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Forecasting the State of Health of Electric Vehicle Batteries to Evaluate the Viability of Car Sharing Practices

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  • Ivana Semanjski

    (Department of Telecommunications and Information Processing, Ghent University, St-Pietersnieuwstraat 41, B-9000 Gent, Belgium)

  • Sidharta Gautama

    (Department of Telecommunications and Information Processing, Ghent University, St-Pietersnieuwstraat 41, B-9000 Gent, Belgium)

Abstract

Car-sharing practices are introducing electric vehicles (EVs) into their fleet. However, the literature suggests that at this point shared EV systems are failing to reach satisfactory commercial viability. A potential reason for this is the effect of higher vehicle usage, which is characteristic of car sharing, and the implications on the battery’s state of health ( SoH ). In this paper, we forecast the SoH of two identical EVs being used in different car-sharing practices. For this purpose, we use real life transaction data from charging stations and different EV sensors. The results indicate that insight into users’ driving and charging behavior can provide a valuable point of reference for car-sharing system designers. In particular, the forecasting results show that the moment when an EV battery reaches its theoretical end of life can differ in as much as a quarter of the time when vehicles are shared under different conditions.

Suggested Citation

  • Ivana Semanjski & Sidharta Gautama, 2016. "Forecasting the State of Health of Electric Vehicle Batteries to Evaluate the Viability of Car Sharing Practices," Energies, MDPI, vol. 9(12), pages 1-17, December.
    • Handle: RePEc:gam:jeners:v:9:y:2016:i:12:p:1025-:d:84370
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    1. Rens Meijkamp, 1998. "Changing consumer behaviour through eco‐efficient services: an empirical study of car sharing in the Netherlands," Business Strategy and the Environment, Wiley Blackwell, vol. 7(4), pages 234-244, September.
    2. James Michael Hooper & James Marco & Gael Henri Chouchelamane & Christopher Lyness & James Taylor, 2016. "Vibration Durability Testing of Nickel Cobalt Aluminum Oxide (NCA) Lithium-Ion 18650 Battery Cells," Energies, MDPI, vol. 9(4), pages 1-18, April.
    3. Prettenthaler, Franz E. & Steininger, Karl W., 1999. "From ownership to service use lifestyle: the potential of car sharing," Ecological Economics, Elsevier, vol. 28(3), pages 443-453, March.
    4. Larson, Paul D. & Viáfara, Jairo & Parsons, Robert V. & Elias, Arne, 2014. "Consumer attitudes about electric cars: Pricing analysis and policy implications," Transportation Research Part A: Policy and Practice, Elsevier, vol. 69(C), pages 299-314.
    5. Ching-Ming Lai & Ming-Ji Yang, 2016. "A High-Gain Three-Port Power Converter with Fuel Cell, Battery Sources and Stacked Output for Hybrid Electric Vehicles and DC-Microgrids," Energies, MDPI, vol. 9(3), pages 1-15, March.
    6. Tversky, Amos & Slovic, Paul & Kahneman, Daniel, 1990. "The Causes of Preference Reversal," American Economic Review, American Economic Association, vol. 80(1), pages 204-217, March.
    7. Stasko, Timon H. & Buck, Andrew B. & Oliver Gao, H., 2013. "Carsharing in a university setting: Impacts on vehicle ownership, parking demand, and mobility in Ithaca, NY," Transport Policy, Elsevier, vol. 30(C), pages 262-268.
    8. Catalano, Mario & Lo Casto, Barbara & Migliore, Marco, 2008. "Car sharing demand estimation and urban transport demand modelling using stated preference techniques," European Transport \ Trasporti Europei, ISTIEE, Institute for the Study of Transport within the European Economic Integration, issue 40, pages 33-50.
