Abstract
New energy vehicles (NEVs) are considered to ease energy and environmental pressures. China actively formulates the implementation of NEVs development plans to promote sustainable development of the automotive industry. In view of the diversity of vehicle pollutants, NEV may show controversial environmental results. Therefore, this paper uses the quantile-on-quantile method to explore the relationship between NEVs and skewed patterns of pollutants distribution, aimed to comprehensively evaluate the role of new energy in the automotive industry in the environment improvement. The results show almost invisible environmental-friendly benefits from the current new energisation development. The main reason is that the industry is still growing, and technology and service have to be improved. Traditional and new energy power in the automotive market coexist. Hence, the final air pollution brought by the automotive is also changeable due to the scale of new energy vehicles, which the energy-environment model supports. In particular, the results evidence that the performance of battery electric vehicles (BEVs) is better than plug-in hybrid electric vehicles. As the total amount of BEVs increased, air pollution has effectively alleviated. This also confirms that NEVs play an indispensable role in exhaust emissions pollution prevention, although their effect remains to be displayed more obviously.
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Notes
PM10 refers to air suspension particles below 10 microns, called inhalable particles. PM2.5 is a 2.5 micromerate or less, also referred to as a lung particulate matter.
Data can be obtained from the Ministry of Ecology and Environment of the People's Republic of China.
The data of NEVs (BEVs and PHEVs) comes from China Automobile Industry Association.
The leptokurtic distribution can be described as having a wider or flatter shape with fatter tails resulting in a greater chance of extreme events. The opposite is a platykurtic distribution.
Abbreviations
- CO:
-
Carbon monoxide
- HC:
-
Hydrocarbon
- SO2 :
-
Sulfur dioxide
- NOx:
-
Nitrogen oxides
- PM:
-
Particulate matter
- NEVs:
-
New energy vehicles
- R&D:
-
Research and development
- QQ:
-
Quantile-on-quantile
- PHEVs:
-
Plug-in hybrid electric vehicles
- BEVs:
-
Battery electric vehicles
- O3 :
-
Ozone
References
Arias-Pérez, R. D., Taborda, N. A., Gómez, D. M., Narvaez, J. F., Porras, J., & Hernandez, J. C. (2020). Inflammatory effects of particulate matter air pollution. Environmental Science and Pollution Research, 27, 42390–42404.
Bairabathina, S., & Balamurugan, S. (2020). Review on non-isolated multi-input step-up converters for grid-independent hybrid electric vehicles. International Journal of Hydrogen Energy, 45(41), 21687–21713.
Bastida-Molina, P., Hurtado-Pérez, E., Peñalvo-López, E., & Cristina Moros-Gómez, M. (2020). Assessing transport emissions reduction while increasing electric vehicles and renewable generation levels. Transportation Research Part d: Transport and Environment, 88, 102560.
Briffa, J., Sinagra, E., & Blundell, R. (2020). Heavy metal pollution in the environment and their toxicological effects on humans. Heliyon, 6(9), e04691.
Brinkman, G. L., Denholm, P., Hannigan, M. P., & Milford, J. B. (2010). Effects of plug-in hybrid electric vehicles on ozone concentrations in Colorado. Environmental Science & Technology, 44(16), 6256–6262.
Chen, F., & Chen, Z. (2021). Cost of economic growth: Air pollution and health expenditure. Science of the Total Environment, 755, 142543.
de Rubens, G. Z. (2019). Who will buy electric vehicles after early adopters? Using machine learning to identify the electric vehicle mainstream market. Energy, 172, 243–254.
Gao, X. L., Hu, T. J., & Wang, K. (2014). Research on motor vehicle exhaust pollution monitoring technology. Applied Mechanics and Materials, 620, 244–247.
Goodsite, M. E., Hertel, O., Johnson, M. S., & Jørgensen, N. R. (2021). Urban air quality: Sources and concentrations. In M. E. Goodsite, M. S. Johnson, & O. Hertel (Eds.), Air pollution sources, statistics and health effects. Encyclopedia of Sustainability Science and Technology Series. Springer. https://doi.org/10.1007/978-1-0716-0596-7_321
Haddadian, G., Khodayar, M., & Shahidehpour, M. (2015). Accelerating the global adoption of electric vehicles: Barriers and drivers. The Electricity Journal, 28(10), 53–68.
