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Behavioral Realism of Plug-In Electric Vehicle Usage: Implications for Emission Benefits, Energy Consumption, and Policies

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  • Srinivasa Raghavan, Seshadri

Abstract

Accelerating the adoption of plug-in electric vehicles (PEVs), is critical to reduce GHG emissions in the light duty vehicle sector. Conventional PEV usage and GHG assessments are largely based on assumptions drawn from stated preferences and choice experiments of potential or current PEV owners, or self-reported travel and refueling diaries of mainstream internal combustion engine(ICE) users. This dissertation focuses on observed behavior of current PEV users. I present three studies that seek to improve our understanding of PEV driving and charging typified by two levels of disaggregation- vehicle level and household level. First study develops an analytical procedure to quantify what aspects of driving and charging behavior contributes to the gap between observed PHEV Utility Factors and Society of Automotive Engineers (SAE) J2841 expectations. Results indicated that depending on the PHEV range, roughly ±45% of deviations is attributable charging behavior. Daily mileage was responsible for -20% to +3% of deviation. Annual mileage and effective charge depleting range achieved on-road influenced the UF deviation by ±25% and -20% to -4% respectively. In the second study, driving and charging behavior differences between short-range (20 miles or less) and long-range (35 miles or more) PHEVs are investigated. It was found that diversity of charging locations is positively associated with electric miles from short-range PHEVs whereas encouraging more home charging increases the electrification benefits of longer-range PHEVs. Third study quantifies the well-to-wheel GHG mitigation potential of Nissan Leaf, Chevrolet Bolt and Tesla Model S at the household level using a multi-year actual usage data from 73 two-car (single BEV and single ICE) California households. Analysis shows that on average 25% of Leaf and Bolt, and 30% of Tesla household’s GHG can be reduced from their current levels by driving the BEV instead of the ICE. Upgrading to a longer-range efficiency oriented BEV and fully charging overnight can mitigate an additional 10-15% household GHG. Upgrading to longer-range sportier performance oriented BEV nearly offset the GHG abatement benefits, but it electrifies the highest share of household miles.

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  • Srinivasa Raghavan, Seshadri, 2020. "Behavioral Realism of Plug-In Electric Vehicle Usage: Implications for Emission Benefits, Energy Consumption, and Policies," Institute of Transportation Studies, Working Paper Series qt1rz000pf, Institute of Transportation Studies, UC Davis.
    • Handle: RePEc:cdl:itsdav:qt1rz000pf
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    as
    1. Egbue, Ona & Long, Suzanna, 2012. "Barriers to widespread adoption of electric vehicles: An analysis of consumer attitudes and perceptions," Energy Policy, Elsevier, vol. 48(C), pages 717-729.
    2. Dimitropoulos, Alexandros & Rietveld, Piet & van Ommeren, Jos N., 2013. "Consumer valuation of changes in driving range: A meta-analysis," Transportation Research Part A: Policy and Practice, Elsevier, vol. 55(C), pages 27-45.
    3. Figenbaum, Erik & Assum, Terje & Kolbenstvedt, Marika, 2015. "Electromobility in Norway: Experiences and Opportunities," Research in Transportation Economics, Elsevier, vol. 50(C), pages 29-38.
    4. Kenneth Gillingham & Matthew J. Kotchen & David S. Rapson & Gernot Wagner, 2013. "The rebound effect is overplayed," Nature, Nature, vol. 493(7433), pages 475-476, January.
    5. 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.
    6. J. H. Wesseling & E. M. M. I. Niesten & J. Faber & M. P. Hekkert, 2015. "Business Strategies of Incumbents in the Market for Electric Vehicles: Opportunities and Incentives for Sustainable Innovation," Business Strategy and the Environment, Wiley Blackwell, vol. 24(6), pages 518-531, September.
    7. Franke, Thomas & Krems, Josef F., 2013. "Interacting with limited mobility resources: Psychological range levels in electric vehicle use," Transportation Research Part A: Policy and Practice, Elsevier, vol. 48(C), pages 109-122.
