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A cross-scale framework for evaluating flexibility values of battery and fuel cell electric vehicles

Author

Listed:
  • Ruixue Liu

    (Tsinghua University)

  • Guannan He

    (Peking University
    Peking University
    Peking University
    Peking University Changsha Institute for Computing and Digital Economy)

  • Xizhe Wang

    (Tsinghua University)

  • Dharik Mallapragada

    (MIT Energy Initiative, Massachusetts Institute of Technology)

  • Hongbo Zhao

    (Princeton University)

  • Yang Shao-Horn

    (MIT Energy Initiative, Massachusetts Institute of Technology
    Massachusetts Institute of Technology
    Research Lab of Electronics, Massachusetts Institute of Technology
    Massachusetts Institute of Technology)

  • Benben Jiang

    (Tsinghua University)

Abstract

Flexibility has become increasingly important considering the intermittency of variable renewable energy in low-carbon energy systems. Electrified transportation exhibits great potential to provide flexibility. This article analyzed and compared the flexibility values of battery electric vehicles and fuel cell electric vehicles for planning and operating interdependent electricity and hydrogen supply chains while considering battery degradation costs. A cross-scale framework involving both macro-level and micro-level models was proposed to compute the profits of flexible EV refueling/charging with battery degradation considered. Here we show that the flexibility reduction after considering battery degradation is quantified by at least 4.7% of the minimum system cost and enlarged under fast charging and low-temperature scenarios. Our findings imply that energy policies and relevant management technologies are crucial to shaping the comparative flexibility advantage of the two transportation electrification pathways. The proposed cross-scale methodology has broad implications for the assessment of emerging energy technologies with complex dynamics.

