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Charging infrastructure access and operation to reduce the grid impacts of deep electric vehicle adoption

Author

Listed:
  • Siobhan Powell

    (Stanford University
    ETH Zurich)

  • Gustavo Vianna Cezar

    (SLAC National Accelerator Laboratory)

  • Liang Min

    (Stanford University)

  • Inês M. L. Azevedo

    (Stanford University
    Stanford University
    Stanford University)

  • Ram Rajagopal

    (Stanford University
    Stanford University
    Stanford University)

Abstract

Electric vehicles will contribute to emissions reductions in the United States, but their charging may challenge electricity grid operations. We present a data-driven, realistic model of charging demand that captures the diverse charging behaviours of future adopters in the US Western Interconnection. We study charging control and infrastructure build-out as critical factors shaping charging load and evaluate grid impact under rapid electric vehicle adoption with a detailed economic dispatch model of 2035 generation. We find that peak net electricity demand increases by up to 25% with forecast adoption and by 50% in a stress test with full electrification. Locally optimized controls and high home charging can strain the grid. Shifting instead to uncontrolled, daytime charging can reduce storage requirements, excess non-fossil fuel generation, ramping and emissions. Our results urge policymakers to reflect generation-level impacts in utility rates and deploy charging infrastructure that promotes a shift from home to daytime charging.