    8. Khan, Mobashwir & Kockelman, Kara M., 2012. "Predicting the market potential of plug-in electric vehicles using multiday GPS data," Energy Policy, Elsevier, vol. 46(C), pages 225-233.
    9. Contestabile, Marcello & Alajaji, Mohammed & Almubarak, Bader, 2017. "Will current electric vehicle policy lead to cost-effective electrification of passenger car transport?," Energy Policy, Elsevier, vol. 110(C), pages 20-30.
    10. Yan Zhou & Michael Wang & Han Hao & Larry Johnson & Hewu Wang & Han Hao, 2015. "Plug-in electric vehicle market penetration and incentives: a global review," Mitigation and Adaptation Strategies for Global Change, Springer, vol. 20(5), pages 777-795, June.
    11. Plötz, Patrick & Funke, Simon & Jochem, Patrick, 2015. "Real-world fuel economy and CO2 emissions of plug-in hybrid electric vehicles," Working Papers "Sustainability and Innovation" S1/2015, Fraunhofer Institute for Systems and Innovation Research (ISI).
    12. Bruno Dalla Chiara & Francesco Deflorio & Michela Pellicelli & Luca Castello & Marco Eid, 2019. "Perspectives on Electrification for the Automotive Sector: A Critical Review of Average Daily Distances by Light-Duty Vehicles, Required Range, and Economic Outcomes," Sustainability, MDPI, vol. 11(20), pages 1-35, October.
    13. Langbroek, Joram H.M. & Franklin, Joel P. & Susilo, Yusak O., 2016. "The effect of policy incentives on electric vehicle adoption," Energy Policy, Elsevier, vol. 94(C), pages 94-103.
    14. Hardman, Scott & Plotz, Patrick & Tal, Gil & Axsen, Jonn & Figenbaum, Erik & Karlsson, Sten & Refa, Nazir & Sprei, Frances & Williams, Brett & Whitehead, Jake & Witkamp, Bert, 2019. "Exploring the Role of Plug-In Hybrid Electric Vehicles in Electrifying Passenger Transportation," Institute of Transportation Studies, Working Paper Series qt3w53q2h9, Institute of Transportation Studies, UC Davis.
    15. Tal, Gil & Nicholas, Michael A. & Woodjack, Justin & Scrivano, Daniel, 2013. "Who Is Buying Electric Cars in California? Exploring Household and Vehicle Fleet Characteristics of New Plug-In Vehicle Owners," Institute of Transportation Studies, Working Paper Series qt70f4r9wc, Institute of Transportation Studies, UC Davis.
    16. Ding, Chuan & Wang, Donggen & Liu, Chao & Zhang, Yi & Yang, Jiawen, 2017. "Exploring the influence of built environment on travel mode choice considering the mediating effects of car ownership and travel distance," Transportation Research Part A: Policy and Practice, Elsevier, vol. 100(C), pages 65-80.
    17. Lieven, Theo, 2015. "Policy measures to promote electric mobility – A global perspective," Transportation Research Part A: Policy and Practice, Elsevier, vol. 82(C), pages 78-93.
    18. Liew Lee Chan & Noraini Idris, 2017. "Validity and Reliability of The Instrument Using Exploratory Factor Analysis and Cronbach’s alpha," International Journal of Academic Research in Business and Social Sciences, Human Resource Management Academic Research Society, International Journal of Academic Research in Business and Social Sciences, vol. 7(10), pages 400-410, October.
    19. Benjamin Leard, Joshua Linn, and Clayton Munnings, 2019. "Explaining the Evolution of Passenger Vehicle Miles Traveled in the United States," The Energy Journal, International Association for Energy Economics, vol. 0(Number 1).
    20. Lucas W. Davis, 2019. "How much are electric vehicles driven?," Applied Economics Letters, Taylor & Francis Journals, vol. 26(18), pages 1497-1502, October.