    9. Yinuo Huang & Chuangxin Guo & Yi Ding & Licheng Wang & Bingquan Zhu & Lizhong Xu, 2016. "A Multi-Period Framework for Coordinated Dispatch of Plug-in Electric Vehicles," Energies, MDPI, vol. 9(5), pages 1-16, May.
    10. Hua Zhang & Lei Pei & Jinlei Sun & Kai Song & Rengui Lu & Yongping Zhao & Chunbo Zhu & Tiansi Wang, 2016. "Online Diagnosis for the Capacity Fade Fault of a Parallel-Connected Lithium Ion Battery Group," Energies, MDPI, vol. 9(5), pages 1-18, May.
    11. Shaheen, Susan A & Cohen, Adam P, 2007. "Growth in Worldwide Carsharing: An International Comparison," Institute of Transportation Studies, Research Reports, Working Papers, Proceedings qt2zv240pp, Institute of Transportation Studies, UC Berkeley.
    12. Graham-Rowe, Ella & Skippon, Stephen & Gardner, Benjamin & Abraham, Charles, 2011. "Can we reduce car use and, if so, how? A review of available evidence," Transportation Research Part A: Policy and Practice, Elsevier, vol. 45(5), pages 401-418, June.
    13. Shaheen, Susan A & Mallery, Mark A & Kingsley, Karla J, 2012. "Personal vehicle sharing services in North America," Institute of Transportation Studies, Research Reports, Working Papers, Proceedings qt5tg7x5z0, Institute of Transportation Studies, UC Berkeley.
    14. Daniel Kahneman & Jack L. Knetsch & Richard H. Thaler, 1991. "Anomalies: The Endowment Effect, Loss Aversion, and Status Quo Bias," Journal of Economic Perspectives, American Economic Association, vol. 5(1), pages 193-206, Winter.
    15. Kihm, Alexander & Trommer, Stefan, 2014. "The new car market for electric vehicles and the potential for fuel substitution," Energy Policy, Elsevier, vol. 73(C), pages 147-157.
    16. Mingchao Xia & Qingying Lai & Yajiao Zhong & Canbing Li & Hsiao-Dong Chiang, 2016. "Aggregator-Based Interactive Charging Management System for Electric Vehicle Charging," Energies, MDPI, vol. 9(3), pages 1-14, March.
    17. Kent, Jennifer L. & Dowling, Robyn, 2013. "Puncturing automobility? Carsharing practices," Journal of Transport Geography, Elsevier, vol. 32(C), pages 86-92.
    18. Alexandros Nikolian & Yousef Firouz & Rahul Gopalakrishnan & Jean-Marc Timmermans & Noshin Omar & Peter Van den Bossche & Joeri Van Mierlo, 2016. "Lithium Ion Batteries—Development of Advanced Electrical Equivalent Circuit Models for Nickel Manganese Cobalt Lithium-Ion," Energies, MDPI, vol. 9(5), pages 1-23, May.
    19. Fujii, Satoshi & Gärling, Tommy, 2003. "Application of attitude theory for improved predictive accuracy of stated preference methods in travel demand analysis," Transportation Research Part A: Policy and Practice, Elsevier, vol. 37(4), pages 389-402, May.
    20. Lixing Chen & Zhong Chen & Xueliang Huang & Long Jin, 2016. "A Study on Price-Based Charging Strategy for Electric Vehicles on Expressways," Energies, MDPI, vol. 9(5), pages 1-18, May.
    21. Delucchi, Mark & Lipman, Timothy, 2001. "An Analysis of the Retail and Lifecycle Cost of Battery-Powered Electric Vehicles," Institute of Transportation Studies, Working Paper Series qt50q9060k, Institute of Transportation Studies, UC Davis.
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    Cited by:

    1. Andrzej Łebkowski, 2018. "Steam and Oxyhydrogen Addition Influence on Energy Usage by Range Extender—Battery Electric Vehicles," Energies, MDPI, vol. 11(9), pages 1-20, September.
    2. Francisco Martínez-Álvarez & Alicia Troncoso & José C. Riquelme, 2017. "Recent Advances in Energy Time Series Forecasting," Energies, MDPI, vol. 10(6), pages 1-3, June.

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