REFERENCES
1. IPCC. Mitigation of Climate Change 2023. https://www.ipcc.ch/report/ar6/syr/ (accessed on 2026-8-17).
2. Hao, H.; Geng, Y.; Tate, J. E.; et al. Impact of transport electrification on critical metal sustainability with a focus on the heavy-duty segment. Nat. Commun. 2019, 10, 5398.
3. IEA. Global EV Outlook 2025. 2025. https://www.iea.org/reports/global-ev-outlook-2025 (accessed on 2026-8-17).
4. Liu, M.; Hao, H.; Sun, X.; et al. The potential for differentiated vehicle segment tariffs. Nat. Energy. 2025, 10, 1042-4.
5. Dou, H.; Hao, H.; Mai, L.; Liu, B.; Liu, M.; Sun, X. Observed constrained expansion and diminished affordability under the EU’s tariffs on Chinese electric vehicles. Joule 2026, 10, 102486.
6. Dou, H.; Jiang, S.; Ou, S. S.; et al. Managing the impacts of EU electric vehicle import tariffs. Nat. Energy. , 2026, 1-3.
7. Dou, H.; Jiang, S.; Ou, S. S.; et al. Distributional impacts of EU tariffs on Chinese electric vehicles across European markets. Nat. Energy..
8. Deng, Y.; Hao, H.; Jia, C. Exploring the potential of cutting battery use in electric vehicles. Clean. Techn. Environ. Policy. 2024, 26, 367-79.
9. Li, X.; Yan, X. Regional prioritization in vehicle electrification and renewable electricity expansion facilitates decarbonization of China’s road transport. Carbon. Footprints. 2025, 4, 32.
10. Brückmann, G.; Willibald, F.; Blanco, V. Battery Electric Vehicle adoption in regions without strong policies. Transport. Res. D-Tr. E. 2021, 90, 102615.
11. Forsythe, C. R.; Gillingham, K. T.; Michalek, J. J.; Whitefoot, K. S. Technology advancement is driving electric vehicle adoption. Proc. Natl. Acad. Sci. U. S. A. 2023, 120, e2219396120.
12. Javid, R. J.; Nejat, A. A comprehensive model of regional electric vehicle adoption and penetration. Transport. Policy. 2017, 54, 30-42.
13. Austmann, L. M. Drivers of the electric vehicle market: a systematic literature review of empirical studies. Financ. Res. Lett. 2021, 41, 101846.
14. Maybury, L.; Corcoran, P.; Cipcigan, L. Mathematical modelling of electric vehicle adoption: a systematic literature review. Transport. Res. D-Tr. E. 2022, 107, 103278.
15. Li, X.; Chen, P.; Wang, X. Impacts of renewables and socioeconomic factors on electric vehicle demands - panel data studies across 14 countries. Energy. Policy. 2017, 109, 473-8.
16. Lv, R.; Li, B.; Li, M.; et al. Heterogeneous impact of public charging infrastructure on electric vehicle purchases. J. Technol. Econ. 2023, 42, 143-54.(in Chinese).
17. Shang, W.; Zhang, J.; Wang, K.; Yang, H.; Ochieng, W. Can financial subsidy increase electric vehicle (EV) penetration - evidence from a quasi-natural experiment. Renew. Sust. Energ. Rev. 2024, 190, 114021.
18. Hu, L.; Deng, S.; Ma, J.; et al. Informing risk hotspots and critical mitigations for rainstorms using machine learning: evidence from 268 Chinese cities. Environ. Sci. Technol. 2025, 59, 1619-30.
19. Yang, J.; Wen, Y.; Wang, Y.; et al. From COVID-19 to future electrification: assessing traffic impacts on air quality by a machine-learning model. Proc. Natl. Acad. Sci. U. S. A. 2021, 118.
20. Bas, J.; Cirillo, C.; Cherchi, E. Classification of potential electric vehicle purchasers: a machine learning approach. Technol. Forecasting. Social. Change. 2021, 168, 120759.
21. Shehabeldeen, A.; Mohamed, M. Factors influencing electric vehicle adoption: coupling machine learning models and open-source data. Technol. Forecast. Soc. 2026, 2680, 948-66.
22. Priessner, A.; Sposato, R.; Hampl, N. Predictors of electric vehicle adoption: an analysis of potential electric vehicle drivers in Austria. Energy. Policy. 2018, 122, 701-14.
23. Singh, V.; Singh, V.; Vaibhav, S. A review and simple meta-analysis of factors influencing adoption of electric vehicles. Transport. Res. D-Tr. E. 2020, 86, 102436.
24. Kumar, R. R.; Alok, K. Adoption of electric vehicle: a literature review and prospects for sustainability. J. Clean. Prod. 2020, 253, 119911.
25. Mukherjee, S. C.; Ryan, L. Factors influencing early battery electric vehicle adoption in Ireland. Renew. Sust. Energ. Rev. 2020, 118, 109504.
26. Liu, X.; Sun, X.; Zheng, H.; Huang, D. Do policy incentives drive electric vehicle adoption? Transport. Res. A-Pol. 2021, 150, 49-62.
27. Mau, P.; Eyzaguirre, J.; Jaccard, M.; Collins-Dodd, C.; Tiedemann, K. The ‘neighbor effect’: simulating dynamics in consumer preferences for new vehicle technologies. Ecol. Econ. 2008, 68, 504-16.
28. Schot, J.; Kanger, L.; Verbong, G. The roles of users in shaping transitions to new energy systems. Nat. Energy. 2016, 1, BFnenergy201654.
29. Axsen, J.; Kurani, K. S. Interpersonal influence within car buyers’ social networks: applying five perspectives to plug-in hybrid vehicle drivers. Environ. Plan. A. 2012, 44, 1047-65.
30. Liu, X.; Roberts, M. C.; Sioshansi, R. Spatial effects on hybrid electric vehicle adoption. Transport. Res. D-Tr. E. 2017, 52, 85-97.
31. Ryghaug, M.; Skjølsvold, T. M. How policies and actor strategies affect electric vehicle diffusion and wider sustainability transitions. Proc. Natl. Acad. Sci. U. S. A. 2023, 120, e2207888119.
32. Hardman, S. Understanding the impact of reoccurring and non-financial incentives on plug-in electric vehicle adoption - a review. Transport. Res. A-Pol. 2019, 119, 1-14.
33. Central Pricing Catalogue (Draft for Soliciting Amendments) (2019). Available from: https://zfxxgk.ndrc.gov.cn/upload/images/202111/202111231125924.pdf (accessed on 2026-8-17).
35. Hoogland, K.; Kurani, K. S.; Hardman, S.; Chakraborty, D. If you build it, will they notice? Transp. Res. Interdisc. 2024, 23, 101007.
36. IEA. Global EV Outlook 2026. 2026. https://www.iea.org/reports/global-ev-outlook-2026 (accessed on 2026-8-17).
37. CAUPD, Vehicles NBDAfNE, Beijing NavInfo Co. L. Monitoring Report on Charging Infrastructure in Major Chinese Cities in 2024. 2024. https://www.199it.com/archives/1735179.html (accessed on 2026-8-17).
38. He, L.; Yang, S. Policy scenario analysis of achieving the "dual carbon" goal for the road transportation sector in China. DESD 2024, 2, 29.