    21. Choi, Wonjae & Yoo, Eunji & Seol, Eunsu & Kim, Myoungsoo & Song, Han Ho, 2020. "Greenhouse gas emissions of conventional and alternative vehicles: Predictions based on energy policy analysis in South Korea," Applied Energy, Elsevier, vol. 265(C).
    22. Karabasoglu, Orkun & Michalek, Jeremy, 2013. "Influence of driving patterns on life cycle cost and emissions of hybrid and plug-in electric vehicle powertrains," Energy Policy, Elsevier, vol. 60(C), pages 445-461.
    23. Patrick Plötz & Simon Árpád Funke & Patrick Jochem, 2018. "Empirical Fuel Consumption and CO2 Emissions of Plug‐In Hybrid Electric Vehicles," Journal of Industrial Ecology, Yale University, vol. 22(4), pages 773-784, August.
    24. Paffumi, Elena & De Gennaro, Michele & Martini, Giorgio, 2018. "Alternative utility factor versus the SAE J2841 standard method for PHEV and BEV applications," Transport Policy, Elsevier, vol. 68(C), pages 80-97.
    25. Fanchao Liao & Eric Molin & Bert van Wee, 2017. "Consumer preferences for electric vehicles: a literature review," Transport Reviews, Taylor & Francis Journals, vol. 37(3), pages 252-275, May.
    26. Henry Kaiser, 1970. "A second generation little jiffy," Psychometrika, Springer;The Psychometric Society, vol. 35(4), pages 401-415, December.
    27. Sierzchula, William & Bakker, Sjoerd & Maat, Kees & van Wee, Bert, 2014. "The influence of financial incentives and other socio-economic factors on electric vehicle adoption," Energy Policy, Elsevier, vol. 68(C), pages 183-194.
    28. Henry Kaiser, 1974. "An index of factorial simplicity," Psychometrika, Springer;The Psychometric Society, vol. 39(1), pages 31-36, March.
    29. Xu Hao & Yan Zhou & Hewu Wang & Minggao Ouyang, 2020. "Plug-in electric vehicles in China and the USA: a technology and market comparison," Mitigation and Adaptation Strategies for Global Change, Springer, vol. 25(3), pages 329-353, March.
    30. Wang, Jianhui & Liu, Cong & Ton, Dan & Zhou, Yan & Kim, Jinho & Vyas, Anantray, 2011. "Impact of plug-in hybrid electric vehicles on power systems with demand response and wind power," Energy Policy, Elsevier, vol. 39(7), pages 4016-4021, July.
    31. Bradley, Thomas H. & Frank, Andrew A., 2009. "Design, demonstrations and sustainability impact assessments for plug-in hybrid electric vehicles," Renewable and Sustainable Energy Reviews, Elsevier, vol. 13(1), pages 115-128, January.
    32. Davies, Jamie & Kurani, Kenneth S., 2013. "Moving from assumption to observation: Implications for energy and emissions impacts of plug-in hybrid electric vehicles," Energy Policy, Elsevier, vol. 62(C), pages 550-560.
    33. Nicholas, Michael A. & Tal, Gil & Turrentine, Thomas S., 2017. "Advanced Plug-in Electric Vehicle Travel and Charging Behavior Interim Report," Institute of Transportation Studies, Working Paper Series qt9c28789j, Institute of Transportation Studies, UC Davis.
    34. Brady, John & O’Mahony, Margaret, 2016. "Development of a driving cycle to evaluate the energy economy of electric vehicles in urban areas," Applied Energy, Elsevier, vol. 177(C), pages 165-178.
    35. Poullikkas, Andreas, 2015. "Sustainable options for electric vehicle technologies," Renewable and Sustainable Energy Reviews, Elsevier, vol. 41(C), pages 1277-1287.
    36. Plötz, Patrick & Funke, Simon Árpád & Jochem, Patrick, 2018. "The impact of daily and annual driving on fuel economy and CO2 emissions of plug-in hybrid electric vehicles," Transportation Research Part A: Policy and Practice, Elsevier, vol. 118(C), pages 331-340.
    37. 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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