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Toward the Dynamic Modeling of Transition Problems: The Case of Electric Mobility

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  • Mohammadreza Zolfagharian

    (Department of Islamic Studies and Management, Imam Sadiq University, Tehran 1465943681, Iran
    Department of Industrial Engineering & Innovation Sciences, Eindhoven University of Technology, 5600 MB Eindhoven, The Netherlands)

  • Bob Walrave

    (Department of Industrial Engineering & Innovation Sciences, Eindhoven University of Technology, 5600 MB Eindhoven, The Netherlands)

  • A. Georges L. Romme

    (Department of Industrial Engineering & Innovation Sciences, Eindhoven University of Technology, 5600 MB Eindhoven, The Netherlands)

  • Rob Raven

    (Monash Sustainable Development Institute, Monash University, Clayton, VIC 3800, Australia)

Abstract

Transportation systems are transitioning to e-mobility, but scholars and policymakers are struggling to understand how to accomplish this transition effectively. In response, we draw on the technological innovation systems perspective and the unified theory of acceptance and use of technology to develop a theory-guided and entity-based simulation model to better understand, among others, electric vehicle (EV) adoption processes as a specific yet core element driving business innovation. By doing so, our model is among the first to capture and combine the macro-and micro-level interactions associated with the EV transition process. Our simulation results shed light on the impact of alternative innovation policies, notably by explaining relations between EV market dynamics and changes in e-mobility policies, such as EV-related subsidies and resource mobilization. As such, the simulation modeling approach adopted in this paper enables a more in-depth study of transition problems related to e-mobility. Notably, the resulting modular model can be adjusted to other e-mobility transition problems by changing the specified entities.

