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Diffusion of electric vehicles and their flexibility potential for smoothing residual demand — A spatio-temporal analysis for Germany

Author

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  • Arnold, Fabian
  • Lilienkamp, Arne
  • Namockel, Nils

Abstract

The transformation of the energy system is causing stress on distribution grid components. However, flexible charging of electric vehicles has been shown to have the potential to mitigate this impact by reducing load and feed-in peaks. To understand the potential of charging flexibility on regional and national levels, regional residual demand time series for Germany are estimated for the years 2019, 2030 and 2045. The diffusion of electric vehicles is modeled via sigmoid functions and driving and charging profiles are derived based on micro mobility data. Furthermore, two flexibility schemes for electric vehicles are distinguished: (1) all vehicles contribute to flattening the national residual load curve; (2) vehicles contribute to flattening regional residual load curves. The analysis shows that although the absolute flexibility potential increases with the number of vehicles, its marginal utility to reduce load peaks declines. In load-dominated regions, the national deployment of flexibility can result in higher regional demand peaks compared to a scenario without charging flexibility. The two approaches of flexibility activation can be contradictory in their effects: While regional incentivization is less efficient in reaching the smoothing in the national residual demand curve, national incentivization can even lead to increased strain on the local level.

Suggested Citation

  • Arnold, Fabian & Lilienkamp, Arne & Namockel, Nils, 2024. "Diffusion of electric vehicles and their flexibility potential for smoothing residual demand — A spatio-temporal analysis for Germany," Energy, Elsevier, vol. 308(C).
  • Handle: RePEc:eee:energy:v:308:y:2024:i:c:s0360544224023934
    DOI: 10.1016/j.energy.2024.132619
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    References listed on IDEAS

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    Citations

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    Cited by:

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    2. Dong, Xiaohong & Ren, Yanqi & Zhou, Yue & Si, Qianyu & Dong, Xing & Wang, Mingshen, 2025. "Flexibility characterization and analysis of electric vehicle clusters based on real user behavior data 11The short version of the paper was presented at ICAE2023, Doha, Qatar, Dec 3–5, 2023. This paper is a substantial extension of the short version," Applied Energy, Elsevier, vol. 387(C).
    3. Sousa, Jorge & Lagarto, João & Barata, Filipe, 2025. "Impact of demand flexibility on renewable energy integration, backup capacity, storage use and dispatchable generation: A case study for Portugal's 2030 National Energy plan," Energy, Elsevier, vol. 320(C).
    4. Dall-Orsoletta, Alaize & Oosthuizen, Rudolph & Dranka, Géremi Gilson & Ferreira, Paula, 2025. "A quantitative modeling approach to energy justice in electric vehicle adoption," Energy, Elsevier, vol. 322(C).
    5. Riyahi, Milad & Martín, Alvaro Gutiérrez, 2025. "Optimizing capacity expansion modeling with a novel hierarchical clustering and systematic elbow method: A case study on power and storage units in Spain," Energy, Elsevier, vol. 323(C).
    6. da Costa, D.P.M. & Kasaei, M.M. & Carbas, R.J.C. & Marques, E.A.S. & Sampaio, R.F.V. & Bragança, I.M.F. & da Silva, L.F.M., 2025. "Thermal-electrical analysis of a novel interconnection for hybrid busbars in electric vehicle batteries," Energy, Elsevier, vol. 329(C).
    7. Köppchen, Bennet & Stadler, Ingo & Nebel, Arjuna, 2025. "Effects of non-industrial decentralized demand-side-management on energy costs and battery storage requirement in Germany's power grid," Energy, Elsevier, vol. 323(C).

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    JEL classification:

    • C61 - Mathematical and Quantitative Methods - - Mathematical Methods; Programming Models; Mathematical and Simulation Modeling - - - Optimization Techniques; Programming Models; Dynamic Analysis
    • D47 - Microeconomics - - Market Structure, Pricing, and Design - - - Market Design
    • O33 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Technological Change: Choices and Consequences; Diffusion Processes
    • Q41 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Energy - - - Demand and Supply; Prices
    • Q48 - Agricultural and Natural Resource Economics; Environmental and Ecological Economics - - Energy - - - Government Policy

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