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Capturing uncertainty in emission estimates related to vehicle electrification and implications for metropolitan greenhouse gas emission inventories

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  • Wang, An
  • Tu, Ran
  • Gai, Yijun
  • Pereira, Lucas G.
  • Vaughan, J.
  • Posen, I. Daniel
  • Miller, Eric J.
  • Hatzopoulou, Marianne

Abstract

Various sources of uncertainty exist in current on-road emission and energy consumption modelling approaches, which could affect the evaluation of energy and power distribution systems and related policies. These uncertainties are ever more pertinent today as urban transportation systems undergo drastic changes. This study presents a greenhouse gas emission and energy consumption accounting approach for on-road transportation, developed to estimate well-to-wheel emission distributions for household gasoline and electric vehicles, while capturing specific sources of uncertainty in the modelling process. Using data for Greater Toronto and Hamilton, the combined effects of vehicle electrification and well-to-wheel emission uncertainty were investigated. Under the base case, and for the study years 2011 and 2017, mean values for daily regional greenhouse gas emissions from household transportation, were estimated at 31,000 and 29,000 metric tons of CO2eq. The results of the policy scenarios present insight into the effectiveness of electric vehicles at reducing emissions and point out possible risks of using deterministic and single point estimates in policy appraisal. A sensitivity analysis demonstrates that well-to-tank emissions have the largest uncertainty, while tank-to-wheel emissions contribute the most to total uncertainty as they make up 75% of total emissions.

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  • Wang, An & Tu, Ran & Gai, Yijun & Pereira, Lucas G. & Vaughan, J. & Posen, I. Daniel & Miller, Eric J. & Hatzopoulou, Marianne, 2020. "Capturing uncertainty in emission estimates related to vehicle electrification and implications for metropolitan greenhouse gas emission inventories," Applied Energy, Elsevier, vol. 265(C).
    • Handle: RePEc:eee:appene:v:265:y:2020:i:c:s030626192030310x
    DOI: 10.1016/j.apenergy.2020.114798
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    1. Stacey L. Dolan & Garvin A. Heath, 2012. "Life Cycle Greenhouse Gas Emissions of Utility‐Scale Wind Power," Journal of Industrial Ecology, Yale University, vol. 16(s1), pages 136-154, April.
    2. Liu, Kai & Wang, Jiangbo & Yamamoto, Toshiyuki & Morikawa, Takayuki, 2018. "Exploring the interactive effects of ambient temperature and vehicle auxiliary loads on electric vehicle energy consumption," Applied Energy, Elsevier, vol. 227(C), pages 324-331.
    3. Mansour, Charbel J. & Haddad, Marc G., 2017. "Well-to-wheel assessment for informing transition strategies to low-carbon fuel-vehicles in developing countries dependent on fuel imports: A case-study of road transport in Lebanon," Energy Policy, Elsevier, vol. 107(C), pages 167-181.
    4. Ethan S. Warner & Garvin A. Heath, 2012. "Life Cycle Greenhouse Gas Emissions of Nuclear Electricity Generation," Journal of Industrial Ecology, Yale University, vol. 16(s1), pages 73-92, April.
    5. Gavenas, Ekaterina & Rosendahl, Knut Einar & Skjerpen, Terje, 2015. "CO2-emissions from Norwegian oil and gas extraction," Energy, Elsevier, vol. 90(P2), pages 1956-1966.
    6. Wang, Hewu & Zhang, Xiaobin & Ouyang, Minggao, 2015. "Energy consumption of electric vehicles based on real-world driving patterns: A case study of Beijing," Applied Energy, Elsevier, vol. 157(C), pages 710-719.
    7. Zhou, Guanghui & Ou, Xunmin & Zhang, Xiliang, 2013. "Development of electric vehicles use in China: A study from the perspective of life-cycle energy consumption and greenhouse gas emissions," Energy Policy, Elsevier, vol. 59(C), pages 875-884.
    8. Peng, Tianduo & Ou, Xunmin & Yuan, Zhiyi & Yan, Xiaoyu & Zhang, Xiliang, 2018. "Development and application of China provincial road transport energy demand and GHG emissions analysis model," Applied Energy, Elsevier, vol. 222(C), pages 313-328.
    9. Rahman, Md. Mustafizur & Canter, Christina & Kumar, Amit, 2015. "Well-to-wheel life cycle assessment of transportation fuels derived from different North American conventional crudes," Applied Energy, Elsevier, vol. 156(C), pages 159-173.
    10. Di Lullo, Giovanni & Zhang, Hao & Kumar, Amit, 2016. "Evaluation of uncertainty in the well-to-tank and combustion greenhouse gas emissions of various transportation fuels," Applied Energy, Elsevier, vol. 184(C), pages 413-426.
    11. Meinrenken, Christoph J. & Lackner, Klaus S., 2015. "Fleet view of electrified transportation reveals smaller potential to reduce GHG emissions," Applied Energy, Elsevier, vol. 138(C), pages 393-403.
    12. Li, Peilin & Zhao, Pengjun & Brand, Christian, 2018. "Future energy use and CO2 emissions of urban passenger transport in China: A travel behavior and urban form based approach," Applied Energy, Elsevier, vol. 211(C), pages 820-842.
    13. Michael Whitaker & Garvin A. Heath & Patrick O’Donoughue & Martin Vorum, 2012. "Life Cycle Greenhouse Gas Emissions of Coal‐Fired Electricity Generation," Journal of Industrial Ecology, Yale University, vol. 16(s1), pages 53-72, April.
    14. Moretti, Christian & Moro, Alberto & Edwards, Robert & Rocco, Matteo Vincenzo & Colombo, Emanuela, 2017. "Analysis of standard and innovative methods for allocating upstream and refinery GHG emissions to oil products," Applied Energy, Elsevier, vol. 206(C), pages 372-381.
    15. David D. Hsu & Patrick O’Donoughue & Vasilis Fthenakis & Garvin A. Heath & Hyung Chul Kim & Pamala Sawyer & Jun‐Ki Choi & Damon E. Turney, 2012. "Life Cycle Greenhouse Gas Emissions of Crystalline Silicon Photovoltaic Electricity Generation," Journal of Industrial Ecology, Yale University, vol. 16(s1), pages 122-135, April.
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