Suggested Citation

  • Mohammadreza Zolfagharian & Bob Walrave & A. Georges L. Romme & Rob Raven, 2020. "Toward the Dynamic Modeling of Transition Problems: The Case of Electric Mobility," Sustainability, MDPI, vol. 13(1), pages 1-23, December.
    • Handle: RePEc:gam:jsusta:v:13:y:2020:i:1:p:38-:d:466670
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    1. Stepp, Matthew D. & Winebrake, James J. & Hawker, J. Scott & Skerlos, Steven J., 2009. "Greenhouse gas mitigation policies and the transportation sector: The role of feedback effects on policy effectiveness," Energy Policy, Elsevier, vol. 37(7), pages 2774-2787, July.
    2. Hidrue, Michael K. & Parsons, George R. & Kempton, Willett & Gardner, Meryl P., 2011. "Willingness to pay for electric vehicles and their attributes," Resource and Energy Economics, Elsevier, vol. 33(3), pages 686-705, September.
    3. Mizerski, Richard W, 1982. "An Attribution Explanation of the Disproportionate Influence of Unfavorable Information," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 9(3), pages 301-310, December.
    4. Dijk, Marc & Orsato, Renato J. & Kemp, René, 2013. "The emergence of an electric mobility trajectory," Energy Policy, Elsevier, vol. 52(C), pages 135-145.
    5. Lin, Chengtao & Wu, Tian & Ou, Xunmin & Zhang, Qian & Zhang, Xu & Zhang, Xiliang, 2013. "Life-cycle private costs of hybrid electric vehicles in the current Chinese market," Energy Policy, Elsevier, vol. 55(C), pages 501-510.
    6. Holden, Erling & Linnerud, Kristin & Banister, David, 2013. "Sustainable passenger transport: Back to Brundtland," Transportation Research Part A: Policy and Practice, Elsevier, vol. 54(C), pages 67-77.
    7. K. Matthias Weber & Bernhard Truffer, 2017. "Moving innovation systems research to the next level: towards an integrative agenda," Oxford Review of Economic Policy, Oxford University Press and Oxford Review of Economic Policy Limited, vol. 33(1), pages 101-121.
    8. Frank W. Geels & Frans Berkhout & Detlef P. van Vuuren, 2016. "Bridging analytical approaches for low-carbon transitions," Nature Climate Change, Nature, vol. 6(6), pages 576-583, June.
    9. Geels, Frank W., 2012. "A socio-technical analysis of low-carbon transitions: introducing the multi-level perspective into transport studies," Journal of Transport Geography, Elsevier, vol. 24(C), pages 471-482.
    10. Timothy J. Foxon & Jonathan Köhler & Christine Oughton (ed.), 2008. "Innovation for a Low Carbon Economy," Books, Edward Elgar Publishing, number 12790.
    11. Köhler, Jonathan & Raven, Rob & Walrave, Bob, 2020. "Advancing the analysis of technological innovation systems dynamics: Introduction to the special issue," Technological Forecasting and Social Change, Elsevier, vol. 158(C).
    12. Todd Litman & David Burwell, 2006. "Issues in sustainable transportation," International Journal of Global Environmental Issues, Inderscience Enterprises Ltd, vol. 6(4), pages 331-347.
    13. Venkatesh, Viswanath & Speier, Cheri, 1999. "Computer Technology Training in the Workplace: A Longitudinal Investigation of the Effect of Mood, ," Organizational Behavior and Human Decision Processes, Elsevier, vol. 79(1), pages 1-28, July.
    14. Yeh, Sonia, 2007. "An empirical analysis on the adoption of alternative fuel vehicles: The case of natural gas vehicles," Energy Policy, Elsevier, vol. 35(11), pages 5865-5875, November.
    15. Park, Sang Yong & Kim, Jong Wook & Lee, Duk Hee, 2011. "Development of a market penetration forecasting model for Hydrogen Fuel Cell Vehicles considering infrastructure and cost reduction effects," Energy Policy, Elsevier, vol. 39(6), pages 3307-3315, June.
    16. Janssen, Arthur & Lienin, Stephan F. & Gassmann, Fritz & Wokaun, Alexander, 2006. "Model aided policy development for the market penetration of natural gas vehicles in Switzerland," Transportation Research Part A: Policy and Practice, Elsevier, vol. 40(4), pages 316-333, May.
    17. Köhler, Jonathan & Whitmarsh, Lorraine & Nykvist, Björn & Schilperoord, Michel & Bergman, Noam & Haxeltine, Alex, 2009. "A transitions model for sustainable mobility," Ecological Economics, Elsevier, vol. 68(12), pages 2985-2995, October.
    18. Morrison, J. Bradley, 2008. "Putting the learning curve in context," Journal of Business Research, Elsevier, vol. 61(11), pages 1182-1190, November.
    19. Plötz, Patrick & Schneider, Uta & Globisch, Joachim & Dütschke, Elisabeth, 2014. "Who will buy electric vehicles? Identifying early adopters in Germany," Transportation Research Part A: Policy and Practice, Elsevier, vol. 67(C), pages 96-109.
    20. Susanne Linder, 2011. "Spatial diffusion of electric vehicles in the German metropolitan region of Stuttgart," ERSA conference papers ersa11p557, European Regional Science Association.
    21. Frank M. Bass, 1969. "A New Product Growth for Model Consumer Durables," Management Science, INFORMS, vol. 15(5), pages 215-227, January.
    22. Anna J. Wieczorek & Marko P. Hekkert, 2012. "Corrigendum to 'Systemic instruments for systemic innovation problems: A framework for policy makers and innovation scholars'," Science and Public Policy, Oxford University Press, vol. 39(6), pages 842-842, December.
    23. Karsten Kieckhäfer & Thomas Volling & Thomas Stefan Spengler, 2014. "A Hybrid Simulation Approach for Estimating the Market Share Evolution of Electric Vehicles," Transportation Science, INFORMS, vol. 48(4), pages 651-670, November.
    24. Shafiei, Ehsan & Davidsdottir, Brynhildur & Leaver, Jonathan & Stefansson, Hlynur & Asgeirsson, Eyjolfur Ingi, 2014. "Potential impact of transition to a low-carbon transport system in Iceland," Energy Policy, Elsevier, vol. 69(C), pages 127-142.
    25. Abbas, Khaled A. & Bell, Michael G. H., 1994. "System dynamics applicability to transportation modeling," Transportation Research Part A: Policy and Practice, Elsevier, vol. 28(5), pages 373-390, September.
    26. Ajzen, Icek, 1991. "The theory of planned behavior," Organizational Behavior and Human Decision Processes, Elsevier, vol. 50(2), pages 179-211, December.
    27. Shirley Taylor & Peter A. Todd, 1995. "Understanding Information Technology Usage: A Test of Competing Models," Information Systems Research, INFORMS, vol. 6(2), pages 144-176, June.
