin, Jérôme & Kahl, Annelen & Kruyt, Bert & Manso, Pedro & Lehning, Michael, 2018. "Charting the course: A possible route to a fully renewable Swiss power system," Energy, Elsevier, vol. 163(C), pages 942-955.
    4. Luís M. Fazendeiro & Sofia G. Simões, 2021. "Historical Variation of IEA Energy and CO 2 Emission Projections: Implications for Future Energy Modeling," Sustainability, MDPI, vol. 13(13), pages 1-27, July.
    5. Zech, Matthias & von Bremen, Lueder, 2024. "End-to-end learning of representative PV capacity factors from aggregated PV feed-ins," Applied Energy, Elsevier, vol. 361(C).
    6. Rodriguez, Rolando A. & Becker, Sarah & Greiner, Martin, 2015. "Cost-optimal design of a simplified, highly renewable pan-European electricity system," Energy, Elsevier, vol. 83(C), pages 658-668.
    7. Chattopadhyay, Kabitri & Kies, Alexander & Lorenz, Elke & von Bremen, Lüder & Heinemann, Detlev, 2017. "The impact of different PV module configurations on storage and additional balancing needs for a fully renewable European power system," Renewable Energy, Elsevier, vol. 113(C), pages 176-189.
    8. Marcin Bukowski & Janusz Majewski & Agnieszka Sobolewska, 2023. "The Environmental Impact of Changes in the Structure of Electricity Sources in Europe," Energies, MDPI, vol. 16(1), pages 1-22, January.
    9. Kunz, Friedrich, 2018. "Quo Vadis? (Un)scheduled electricity flows under market splitting and network extension in central Europe," Energy Policy, Elsevier, vol. 116(C), pages 198-209.
    10. Heard, B.P. & Brook, B.W. & Wigley, T.M.L. & Bradshaw, C.J.A., 2017. "Burden of proof: A comprehensive review of the feasibility of 100% renewable-electricity systems," Renewable and Sustainable Energy Reviews, Elsevier, vol. 76(C), pages 1122-1133.
    11. Zerrahn, Alexander, 2017. "Wind Power and Externalities," Ecological Economics, Elsevier, vol. 141(C), pages 245-260.
    12. Janda, Karel & Málek, Jan & Rečka, Lukáš, 2017. "Influence of renewable energy sources on transmission networks in Central Europe," Energy Policy, Elsevier, vol. 108(C), pages 524-537.
    13. Geoffrey J. Blanford & Christoph Weissbart, 2019. "A Framework for Modeling the Dynamics of Power Markets – The EU-REGEN Model," ifo Working Paper Series 307, ifo Institute - Leibniz Institute for Economic Research at the University of Munich.
    14. Alexander Blinn & Henrik te Heesen, 2022. "UCB-SEnMod : A Model for Analyzing Future Energy Systems with 100% Renewable Energy Technologies—Methodology," Energies, MDPI, vol. 15(12), pages 1-22, June.
    15. Weber, Juliane & Heinrichs, Heidi Ursula & Gillessen, Bastian & Schumann, Diana & Hörsch, Jonas & Brown, Tom & Witthaut, Dirk, 2019. "Counter-intuitive behaviour of energy system models under CO2 caps and prices," Energy, Elsevier, vol. 170(C), pages 22-30.
    16. Kattumuri, Ruth & Kruse, Tobias, 2017. "Renewable technologies in Karnataka, India: jobs potential and co-benefits," LSE Research Online Documents on Economics 86551, London School of Economics and Political Science, LSE Library.
    17. Ashfaq, Asad & Ianakiev, Anton, 2018. "Features of fully integrated renewable energy atlas for Pakistan; wind, solar and cooling," Renewable and Sustainable Energy Reviews, Elsevier, vol. 97(C), pages 14-27.
    18. Oikonomou, Konstantinos & Tarroja, Brian & Kern, Jordan & Voisin, Nathalie, 2022. "Core process representation in power system operational models: Gaps, challenges, and opportunities for multisector dynamics research," Energy, Elsevier, vol. 238(PC).
    19. Alexander Kies & Bruno U. Schyska & Lueder Von Bremen, 2016. "Curtailment in a Highly Renewable Power System and Its Effect on Capacity Factors," Energies, MDPI, vol. 9(7), pages 1-18, June.
    20. Lopez, Gabriel & Aghahosseini, Arman & Child, Michael & Khalili, Siavash & Fasihi, Mahdi & Bogdanov, Dmitrii & Breyer, Christian, 2022. "Impacts of model structure, framework, and flexibility on perspectives of 100% renewable energy transition decision-making," Renewable and Sustainable Energy Reviews, Elsevier, vol. 164(C).

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:appene:v:356:y:2024:i:c:s0306261923017154. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/wps/find/journaldescription.cws_home/405891/description#description .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.