Suggested Citation

  • Ruixue Liu & Guannan He & Xizhe Wang & Dharik Mallapragada & Hongbo Zhao & Yang Shao-Horn & Benben Jiang, 2024. "A cross-scale framework for evaluating flexibility values of battery and fuel cell electric vehicles," Nature Communications, Nature, vol. 15(1), pages 1-14, December.
  • Handle: RePEc:nat:natcom:v:15:y:2024:i:1:d:10.1038_s41467-023-43884-x
    DOI: 10.1038/s41467-023-43884-x
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    as
    1. Jiang, Benben & Berliner, Marc D. & Lai, Kun & Asinger, Patrick A. & Zhao, Hongbo & Herring, Patrick K. & Bazant, Martin Z. & Braatz, Richard D., 2022. "Fast charging design for Lithium-ion batteries via Bayesian optimization," Applied Energy, Elsevier, vol. 307(C).
    2. 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).
    3. John E. T. Bistline & Geoffrey J. Blanford, 2021. "Impact of carbon dioxide removal technologies on deep decarbonization of the electric power sector," Nature Communications, Nature, vol. 12(1), pages 1-12, December.
    4. Guannan He & Dharik S. Mallapragada & Abhishek Bose & Clara F. Heuberger & Emre Genc{c}er, 2021. "Sector coupling via hydrogen to lower the cost of energy system decarbonization," Papers 2103.03442, arXiv.org.
    5. Qiang Xing & Zhong Chen & Ziqi Zhang & Xiao Xu & Tian Zhang & Xueliang Huang & Haiwei Wang, 2020. "Urban Electric Vehicle Fast-Charging Demand Forecasting Model Based on Data-Driven Approach and Human Decision-Making Behavior," Energies, MDPI, vol. 13(6), pages 1-32, March.
    6. Cox, Brian & Bauer, Christian & Mendoza Beltran, Angelica & van Vuuren, Detlef P. & Mutel, Christopher L., 2020. "Life cycle environmental and cost comparison of current and future passenger cars under different energy scenarios," Applied Energy, Elsevier, vol. 269(C).
    7. Zachary P. Cano & Dustin Banham & Siyu Ye & Andreas Hintennach & Jun Lu & Michael Fowler & Zhongwei Chen, 2018. "Batteries and fuel cells for emerging electric vehicle markets," Nature Energy, Nature, vol. 3(4), pages 279-289, April.
    8. Julianne DeAngelo & Inês Azevedo & John Bistline & Leon Clarke & Gunnar Luderer & Edward Byers & Steven J. Davis, 2021. "Energy systems in scenarios at net-zero CO2 emissions," Nature Communications, Nature, vol. 12(1), pages 1-10, December.
    9. Mine Isik & Rebecca Dodder & P. Ozge Kaplan, 2021. "Transportation emissions scenarios for New York City under different carbon intensities of electricity and electric vehicle adoption rates," Nature Energy, Nature, vol. 6(1), pages 92-104, January.
    10. Maryam Arbabzadeh & Ramteen Sioshansi & Jeremiah X. Johnson & Gregory A. Keoleian, 2019. "Author Correction: The role of energy storage in deep decarbonization of electricity production," Nature Communications, Nature, vol. 10(1), pages 1-1, December.
    11. Falko Ueckerdt & Christian Bauer & Alois Dirnaichner & Jordan Everall & Romain Sacchi & Gunnar Luderer, 2021. "Potential and risks of hydrogen-based e-fuels in climate change mitigation," Nature Climate Change, Nature, vol. 11(5), pages 384-393, May.
    12. He, Hongjie & Du, Ershun & Zhang, Ning & Kang, Chongqing & Wang, Xuebin, 2021. "Enhancing the power grid flexibility with battery energy storage transportation and transmission switching," Applied Energy, Elsevier, vol. 290(C).
    13. 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.
    14. Yue, Meiling & Lambert, Hugo & Pahon, Elodie & Roche, Robin & Jemei, Samir & Hissel, Daniel, 2021. "Hydrogen energy systems: A critical review of technologies, applications, trends and challenges," Renewable and Sustainable Energy Reviews, Elsevier, vol. 146(C).
    15. Li, Jia & Liu, Feng & Li, Zuyi & Shao, Chengcheng & Liu, Xinyuan, 2018. "Grid-side flexibility of power systems in integrating large-scale renewable generations: A critical review on concepts, formulations and solution approaches," Renewable and Sustainable Energy Reviews, Elsevier, vol. 93(C), pages 272-284.
    16. D. M. Davies & M. G. Verde & O. Mnyshenko & Y. R. Chen & R. Rajeev & Y. S. Meng & G. Elliott, 2019. "Combined economic and technological evaluation of battery energy storage for grid applications," Nature Energy, Nature, vol. 4(1), pages 42-50, January.
    17. Kristen A. Severson & Peter M. Attia & Norman Jin & Nicholas Perkins & Benben Jiang & Zi Yang & Michael H. Chen & Muratahan Aykol & Patrick K. Herring & Dimitrios Fraggedakis & Martin Z. Bazant & Step, 2019. "Data-driven prediction of battery cycle life before capacity degradation," Nature Energy, Nature, vol. 4(5), pages 383-391, May.
    18. Reuß, Markus & Grube, Thomas & Robinius, Martin & Stolten, Detlef, 2019. "A hydrogen supply chain with spatial resolution: Comparative analysis of infrastructure technologies in Germany," Applied Energy, Elsevier, vol. 247(C), pages 438-453.
    19. Peter M. Attia & Aditya Grover & Norman Jin & Kristen A. Severson & Todor M. Markov & Yang-Hung Liao & Michael H. Chen & Bryan Cheong & Nicholas Perkins & Zi Yang & Patrick K. Herring & Muratahan Ayko, 2020. "Closed-loop optimization of fast-charging protocols for batteries with machine learning," Nature, Nature, vol. 578(7795), pages 397-402, February.
    20. Shu Zhang & Wenying Chen, 2022. "Assessing the energy transition in China towards carbon neutrality with a probabilistic framework," Nature Communications, Nature, vol. 13(1), pages 1-15, December.
    21. David A. Cullen & K. C. Neyerlin & Rajesh K. Ahluwalia & Rangachary Mukundan & Karren L. More & Rodney L. Borup & Adam Z. Weber & Deborah J. Myers & Ahmet Kusoglu, 2021. "New roads and challenges for fuel cells in heavy-duty transportation," Nature Energy, Nature, vol. 6(5), pages 462-474, May.
    22. Harrison Fell & Alex Gilbert & Jesse D. Jenkins & Matto Mildenberger, 2022. "Nuclear power and renewable energy are both associated with national decarbonization," Nature Energy, Nature, vol. 7(1), pages 25-29, January.
    23. Maryam Arbabzadeh & Ramteen Sioshansi & Jeremiah X. Johnson & Gregory A. Keoleian, 2019. "The role of energy storage in deep decarbonization of electricity production," Nature Communications, Nature, vol. 10(1), pages 1-11, December.
    24. Isaac, N. & Saha, A.K., 2021. "Analysis of refueling behavior of hydrogen fuel vehicles through a stochastic model using Markov Chain Process," Renewable and Sustainable Energy Reviews, Elsevier, vol. 141(C).
    25. Morrissey, Patrick & Weldon, Peter & O’Mahony, Margaret, 2016. "Future standard and fast charging infrastructure planning: An analysis of electric vehicle charging behaviour," Energy Policy, Elsevier, vol. 89(C), pages 257-270.
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    Cited by:

    1. Adeline Gu'eret & Wolf-Peter Schill & Carlos Gaete-Morales, 2024. "Not flexible enough? Impacts of electric carsharing on a power sector with variable renewables," Papers 2402.19380, arXiv.org.

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