    28. Krupa, Joseph S. & Rizzo, Donna M. & Eppstein, Margaret J. & Brad Lanute, D. & Gaalema, Diann E. & Lakkaraju, Kiran & Warrender, Christina E., 2014. "Analysis of a consumer survey on plug-in hybrid electric vehicles," Transportation Research Part A: Policy and Practice, Elsevier, vol. 64(C), pages 14-31.
    29. Pasaoglu, Guzay & Harrison, Gillian & Jones, Lee & Hill, Andrew & Beaudet, Alexandre & Thiel, Christian, 2016. "A system dynamics based market agent model simulating future powertrain technology transition: Scenarios in the EU light duty vehicle road transport sector," Technological Forecasting and Social Change, Elsevier, vol. 104(C), pages 133-146.
    30. Yeh, Sonia, 2007. "An empirical analysis on the adoption of alternative fuel vehicles:The case of natural gas vehicles," Institute of Transportation Studies, Working Paper Series qt2k09h787, Institute of Transportation Studies, UC Davis.
    31. Kwon, Tae-hyeong, 2012. "Strategic niche management of alternative fuel vehicles: A system dynamics model of the policy effect," Technological Forecasting and Social Change, Elsevier, vol. 79(9), pages 1672-1680.
    32. Schroeder, Andreas & Traber, Thure, 2012. "The economics of fast charging infrastructure for electric vehicles," Energy Policy, Elsevier, vol. 43(C), pages 136-144.
    33. Park, Cheol & Lee, Thae Min, 2009. "Antecedents of Online Reviews' Usage and Purchase Influence: An Empirical Comparison of U.S. and Korean Consumers," Journal of Interactive Marketing, Elsevier, vol. 23(4), pages 332-340.
    34. Markard, Jochen & Raven, Rob & Truffer, Bernhard, 2012. "Sustainability transitions: An emerging field of research and its prospects," Research Policy, Elsevier, vol. 41(6), pages 955-967.
    35. Markard, Jochen & Truffer, Bernhard, 2008. "Technological innovation systems and the multi-level perspective: Towards an integrated framework," Research Policy, Elsevier, vol. 37(4), pages 596-615, May.
    36. Lewe, J.-H. & Hivin, L.F. & Mavris, D.N., 2014. "A multi-paradigm approach to system dynamics modeling of intercity transportation," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 71(C), pages 188-202.
    37. East, Robert & Hammond, Kathy & Lomax, Wendy, 2008. "Measuring the impact of positive and negative word of mouth on brand purchase probability," International Journal of Research in Marketing, Elsevier, vol. 25(3), pages 215-224.
    38. Geels, Frank W., 2002. "Technological transitions as evolutionary reconfiguration processes: a multi-level perspective and a case-study," Research Policy, Elsevier, vol. 31(8-9), pages 1257-1274, December.
    39. Jeroen Struben & John D. Sterman, 2008. "Transition Challenges for Alternative Fuel Vehicle and Transportation Systems," Post-Print hal-02312277, HAL.
    40. Fred D. Davis & Richard P. Bagozzi & Paul R. Warshaw, 1989. "User Acceptance of Computer Technology: A Comparison of Two Theoretical Models," Management Science, INFORMS, vol. 35(8), pages 982-1003, August.
    41. Herr, Paul M & Kardes, Frank R & Kim, John, 1991. "Effects of Word-of-Mouth and Product-Attribute Information on Persuasion: An Accessibility-Diagnosticity Perspective," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 17(4), pages 454-462, March.
    42. Yeh, Sonia, 2007. "An empirical analysis on the adoption of alternative fuel vehicles:The case of natural gas vehicles," Institute of Transportation Studies, Working Paper Series qt92h7g194, Institute of Transportation Studies, UC Davis.
    43. Anna J. Wieczorek & Marko P. Hekkert, 2012. "Systemic instruments for systemic innovation problems: A framework for policy makers and innovation scholars," Science and Public Policy, Oxford University Press, vol. 39(1), pages 74-87, February.
    44. Bergek, Anna & Jacobsson, Staffan & Carlsson, Bo & Lindmark, Sven & Rickne, Annika, 2008. "Analyzing the functional dynamics of technological innovation systems: A scheme of analysis," Research Policy, Elsevier, vol. 37(3), pages 407-429, April.
    45. Shepherd, Simon & Bonsall, Peter & Harrison, Gillian, 2012. "Factors affecting future demand for electric vehicles: A model based study," Transport Policy, Elsevier, vol. 20(C), pages 62-74.
    46. Ozaki, Ritsuko & Sevastyanova, Katerina, 2011. "Going hybrid: An analysis of consumer purchase motivations," Energy Policy, Elsevier, vol. 39(5), pages 2217-2227, May.
    47. Jonathan Köhler & Fjalar de Haan & Georg Holtz & Klaus Kubeczko & Enayat Moallemi & George Papachristos & Emile Chappin, 2018. "Modelling Sustainability Transitions: An Assessment of Approaches and Challenges," Journal of Artificial Societies and Social Simulation, Journal of Artificial Societies and Social Simulation, vol. 21(1), pages 1-8.
    48. Thiel, Christian & Perujo, Adolfo & Mercier, Arnaud, 2010. "Cost and CO2 aspects of future vehicle options in Europe under new energy policy scenarios," Energy Policy, Elsevier, vol. 38(11), pages 7142-7151, November.
    49. Unruh, Gregory C., 2000. "Understanding carbon lock-in," Energy Policy, Elsevier, vol. 28(12), pages 817-830, October.
    50. Zolfagharian, Mohammadreza & Walrave, Bob & Raven, Rob & Romme, A. Georges L., 2019. "Studying transitions: Past, present, and future," Research Policy, Elsevier, vol. 48(9), pages 1-1.
    51. Al-Alawi, Baha M. & Bradley, Thomas H., 2013. "Review of hybrid, plug-in hybrid, and electric vehicle market modeling Studies," Renewable and Sustainable Energy Reviews, Elsevier, vol. 21(C), pages 190-203.
    52. Harrison, Gillian & Thiel, Christian, 2017. "An exploratory policy analysis of electric vehicle sales competition and sensitivity to infrastructure in Europe," Technological Forecasting and Social Change, Elsevier, vol. 114(C), pages 165-178.
    53. Banister, David, 2008. "The sustainable mobility paradigm," Transport Policy, Elsevier, vol. 15(2), pages 73-80, March.
    54. Walrave, Bob & Raven, Rob, 2016. "Modelling the dynamics of technological innovation systems," Research Policy, Elsevier, vol. 45(9), pages 1833-1844.
    55. Liu, Xielin & White, Steven, 2001. "Comparing innovation systems: a framework and application to China's transitional context," Research Policy, Elsevier, vol. 30(7), pages 1091-1114, August.
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