Suggested Citation

  • Siobhan Powell & Gustavo Vianna Cezar & Liang Min & Inês M. L. Azevedo & Ram Rajagopal, 2022. "Charging infrastructure access and operation to reduce the grid impacts of deep electric vehicle adoption," Nature Energy, Nature, vol. 7(10), pages 932-945, October.
  • Handle: RePEc:nat:natene:v:7:y:2022:i:10:d:10.1038_s41560-022-01105-7
    DOI: 10.1038/s41560-022-01105-7
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    as
    1. Zhang, Jing & Yan, Jie & Liu, Yongqian & Zhang, Haoran & Lv, Guoliang, 2020. "Daily electric vehicle charging load profiles considering demographics of vehicle users," Applied Energy, Elsevier, vol. 274(C).
    2. Zachary A. Needell & James McNerney & Michael T. Chang & Jessika E. Trancik, 2016. "Potential for widespread electrification of personal vehicle travel in the United States," Nature Energy, Nature, vol. 1(9), pages 1-7, September.
    3. Wei Wei & Sankaran Ramakrishnan & Zachary A. Needell & Jessika E. Trancik, 2021. "Personal vehicle electrification and charging solutions for high-energy days," Nature Energy, Nature, vol. 6(1), pages 105-114, January.
    4. Ledna, Catherine & Muratori, Matteo & Brooker, Aaron & Wood, Eric & Greene, David, 2022. "How to support EV adoption: Tradeoffs between charging infrastructure investments and vehicle subsidies in California," Energy Policy, Elsevier, vol. 165(C).
    5. Canepa, Kathryn & Hardman, Scott & Tal, Gil, 2019. "An early look at plug-in electric vehicle adoption in disadvantaged communities in California," Transport Policy, Elsevier, vol. 78(C), pages 19-30.
    6. Matteo Muratori, 2018. "Impact of uncoordinated plug-in electric vehicle charging on residential power demand," Nature Energy, Nature, vol. 3(3), pages 193-201, March.
    7. Muratori, Matteo & Jadun, Paige & Bush, Brian & Bielen, David & Vimmerstedt, Laura & Gonder, Jeff & Gearhart, Chris & Arent, Doug, 2020. "Future integrated mobility-energy systems: A modeling perspective," Renewable and Sustainable Energy Reviews, Elsevier, vol. 119(C).
    8. Powell, Siobhan & Cezar, Gustavo Vianna & Rajagopal, Ram, 2022. "Scalable probabilistic estimates of electric vehicle charging given observed driver behavior," Applied Energy, Elsevier, vol. 309(C).
    9. Xinyu Chen & Hongcai Zhang & Zhiwei Xu & Chris P. Nielsen & Michael B. McElroy & Jiajun Lv, 2018. "Impacts of fleet types and charging modes for electric vehicles on emissions under different penetrations of wind power," Nature Energy, Nature, vol. 3(5), pages 413-421, May.
    10. Crozier, Constance & Morstyn, Thomas & McCulloch, Malcolm, 2020. "The opportunity for smart charging to mitigate the impact of electric vehicles on transmission and distribution systems," Applied Energy, Elsevier, vol. 268(C).
    11. Michael Wolinetz & Jonn Axsen & Jotham Peters & Curran Crawford, 2018. "Simulating the value of electric-vehicle–grid integration using a behaviourally realistic model," Nature Energy, Nature, vol. 3(2), pages 132-139, February.
    12. Szinai, Julia K. & Sheppard, Colin J.R. & Abhyankar, Nikit & Gopal, Anand R., 2020. "Reduced grid operating costs and renewable energy curtailment with electric vehicle charge management," Energy Policy, Elsevier, vol. 136(C).
    13. Powell, Siobhan & Vianna Cezar, Gustavo & Apostolaki-Iosifidou, Elpiniki & Rajagopal, Ram, 2022. "Large-scale scenarios of electric vehicle charging with a data-driven model of control," Energy, Elsevier, vol. 248(C).
    14. Gschwendtner, Christine & Sinsel, Simon R. & Stephan, Annegret, 2021. "Vehicle-to-X (V2X) implementation: An overview of predominate trial configurations and technical, social and regulatory challenges," Renewable and Sustainable Energy Reviews, Elsevier, vol. 145(C).
    15. Galvin, Ray, 2022. "Are electric vehicles getting too big and heavy? Modelling future vehicle journeying demand on a decarbonized US electricity grid," Energy Policy, Elsevier, vol. 161(C).
    16. Doluweera, Ganesh & Hahn, Fabian & Bergerson, Joule & Pruckner, Marco, 2020. "A scenario-based study on the impacts of electric vehicles on energy consumption and sustainability in Alberta," Applied Energy, Elsevier, vol. 268(C).
    17. Scott Hardman & Gil Tal, 2021. "Understanding discontinuance among California’s electric vehicle owners," Nature Energy, Nature, vol. 6(5), pages 538-545, May.
    18. Zhang, Cong & Greenblatt, Jeffery B. & MacDougall, Pamela & Saxena, Samveg & Jayam Prabhakar, Aditya, 2020. "Quantifying the benefits of electric vehicles on the future electricity grid in the midwestern United States," Applied Energy, Elsevier, vol. 270(C).
    19. Brennan Borlaug & Matteo Muratori & Madeline Gilleran & David Woody & William Muston & Thomas Canada & Andrew Ingram & Hal Gresham & Charlie McQueen, 2021. "Heavy-duty truck electrification and the impacts of depot charging on electricity distribution systems," Nature Energy, Nature, vol. 6(6), pages 673-682, June.
    20. Manríquez, Francisco & Sauma, Enzo & Aguado, José & de la Torre, Sebastián & Contreras, Javier, 2020. "The impact of electric vehicle charging schemes in power system expansion planning," Applied Energy, Elsevier, vol. 262(C).
