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Policy analysis for sustainable EV charging facility adoption using SEM-ANN approach

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  • Murugan, Manivel
  • Marisamynathan, Sankaran

Abstract

Researchers often reported that the non-availability of public charging infrastructure is the primary concern in adopting electric vehicles (EVs) in India. Adopting a home charging facility would help at the preliminary stage of EV introduction, where there is less scope for public charging infrastructure. In addition, integrating the solar rooftop photovoltaic (PV) facility to generate electricity for EV charging would help to develop a sustainable change in the transport sector. Thus, this study aims to identify various influencing factors that affect individual householder's decisions to adopt a home charging facility supported by a rooftop PV system for EV charging. Also, this study identifies and prioritises the most suitable policy options to encourage users to adopt EVs, including home EV charging supported by rooftop PV facilities. For this purpose, a questionnaire survey was conducted with individual householders in Ahmedabad, India, and 850 samples were used for the analysis. An integrated partial least squares-structural equation modelling with the artificial neural network method was adopted in this study. The study's findings reveal that the comfort and convenience of charging a vehicle at home, reduced range anxiety, comparatively lesser charging cost, flexibility to charge the vehicle, and no waiting to charge the vehicle are significant motivating factors for adopting a home charging facility. The willingness to adopt a rooftop PV system positively influences EV charging at home. In addition, providing a combined incentive to install home EV charging and a rooftop PV facility is the most preferred policy option. The outcome of this study would significantly help transport planners, policymakers, and researchers develop effective strategies and policies to boost EV sales in the Indian context.