Hamanaka, R. B., & Mutlu, G. M. (2018). Particulate matter air pollution: Effects on the cardiovascular system. Frontiers in Endocrinology, 9, 680.
Hawkins, T. R., Singh, B., Majeau-Bettez, G., & Strømman, A. H. (2013). Comparative environmental life cycle assessment of conventional and electric vehicles. Journal of Industrial Ecology, 17(1), 53–64.
Hu, H., Zhang, Y., Rao, X., & Jin, Y. (2021). Impact of Technology innovation on air quality-an empirical study on new energy vehicles in China. International Journal of Environmental Research and Public Health, 18(8), 4025.
Hua, Y., Zhou, S., Cui, H., Liu, X., Zhang, C., Xu, X., Ling, H., & Yang, S. (2020). A comprehensive review on inconsistency and equalization technology of lithium-ion battery for electric vehicles. International Journal of Energy Research, 44(14), 11059–11087.
Johnson, E. (2017). Cars and ground-level ozone: How do fuels compare? European Transport Research Review, 9, 47.
Jones, S. J. (2019). If electric cars are the answer, what was the question? British Medical Bulletin, 129(1), 13–23.
Karczewski, M., Szczęch, L., Polak, F., & Brodowski, S. (2019). Analysis of electric vehicles efficiency and their influence on environmental pollution. Journal of KONES Powertrain and Transport, 26(4), 97–104.
Kazemzadeh, E., Koengkan, M., & Fuinhas, J. A. (2022). Effect of battery-electric and plug-in hybrid electric vehicles on PM2.5 emissions in 29 European countries. Sustainability, 14(4), 2188.
Landrigan, P. J. (2017). Air pollution and health. The Lancet Public Health, 2(1), e4–e5.
Li, R. J., Zhang, L., & Zhao, L. D. (2016). China’s clean energy use, factor allocation structure and carbon productivity growth based on production function with energy and human capital. Resources Science, 38(4), 645–657.
Li, Z. Z., & Su, C. W. (2022). How does real estate market react to the iron ore boom in Australian capital cities? The Annals of Regional Science. https://doi.org/10.1007/s00168-022-01179-x
Li, Z. Z., Su, C. W., & Zhu, M. N. (2022). How does uncertainty affect volatility correlation between financial assets? Evidence from bitcoin, stock and gold. Emerging Markets Finance and Trade, 58(9), 2682–2694.
Liu, R., Wang, H., Liu, Z., & Tao, C. (2020). Electrokinetic remediation with solar powered for electrolytic manganese residue and researching on migration of ammonia nitrogen and manganese. Journal of Water Process Engineering, 38, 101655.
Lv, W., Wang, Z., Cao, H., Sun, Y., Zhang, Y., & Sun, Z. (2018). A Critical review and analysis on the recycling of spent lithium-ion batteries. ACS Sustainable Chemistry & Engineering, 6(2), 1504–1521.
Ma, S. C., & Fan, Y. (2020). A deployment model of EV charging piles and its impact on EV promotion. Energy Policy, 146, 111777.
Ma, S. C., Fan, Y., & Feng, L. (2017). An evaluation of government incentives for new energy vehicles in China focusing on vehicle purchasing restrictions. Energy Policy, 110, 609–618.
Magdin, K., Mavrin, V., & Boyko, A. (2019). Correlation between Noise and Air Pollution from Car Sources. In 2019 12th international conference on developments in eSystems engineering (DeSE) (pp. 812–816).
Maroufmashat, A., & Fowler, M. (2017). Low-carbon transportation pathways through power-to-gas. In 2017 IEEE international conference on smart energy grid engineering (SEGE) (pp. 353–356).
Maroufmashat, A., & Fowler, M. (2018). Policy considerations for zero-emission vehicle infrastructure incentives: Case study in Canada. World Electric Vehicle Journal, 9, 38.
Mehrjerdi, H., & Hemmati, R. (2019). Electric vehicle charging station with multilevel charging infrastructure and hybrid solar-battery-diesel generation incorporating comfort of drivers. Journal of Energy Storage, 26, 100924.