    21. Brinkel, N.B.G. & Schram, W.L. & AlSkaif, T.A. & Lampropoulos, I. & van Sark, W.G.J.H.M., 2020. "Should we reinforce the grid? Cost and emission optimization of electric vehicle charging under different transformer limits," Applied Energy, Elsevier, vol. 276(C).
    22. Anna M. Brockway & Jennifer Conde & Duncan Callaway, 2021. "Inequitable access to distributed energy resources due to grid infrastructure limits in California," Nature Energy, Nature, vol. 6(9), pages 892-903, September.
    23. Powell, Siobhan & Kara, Emre Can & Sevlian, Raffi & Cezar, Gustavo Vianna & Kiliccote, Sila & Rajagopal, Ram, 2020. "Controlled workplace charging of electric vehicles: The impact of rate schedules on transformer aging," Applied Energy, Elsevier, vol. 276(C).
    24. Yanyan Xu & Serdar Çolak & Emre C. Kara & Scott J. Moura & Marta C. González, 2018. "Planning for electric vehicle needs by coupling charging profiles with urban mobility," Nature Energy, Nature, vol. 3(6), pages 484-493, June.
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    4. Kuang, Haoxuan & Qu, Haohao & Deng, Kunxiang & Li, Jun, 2024. "A physics-informed graph learning approach for citywide electric vehicle charging demand prediction and pricing," Applied Energy, Elsevier, vol. 363(C).
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    6. Sprei, Frances & Kempton, Willett, 2024. "Mental models guide electric vehicle charging," Energy, Elsevier, vol. 292(C).
    7. Maxwell Woody & Gregory A. Keoleian & Parth Vaishnav, 2023. "Decarbonization potential of electrifying 50% of U.S. light-duty vehicle sales by 2030," Nature Communications, Nature, vol. 14(1), pages 1-12, December.
    8. Alejandro Sanz & Peter Meyer, 2024. "Electrifying the Last-Mile Logistics (LML) in Intensive B2B Operations—An European Perspective on Integrating Innovative Platforms," Logistics, MDPI, vol. 8(2), pages 1-39, April.
    9. Bruno Knevitz Hammerschmitt & Clodomiro Unsihuay-Vila & Jordan Passinato Sausen & Marcelo Bruno Capeletti & Alexandre Rasi Aoki & Mateus Duarte Teixeira & Carlos Henrique Barriquello & Alzenira da Ros, 2024. "Adaptive Charging Simulation Model for Different Electric Vehicles and Mobility Patterns," Energies, MDPI, vol. 17(16), pages 1-21, August.
    10. Powell, Siobhan & Martin, Sonia & Rajagopal, Ram & Azevedo, Inês M.L. & de Chalendar, Jacques, 2024. "Future-proof rates for controlled electric vehicle charging: Comparing multi-year impacts of different emission factor signals," Energy Policy, Elsevier, vol. 190(C).
    11. Sauter, A.J. & Lara, José Daniel & Turk, Jennifer & Milford, Jana & Hodge, Bri-Mathias, 2024. "Power system operational impacts of electric vehicle dynamic wireless charging," Applied Energy, Elsevier, vol. 364(C).
    12. Liu, Xiaochen & Fu, Zhi & Qiu, Siyuan & Li, Shaojie & Zhang, Tao & Liu, Xiaohua & Jiang, Yi, 2023. "Building-centric investigation into electric vehicle behavior: A survey-based simulation method for charging system design," Energy, Elsevier, vol. 271(C).
    13. Saeed Alyami, 2024. "Ensuring Sustainable Grid Stability through Effective EV Charging Management: A Time and Energy-Based Approach," Sustainability, MDPI, vol. 16(14), pages 1-15, July.
    14. Meng, Weiqi & Song, Dongran & Huang, Liansheng & Chen, Xiaojiao & Yang, Jian & Dong, Mi & Talaat, M., 2024. "A Bi-level optimization strategy for electric vehicle retailers based on robust pricing and hybrid demand response," Energy, Elsevier, vol. 289(C).
    15. Rabl, Regina & Reuter-Oppermann, Melanie & Jochem, Patrick E.P., 2024. "Charging infrastructure for electric vehicles in New Zealand," Transport Policy, Elsevier, vol. 148(C), pages 124-144.
    16. Thi Ngoc Nguyen & Felix Muesgens, 2024. "Fuel tax loss in a world of electric mobility: A window of opportunity for congestion pricing," Papers 2409.20033, arXiv.org.
    17. Zhao, Yang & Jiang, Ziyue & Chen, Xinyu & Liu, Peng & Peng, Tianduo & Shu, Zhan, 2023. "Toward environmental sustainability: data-driven analysis of energy use patterns and load profiles for urban electric vehicle fleets," Energy, Elsevier, vol. 285(C).
    18. Jiehong Lou & Xingchi Shen & Deb A. Niemeier & Nathan Hultman, 2024. "Income and racial disparity in household publicly available electric vehicle infrastructure accessibility," Nature Communications, Nature, vol. 15(1), pages 1-12, December.
    19. Li, Xiaohui & Wang, Zhenpo & Zhang, Lei & Sun, Fengchun & Cui, Dingsong & Hecht, Christopher & Figgener, Jan & Sauer, Dirk Uwe, 2023. "Electric vehicle behavior modeling and applications in vehicle-grid integration: An overview," Energy, Elsevier, vol. 268(C).
    20. Muttaqee, Mahmood & Stelmach, Greg & Zanocco, Chad & Flora, June & Rajagopal, Ram & Boudet, Hilary S., 2024. "Time of use pricing and likelihood of shifting energy activities, strategies, and timing," Energy Policy, Elsevier, vol. 187(C).
    21. Jiang, Qinhua & Zhang, Ning & Yueshuai He, Brian & Lee, Changju & Ma, Jiaqi, 2024. "Large-scale public charging demand prediction with a scenario- and activity-based approach," Transportation Research Part A: Policy and Practice, Elsevier, vol. 179(C).

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