Suggested Citation

  • Murugan, Manivel & Marisamynathan, Sankaran, 2024. "Policy analysis for sustainable EV charging facility adoption using SEM-ANN approach," Transportation Research Part A: Policy and Practice, Elsevier, vol. 182(C).
  • Handle: RePEc:eee:transa:v:182:y:2024:i:c:s0965856424000843
    DOI: 10.1016/j.tra.2024.104036
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    as
    1. Gnann, Till & Plötz, Patrick & Kühn, André & Wietschel, Martin, 2015. "Modelling market diffusion of electric vehicles with real world driving data – German market and policy options," Transportation Research Part A: Policy and Practice, Elsevier, vol. 77(C), pages 95-112.
    2. Sharda, S. & Garikapati, V.M. & Goulias, K.G. & Reyna, J.L. & Sun, B. & Spurlock, C.A. & Needell, Z., 2024. "The electric vehicles-solar photovoltaics Nexus: Driving cross-sectoral adoption of sustainable technologies," Renewable and Sustainable Energy Reviews, Elsevier, vol. 191(C).
    3. Raut, Rakesh D. & Priyadarshinee, Pragati & Gardas, Bhaskar B. & Jha, Manoj Kumar, 2018. "Analyzing the factors influencing cloud computing adoption using three stage hybrid SEM-ANN-ISM (SEANIS) approach," Technological Forecasting and Social Change, Elsevier, vol. 134(C), pages 98-123.
    4. Liu, Jin-peng & Zhang, Teng-xi & Zhu, Jiang & Ma, Tian-nan, 2018. "Allocation optimization of electric vehicle charging station (EVCS) considering with charging satisfaction and distributed renewables integration," Energy, Elsevier, vol. 164(C), pages 560-574.
    5. Leong, Lai-Ying & Hew, Teck-Soon & Ooi, Keng-Boon & Wei, June, 2020. "Predicting mobile wallet resistance: A two-staged structural equation modeling-artificial neural network approach," International Journal of Information Management, Elsevier, vol. 51(C).
    6. Zhang, Qi & Li, Hailong & Zhu, Lijing & Campana, Pietro Elia & Lu, Huihui & Wallin, Fredrik & Sun, Qie, 2018. "Factors influencing the economics of public charging infrastructures for EV – A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 94(C), pages 500-509.
    7. Hoen, Anco & Koetse, Mark J., 2014. "A choice experiment on alternative fuel vehicle preferences of private car owners in the Netherlands," Transportation Research Part A: Policy and Practice, Elsevier, vol. 61(C), pages 199-215.
    8. Junquera, Beatriz & Moreno, Blanca & Álvarez, Roberto, 2016. "Analyzing consumer attitudes towards electric vehicle purchasing intentions in Spain: Technological limitations and vehicle confidence," Technological Forecasting and Social Change, Elsevier, vol. 109(C), pages 6-14.
    9. 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.
    10. Zhang, Yong & Yu, Yifeng & Zou, Bai, 2011. "Analyzing public awareness and acceptance of alternative fuel vehicles in China: The case of EV," Energy Policy, Elsevier, vol. 39(11), pages 7015-7024.
    11. Nimesh, Vikas & Sharma, Debojit & Reddy, V. Mahendra & Goswami, Arkopal Kishore, 2020. "Implication viability assessment of shift to electric vehicles for present power generation scenario of India," Energy, Elsevier, vol. 195(C).
    12. Astrachan, Claudia Binz & Patel, Vijay K. & Wanzenried, Gabrielle, 2014. "A comparative study of CB-SEM and PLS-SEM for theory development in family firm research," Journal of Family Business Strategy, Elsevier, vol. 5(1), pages 116-128.
    13. Bellocchi, Sara & Gambini, Marco & Manno, Michele & Stilo, Tommaso & Vellini, Michela, 2018. "Positive interactions between electric vehicles and renewable energy sources in CO2-reduced energy scenarios: The Italian case," Energy, Elsevier, vol. 161(C), pages 172-182.
    14. Martin, H. & Buffat, R. & Bucher, D. & Hamper, J. & Raubal, M., 2022. "Using rooftop photovoltaic generation to cover individual electric vehicle demand—A detailed case study," Renewable and Sustainable Energy Reviews, Elsevier, vol. 157(C).
    15. Wen, Le & Sheng, Mingyue Selena & Sharp, Basil & Meng, Tongyu & Du, Bo & Yi, Ming & Suomalainen, Kiti & Gkritza, Konstantina, 2023. "Exploration of the nexus between solar potential and electric vehicle uptake: A case study of Auckland, New Zealand," Energy Policy, Elsevier, vol. 173(C).
    16. White, Lee V. & Sintov, Nicole D., 2017. "You are what you drive: Environmentalist and social innovator symbolism drives electric vehicle adoption intentions," Transportation Research Part A: Policy and Practice, Elsevier, vol. 99(C), pages 94-113.
    17. Biresselioglu, Mehmet Efe & Demirbag Kaplan, Melike & Yilmaz, Barbara Katharina, 2018. "Electric mobility in Europe: A comprehensive review of motivators and barriers in decision making processes," Transportation Research Part A: Policy and Practice, Elsevier, vol. 109(C), pages 1-13.
    18. Dewi, Retno Gumilang & Siagian, Ucok Welo Risma & Asmara, Briantama & Anggraini, Syahrina Dyah & Ichihara, Jun & Kobashi, Takuro, 2023. "Equitable, affordable, and deep decarbonization pathways for low-latitude developing cities by rooftop photovoltaics integrated with electric vehicles," Applied Energy, Elsevier, vol. 332(C).
    19. Liao, Fanchao & Molin, Eric & Timmermans, Harry & van Wee, Bert, 2019. "Consumer preferences for business models in electric vehicle adoption," Transport Policy, Elsevier, vol. 73(C), pages 12-24.
    20. Ren, Haoshan & Ma, Zhenjun & Ming Lun Fong, Alan & Sun, Yongjun, 2022. "Optimal deployment of distributed rooftop photovoltaic systems and batteries for achieving net-zero energy of electric bus transportation in high-density cities," Applied Energy, Elsevier, vol. 319(C).
    21. Vassileva, Iana & Campillo, Javier, 2017. "Adoption barriers for electric vehicles: Experiences from early adopters in Sweden," Energy, Elsevier, vol. 120(C), pages 632-641.
    22. Lévay, Petra Zsuzsa & Drossinos, Yannis & Thiel, Christian, 2017. "The effect of fiscal incentives on market penetration of electric vehicles: A pairwise comparison of total cost of ownership," Energy Policy, Elsevier, vol. 105(C), pages 524-533.
    23. Ziegler, Andreas, 2012. "Individual characteristics and stated preferences for alternative energy sources and propulsion technologies in vehicles: A discrete choice analysis for Germany," Transportation Research Part A: Policy and Practice, Elsevier, vol. 46(8), pages 1372-1385.
    24. Hardman, Scott & Chandan, Amrit & Tal, Gil & Turrentine, Tom, 2017. "The effectiveness of financial purchase incentives for battery electric vehicles – A review of the evidence," Renewable and Sustainable Energy Reviews, Elsevier, vol. 80(C), pages 1100-1111.
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