Meng, K., Xu, X., Cheng, X., Xu, X., Qu, X., Zhu, W., Ma, C., Yang, Y., & Zhao, Y. (2018). Spatio-temporal variations in SO2 and NO2 emissions caused by heating over the Beijing-Tianjin-Hebei Region constrained by an adaptive nudging method with OMI data. Science of the Total Environment, 642, 543–552.
Miao, Y., Liu, L., Zhang, Y., Tan, Q., & Li, J. (2021). An overview of global power lithium-ion batteries and associated critical metal recycling. Journal of Hazardous Materials, 127900.
Patyal, V. S., Kumar, R., & Kushwah, S. (2021). Modeling barriers to the adoption of electric vehicles: An Indian perspective. Energy, 237, 121554.
Peng, W., Yang, J., Lu, X., & Mauzerall, D. L. (2018). Potential co-benefits of electrification for air quality, health, and CO2 mitigation in 2030 China. Applied Energy, 218, 511–519.
Plötz, P., Funke, S. Á., & Jochem, P. (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, 118, 331–340.
Qin, M., Zhang, X. J., Li, Y. M., & Maria, B. R. (2023a). Blockchain market and green finance: The enablers of carbon neutrality in China. Energy Economics, 106501.
Qin, M., Su, C. W., Umar, M., Lobonţ, O. R., & Manta, A. G. (2023b). Are climate and geopolitics the challenges to sustainable development? Novel evidence from the global supply chain. Economic Analysis and Policy, 77, 748–763.
Qin, M., Su, C. W., Zhong, Y. F., Song, Y. R., & Lobonţ, O. R. (2022). Sustainable finance and renewable energy: Promoters of carbon neutrality in the United States. Journal of Environmental Management, 324, 116390.
Qiu, G., Song, R., & He, S. (2019). The aggravation of urban air quality deterioration due to urbanization, transportation and economic development - Panel models with marginal effect analyses across China. Science of the Total Environment, 651, 1114–1125.
Shell (2022). Achieving a carbon-neutral energy system in China by 2060. https://www.shell.com.cn/en_cn.html
Shen, P., Ouyang, M., Lu, L., Li, J., & Feng, X. (2018). The co-estimation of state of charge, state of health, and state of function for lithium-ion batteries in electric vehicles. IEEE Transactions on Vehicular Technology, 67(1), 92–103.
Shi, H., Wang, S., & Zhao, D. (2017). Exploring urban resident’s vehicular PM2.5 reduction behavior intention: An application of the extended theory of planned behavior. Journal of Cleaner Production, 147, 603–613.
Siadatan, A., Fatahi, N., & Sedaghat, M. (2018). Optimum Designed Multilayer Switched Reluctance Motors for use in Electric Vehicles to Increase Efficiency. 2018 International Symposium on Power Electronics, Electrical Drives, Automation and Motion (SPEEDAM) (pp. 304–308).
Sim, N., & Zhou, H. (2015). Oil price, US stock return, and dependence between their quantiles. Journal of Banking & Finance, 55, 1–8.
Solow, R. M. (1957). Technical change and the aggregate production function. Review of Economics & Statistics, 39(3), 554–562.
Song, Y., Li, G., Wang, Q., Meng, X., & Wang, H. (2020). Scenario analysis on subsidy policies for the uptake of electric vehicles industry in China. Resources, Conservation and Recycling, 161, 104927.
Spangher, L., Gorman, W., Bauer, G., Xu, Y., & Atkinson, C. (2019). Quantifying the impact of U.S. electric vehicle sales on light-duty vehicle fleet CO2 emissions using a novel agent-based simulation. Transportation Research Part d: Transport and Environment, 72, 358–377.
Su, C. W., Pang, L. D., Tao, R., Shao, X., & Umar, M. (2022a). Renewable energy and technological innovation: Which one is the winner in promoting net-zero emissions? Technological Forecasting and Social Change, 182, 121798.
Su, C. W., Pang, L., Umar, M., & Lobonţ, O. A. (2022b). Will Gold Always Shine amid World Uncertainty? Emerging Markets Finance and Trade, 58(12), 1–14.
Su, C. W., Qin, M., Chang, H. L., & Țăran, A. M. (2023). Which risks drive European natural gas bubbles? Novel evidence from geopolitics and climate. Resources Policy, 81, 103381.
Su, C. W., Yuan, X., Tao, R., & Umar, M. (2021). Can new energy vehicles help to achieve carbon neutrality targets? Journal of Environmental Management, 297, 113348.
