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Analysis of EU’s Coupled Carbon and Electricity Market Development Based on Generative Pre-Trained Transformer Large Model and Implications in China

Author

Listed:
  • Yao Li

    (School of Electrical and Electronic Engineering, North China Electric Power University, Beijing 102206, China)

  • Siyuan Ni

    (School of Electrical and Electronic Engineering, North China Electric Power University, Beijing 102206, China)

  • Xi Tang

    (Sichuan University—Pittsburgh Institute, Chengdu 610207, China)

  • Sizhe Xie

    (School of Electrical and Electronic Engineering, North China Electric Power University, Beijing 102206, China)

  • Peng Wang

    (School of Electrical and Electronic Engineering, North China Electric Power University, Beijing 102206, China
    National Institute of Energy Development Strategy, North China Electric Power University, Beijing 102206, China)

Abstract

With increasing global attention on carbon emission control and sustainable development, the carbon market has become an important tool for promoting environmental sustainability and carbon emission regulation. As an important part of energy trading, the electricity market is closely related to the carbon market and their effective coupling is critical for achieving sustainable energy transitions. Power generation can effectively link carbon prices and electricity prices. Through the promulgation of reasonable policies, we can promote the coupling of the carbon market and the electricity market, and then, through macro-control, promote the steady and joint development of the carbon and electricity markets, improve the construction of the carbon rights market, reduce greenhouse gas emissions, and create a sustainable future for humanity. Given the relative maturity of the EU carbon market and electricity market, this paper identifies key points of market volatility through the coupling coordination model analysis and uses the GPT large model analysis to analyze policy factors that have a greater impact on carbon market and electricity market transactions. The research results show that market-regulating policies and expectation management policies have the greatest impact on the degree of coupling between the carbon and electricity markets. The impact of secondary policies such as international cooperation policies and structural adjustment policies is relatively insignificant. Although the development of China’s carbon market faces many challenges, reasonable policy interventions are expected to achieve significant results in the domestic carbon market. Finally, this paper also draws on analogy analysis to draw corresponding implications for China from the EU’s carbon–electricity coupling policy promulgation.

Suggested Citation

  • Yao Li & Siyuan Ni & Xi Tang & Sizhe Xie & Peng Wang, 2024. "Analysis of EU’s Coupled Carbon and Electricity Market Development Based on Generative Pre-Trained Transformer Large Model and Implications in China," Sustainability, MDPI, vol. 16(23), pages 1-18, December.
  • Handle: RePEc:gam:jsusta:v:16:y:2024:i:23:p:10747-:d:1538880
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    References listed on IDEAS

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    1. Tooraj Jamasb & Michael Pollitt, 2005. "Electricity Market Reform in the European Union: Review of Progress toward Liberalization &Integration," The Energy Journal, , vol. 26(1_suppl), pages 11-41, June.
    2. Chi, Yuan-ying & Zhao, Hao & Hu, Yu & Yuan, Yong-ke & Pang, Yue-xia, 2022. "The impact of allocation methods on carbon emission trading under electricity marketization reform in China: A system dynamics analysis," Energy, Elsevier, vol. 259(C).
    3. Mohamed Amine Boutabba & Sandrine Lardic, 2017. "EU Emissions Trading Scheme, competitiveness and carbon leakage: new evidence from cement and steel industries," Post-Print hal-02877954, HAL.
    4. Gong, Xu & Shi, Rong & Xu, Jun & Lin, Boqiang, 2021. "Analyzing spillover effects between carbon and fossil energy markets from a time-varying perspective," Applied Energy, Elsevier, vol. 285(C).
    5. Yuk-shing Cheng & Man-kit Chung & Kam-pui Tsang, 2023. "Electricity Market Reforms for Energy Transition: Lessons from China," Energies, MDPI, vol. 16(2), pages 1-16, January.
    6. Fleschutz, Markus & Bohlayer, Markus & Braun, Marco & Henze, Gregor & Murphy, Michael D., 2021. "The effect of price-based demand response on carbon emissions in European electricity markets: The importance of adequate carbon prices," Applied Energy, Elsevier, vol. 295(C).
    7. Potrč, Sanja & Čuček, Lidija & Martin, Mariano & Kravanja, Zdravko, 2021. "Sustainable renewable energy supply networks optimization – The gradual transition to a renewable energy system within the European Union by 2050," Renewable and Sustainable Energy Reviews, Elsevier, vol. 146(C).
    8. Li, Yan & Feng, Tian-tian & Liu, Li-li & Zhang, Meng-xi, 2023. "How do the electricity market and carbon market interact and achieve integrated development?--A bibliometric-based review," Energy, Elsevier, vol. 265(C).
    9. Mohamed Amine Boutabba & Sandrine Lardic, 2017. "EU Emissions Trading Scheme, competitiveness and carbon leakage: new evidence from cement and steel industries," Annals of Operations Research, Springer, vol. 255(1), pages 47-61, August.
    10. Yan Lu & Jing Xiang & Pengyun Geng & Huimin Zhang & Lili Liu & Haoran Wang & Jiajie Kong & Mingli Cui & Yan Li & Cheng Zhong & Tiantian Feng, 2023. "Coupling Mechanism and Synergic Development of Carbon Market and Electricity Market in the Region of Beijing–Tianjin–Hebei," Energies, MDPI, vol. 16(4), pages 1-22, February.
    11. Cao, Jing & Ho, Mun S. & Ma, Rong & Teng, Fei, 2021. "When carbon emission trading meets a regulated industry: Evidence from the electricity sector of China," Journal of Public Economics, Elsevier, vol. 200(C).
    12. Guo, Hongye & Davidson, Michael R. & Chen, Qixin & Zhang, Da & Jiang, Nan & Xia, Qing & Kang, Chongqing & Zhang, Xiliang, 2020. "Power market reform in China: Motivations, progress, and recommendations," Energy Policy, Elsevier, vol. 145(C).
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