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Study on the spatio-temporal evolution characteristics and driving mechanism of China’s carbon emissions

Author

Listed:
  • Yanqing Xu

    (Wuhan University)

  • Yan Liu

    (Wuhan University)

  • Ruidun Chen

    (Wuhan University)

  • Yifei Meng

    (Wuhan University)

  • Kenan Li

    (Saint Louis University)

  • Cong Fu

    (Wuhan University)

Abstract

The present study aims to explore the spatial and temporal changes and drivers of carbon emission patterns in China, with the aim of encouraging county-level carbon reduction policies in pursuit of sustainable development. To this end, we have studied the spatial disparities, spatio-temporal patterns, and evolution characteristics of carbon emissions using county-level carbon emissions data from China between 2002 and 2017. Additionally, we have comprehensively considered the dynamic impacts of both county-level and city-level environmental factors on carbon emissions based on an optimized hierarchical random forest model. The results show that the carbon emissions of China’s counties have generally followed an upward trend before stabilizing. Notable characteristics include elevated carbon emissions in the northern regions and reduced carbon emissions in the southern areas. Additionally, there are higher carbon emissions in the eastern regions compared to lower emissions in the western and inland areas, with discernible local clustering patterns. These findings underscore the importance of tailoring the government’s emission reduction strategy to address the phased variations in carbon emissions across different districts and counties. It is essential to emphasize the key role of major urban agglomerations and metropolitan areas in carbon emission reduction, while also addressing potential emission sources in the resource-rich, yet technologically disadvantaged, northwest region. Furthermore, improving energy efficiency through technological innovation should be the primary means of carbon emission reduction at the county level.

Suggested Citation

  • Yanqing Xu & Yan Liu & Ruidun Chen & Yifei Meng & Kenan Li & Cong Fu, 2023. "Study on the spatio-temporal evolution characteristics and driving mechanism of China’s carbon emissions," Palgrave Communications, Palgrave Macmillan, vol. 10(1), pages 1-11, December.
    • Handle: RePEc:pal:palcom:v:10:y:2023:i:1:d:10.1057_s41599-023-02262-0
    DOI: 10.1057/s41599-023-02262-0
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    1. Christopher H. Trisos & Cory Merow & Alex L. Pigot, 2020. "The projected timing of abrupt ecological disruption from climate change," Nature, Nature, vol. 580(7804), pages 496-501, April.
    2. Camilo Mora & Daniele Spirandelli & Erik C. Franklin & John Lynham & Michael B. Kantar & Wendy Miles & Charlotte Z. Smith & Kelle Freel & Jade Moy & Leo V. Louis & Evan W. Barba & Keith Bettinger & Ab, 2018. "Broad threat to humanity from cumulative climate hazards intensified by greenhouse gas emissions," Nature Climate Change, Nature, vol. 8(12), pages 1062-1071, December.
    3. Zhang, Ning & Yu, Keren & Chen, Zhongfei, 2017. "How does urbanization affect carbon dioxide emissions? A cross-country panel data analysis," Energy Policy, Elsevier, vol. 107(C), pages 678-687.
    4. Cui, Lianbiao & Li, Rongjing & Song, Malin & Zhu, Lei, 2019. "Can China achieve its 2030 energy development targets by fulfilling carbon intensity reduction commitments?," Energy Economics, Elsevier, vol. 83(C), pages 61-73.
    5. Tao Shen & Runpu Hu & Peilin Hu & Zhang Tao, 2023. "Decoupling between Economic Growth and Carbon Emissions: Based on Four Major Regions in China," IJERPH, MDPI, vol. 20(2), pages 1-18, January.
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    2. Xiuli He & Wenxin Liu, 2024. "Coupling Coordination Analysis Between Farmland Transfer and Agricultural Eco-Efficiency in China," Agriculture, MDPI, vol. 14(12), pages 1-25, November.

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