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CVaR-based trading strategies of renewable energy producers under the integration of environmental attribute markets

Author

Listed:
  • Guo, Hongxia
  • Li, Lin
  • Li, Yuan
  • Chen, Haoyong
  • Ma, Qian
  • Zhang, Xianling

Abstract

China's renewable energy generation is rising, driving markets like Tradable Green Certificates (TGC) and Chinese Certified Emission Reduction (CCER). However, given the complexity of China's TGC and CCER trading systems, along with the challenges posed by policy changes, it is crucial to ensure that the environmental benefits of renewable energy products receive appropriate mechanistic and technological support. Therefore, an optimized trading strategy is introduced, accounting for the coupling relationships among electricity, TGC and CCER trading markets. This paper first considered the inherent interrelationships among these markets, establishing a trading strategy model for wind and solar power producers operating within these interconnected markets. To facilitate the development of the environmental attribute product markets, a “TGC-CCER” conversion mechanism is established, enabling the conversion between TGC and CCER. Additionally, considering the speculative behaviour of power producers, this paper integrates Conditional Value-at-Risk (CVaR) theory with a rolling optimization framework for producer trading strategies to mitigate multi-temporal electricity-certificate coupling risks. The numerical results demonstrate that the proposed strategy significantly enhances market interactions while improving the profitability of renewable energy producers. Compared to single-market trading approaches, this strategy increases producer revenues by 2.31 % while simultaneously reducing cross-market transaction risks.

Suggested Citation

  • Guo, Hongxia & Li, Lin & Li, Yuan & Chen, Haoyong & Ma, Qian & Zhang, Xianling, 2026. "CVaR-based trading strategies of renewable energy producers under the integration of environmental attribute markets," Renewable Energy, Elsevier, vol. 260(C).
  • Handle: RePEc:eee:renene:v:260:y:2026:i:c:s0960148125028162
    DOI: 10.1016/j.renene.2025.125152
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    References listed on IDEAS

    as
    1. Wang, Ge & Zhang, Qi & Su, Bin & Shen, Bo & Li, Yan & Li, Zhengjun, 2021. "Coordination of tradable carbon emission permits market and renewable electricity certificates market in China," Energy Economics, Elsevier, vol. 93(C).
    2. Zhen, Juntao & Zhao, Laijun & Yi, Hongru & Cheng, Youfeng & Wang, Ke & Hu, Haisheng, 2024. "Cross-provincial collaborative transaction that considers both the green electricity and the green certificate markets under a renewable portfolio standard policy," Applied Energy, Elsevier, vol. 372(C).
    3. Chang, Xin & Wu, Zhaoyuan & Wang, Jingting & Zhang, Xingyu & Zhou, Ming & Yu, Tao & Wang, Yuyang, 2023. "The coupling effect of carbon emission trading and tradable green certificates under electricity marketization in China," Renewable and Sustainable Energy Reviews, Elsevier, vol. 187(C).
    4. Yang, Yan-Shen & Xie, Bai-Chen & Tan, Xu, 2024. "Impact of green power trading mechanism on power generation and interregional transmission in China," Energy Policy, Elsevier, vol. 189(C).
    5. Wang, Peng & Guo, Zixuan & Zhang, Shengyu & Zhu, Lin & Yi, Liqi & Song, Xiaohua, 2024. "Strategic behaviors of renewable energy generation companies participating in the electricity and carbon coupled markets based on non-cooperative game theory," Energy, Elsevier, vol. 312(C).
    6. Lyu, Yizheng & Gao, Hanbo & Yan, Kun & