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Optimizing future cost and emissions of electric delivery vehicles

Author

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  • Maxwell Woody
  • Michael T. Craig
  • Parth T. Vaishnav
  • Geoffrey M. Lewis
  • Gregory A. Keoleian

Abstract

Electrification of delivery vehicles will play an important role in decarbonizing the transportation sector. As electricity‐generating technologies vary regionally and temporally, where electric vehicles are deployed and when they are charged will determine the greenhouse gas (GHG) emissions and cost consequences of delivery vehicle electrification. We couple a vehicle charging model with a dataset that provides hourly projections of marginal electricity cost and marginal emissions factors across 134 electricity balancing areas in the United States. We calculate the cost and emissions of charging an electric delivery vehicle over a 10‐year service life (2021–2030) at different times of day and in different locations. Using a multiobjective optimization framework, we explore two potential goals—minimizing GHG emissions and minimizing cost—and investigate the tradeoffs between those goals. We show emissions ranging from 136 to 485 g CO2/mile, and costs ranging from 0.79 to 3.18 cents/mile depending on location and optimization weighting. We demonstrate the impact of charge time‐of‐day optimization frequency, showing emissions reductions of 19–62% by choosing the optimal charging time every day, rather than annually. We show that the benefits of electrification are reduced when potential charge times are constrained (e.g., if charging must take place overnight), and we calculate the carbon price needed to align cost‐optimized and emissions‐optimized charge timing in different regions. Our results highlight the opportunity to reduce cost and emissions by strategically charging at certain times of day and show the importance of accounting for spatial and temporal variability when developing effective carbon‐reduction strategies.

Suggested Citation

  • Maxwell Woody & Michael T. Craig & Parth T. Vaishnav & Geoffrey M. Lewis & Gregory A. Keoleian, 2022. "Optimizing future cost and emissions of electric delivery vehicles," Journal of Industrial Ecology, Yale University, vol. 26(3), pages 1108-1122, June.
  • Handle: RePEc:bla:inecol:v:26:y:2022:i:3:p:1108-1122
    DOI: 10.1111/jiec.13263
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    as
    1. Denholm, Paul & Nunemaker, Jacob & Gagnon, Pieter & Cole, Wesley, 2020. "The potential for battery energy storage to provide peaking capacity in the United States," Renewable Energy, Elsevier, vol. 151(C), pages 1269-1277.
    2. Alexandre Milovanoff & I. Daniel Posen & Heather L. MacLean, 2020. "Electrification of light-duty vehicle fleet alone will not meet mitigation targets," Nature Climate Change, Nature, vol. 10(12), pages 1102-1107, December.
    3. Eric Masanet & Niko Heeren & Shigemi Kagawa & Jonathan Cullen & Reid Lifset & Richard Wood, 2021. "Material efficiency for climate change mitigation," Journal of Industrial Ecology, Yale University, vol. 25(2), pages 254-259, April.
    4. Schoch, Jennifer & Gaerttner, Johannes & Schuller, Alexander & Setzer, Thomas, 2018. "Enhancing electric vehicle sustainability through battery life optimal charging," Transportation Research Part B: Methodological, Elsevier, vol. 112(C), pages 1-18.
    5. Graff Zivin, Joshua S. & Kotchen, Matthew J. & Mansur, Erin T., 2014. "Spatial and temporal heterogeneity of marginal emissions: Implications for electric cars and other electricity-shifting policies," Journal of Economic Behavior & Organization, Elsevier, vol. 107(PA), pages 248-268.
    6. Zhao, Yang & Noori, Mehdi & Tatari, Omer, 2016. "Vehicle to Grid regulation services of electric delivery trucks: Economic and environmental benefit analysis," Applied Energy, Elsevier, vol. 170(C), pages 161-175.
    7. Bigazzi, Alexander, 2019. "Comparison of marginal and average emission factors for passenger transportation modes," Applied Energy, Elsevier, vol. 242(C), pages 1460-1466.
    8. Troy R. Hawkins & Bhawna Singh & Guillaume Majeau‐Bettez & Anders Hammer Strømman, 2013. "Comparative Environmental Life Cycle Assessment of Conventional and Electric Vehicles," Journal of Industrial Ecology, Yale University, vol. 17(1), pages 53-64, February.
    9. Pelletier, Samuel & Jabali, Ola & Laporte, Gilbert, 2018. "Charge scheduling for electric freight vehicles," Transportation Research Part B: Methodological, Elsevier, vol. 115(C), pages 246-269.
    10. Anders Arvesen & Steve Völler & Christine Roxanne Hung & Volker Krey & Magnus Korpås & Anders Hammer Strømman, 2021. "Emissions of electric vehicle charging in future scenarios: The effects of time of charging," Journal of Industrial Ecology, Yale University, vol. 25(5), pages 1250-1263, October.
    11. Hoehne, Christopher G. & Chester, Mikhail V., 2016. "Optimizing plug-in electric vehicle and vehicle-to-grid charge scheduling to minimize carbon emissions," Energy, Elsevier, vol. 115(P1), pages 646-657.
    12. Michael N. Taptich & Arpad Horvath & Mikhail V. Chester, 2016. "Worldwide Greenhouse Gas Reduction Potentials in Transportation by 2050," Journal of Industrial Ecology, Yale University, vol. 20(2), pages 329-340, April.
    13. Paul Wolfram & Qingshi Tu & Niko Heeren & Stefan Pauliuk & Edgar G. Hertwich, 2021. "Material efficiency and climate change mitigation of passenger vehicles," Journal of Industrial Ecology, Yale University, vol. 25(2), pages 494-510, April.
    14. Frazier, A. Will & Cole, Wesley & Denholm, Paul & Greer, Daniel & Gagnon, Pieter, 2020. "Assessing the potential of battery storage as a peaking capacity resource in the United States," Applied Energy, Elsevier, vol. 275(C).
    15. 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).
    16. Fan Yang & Yuanyuan Xie & Yelin Deng & Chris Yuan, 2018. "Predictive modeling of battery degradation and greenhouse gas emissions from U.S. state-level electric vehicle operation," Nature Communications, Nature, vol. 9(1), pages 1-10, December.
    17. Kim, Jae D. & Rahimi, Mansour, 2014. "Future energy loads for a large-scale adoption of electric vehicles in the city of Los Angeles: Impacts on greenhouse gas (GHG) emissions," Energy Policy, Elsevier, vol. 73(C), pages 620-630.
    18. Marmiroli, Benedetta & Venditti, Mattia & Dotelli, Giovanni & Spessa, Ezio, 2020. "The transport of goods in the urban environment: A comparative life cycle assessment of electric, compressed natural gas and diesel light-duty vehicles," Applied Energy, Elsevier, vol. 260(C).
    19. Lei Yang & Caixia Hao & Yina Chai, 2018. "Life Cycle Assessment of Commercial Delivery Trucks: Diesel, Plug-In Electric, and Battery-Swap Electric," Sustainability, MDPI, vol. 10(12), pages 1-21, December.
    20. Onat, Nuri Cihat & Kucukvar, Murat & Tatari, Omer, 2015. "Conventional, hybrid, plug-in hybrid or electric vehicles? State-based comparative carbon and energy footprint analysis in the United States," Applied Energy, Elsevier, vol. 150(C), pages 36-49.
    21. Morganti, Eleonora & Browne, Michael, 2018. "Technical and operational obstacles to the adoption of electric vans in France and the UK: An operator perspective," Transport Policy, Elsevier, vol. 63(C), pages 90-97.
    22. Dixon, James & Bukhsh, Waqquas & Edmunds, Calum & Bell, Keith, 2020. "Scheduling electric vehicle charging to minimise carbon emissions and wind curtailment," Renewable Energy, Elsevier, vol. 161(C), pages 1072-1091.
    23. Tu, Ran & Gai, Yijun (Jessie) & Farooq, Bilal & Posen, Daniel & Hatzopoulou, Marianne, 2020. "Electric vehicle charging optimization to minimize marginal greenhouse gas emissions from power generation," Applied Energy, Elsevier, vol. 277(C).
    24. Archsmith, James & Kendall, Alissa & Rapson, David, 2015. "From Cradle to Junkyard: Assessing the Life Cycle Greenhouse Gas Benefits of Electric Vehicles," Research in Transportation Economics, Elsevier, vol. 52(C), pages 72-90.
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