Su, C. W., Yuan, X., Umar, M., & Chang, T. (2022c). Is presidential popularity a threat or encouragement for investors? Economic Research-Ekonomska Istraživanja. https://doi.org/10.1080/1331677X.2022.2129409
Su, C. W., Yuan, X., Umar, M., & Chang, T. (2022d). Dynamic price linkage of energies in transformation: Evidence from quantile connectedness. Resources Policy, 78, 102886.
Sudjoko, C., Sasongko, N. A., Utami, I., & Maghfuri, A. (2021). Utilization of electric vehicles as an energy alternative to reduce carbon emissions. IOP Conference Series: Earth and Environmental Science, 926, 012094.
Sun, X., Li, Z., Wang, X., & Li, C. (2020). Technology development of electric vehicles: A review. Energies, 13(1), 90.
Tan, R. P., Tang, D., & Lin, B. Q. (2018). Policy impact of new energy vehicles promotion on air quality in Chinese cities. Energy Policy, 118, 33–40.
Teixeira, A. C. R., & Sodré, J. R. (2018). Impacts of replacement of engine powered vehicles by electric vehicles on energy consumption and CO2 emissions. Transportation Research Part d: Transport and Environment, 59, 375–384.
Timmers, V. R. J. J., & Achten, P. A. J. (2016). Non-exhaust PM emissions from electric vehicles. Atmospheric Environment, 134, 10–17.
Tucki, K., Orynycz, O., Świć, A., & Mitoraj-Wojtanek, M. (2019). The development of electromobility in Poland and EU states as a tool for management of CO2 emissions. Energies, 12, 2942.
Wang, K., Wei, Y. M., & Huang, Z. (2018). Environmental efficiency and abatement efficiency measurements of China’s thermal power industry: A data envelopment analysis based materials balance approach. European Journal of Operational Research, 269(1), 35–50.
Wang, K. H., Su, C. W., Xiao, Y., & Liu, L. (2022). Is the oil price a barometer of China’s automobile market? From a wavelet-based quantile-on-quantile regression perspective. Energy, 240, 122501.
Wang, L., Chen, X., Zhang, Y., Li, M., Li, P., Jiang, L., Xia, Y., Li, Z., Li, J., Wang, L., Hou, T., Liu, W., Rosenfeld, D., Zhu, T., Zhang, Y., Chen, J., Wang, S., Huang, Y., Seinfeld, J. H., & Yu, S. (2021). Switching to electric vehicles can lead to significant reductions of PM2.5 and NO2 across China. One Earth, 4(7), 1037–1048.
Wang, L., Yu, Y., Huang, K., Zhang, Z., & Li, X. (2020). The inharmonious mechanism of CO2, NOx, SO2, and PM2.5 electric vehicle emission reductions in Northern China. Journal of Environmental Management, 274, 111236.
Xie, Y., Wu, D., & Zhu, S. (2021). Can new energy vehicles subsidy curb the urban air pollution? Empirical evidence from pilot cities in China. Science of the Total Environment, 754, 142232.
Yang, Z., Ghadamyari, M., Khorramdel, H., Alizadeh, S. M. S., Pirouzi, S., Milani, M., Banihashemi, F., & Ghadimi, N. (2021). Robust multi-objective optimal design of islanded hybrid system with renewable and diesel sources/stationary and mobile energy storage systems. Renewable and Sustainable Energy Reviews, 148, 111295.
Zhang, H., & Wei, X. P. (2015). The constraints of “energy-economy-environment” system and the solution of the constraints: theoretical and empirical research. Journal of Beijing Institute of Technology (social Sciences Edition), 17(3), 53–59. https://doi.org/10.15918/j.jbitss1009-3370.2015.0308
Zhang, J., Wang, Z., Liu, P., & Zhang, Z. (2020). Energy consumption analysis and prediction of electric vehicles based on real-world driving data. Applied Energy, 275, 115408.
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The funding was provided by National Social Science Fund of China (Grant No. 20BJY021).
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Su, CW., Yuan, X., Shao, X. et al. Explore the environmental benefits of new energy vehicles: evidence from China. Ann Oper Res (2023). https://doi.org/10.1007/s10479-023-05282-w
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DOI: https://doi.org/10.1007/s10479-023-05282-w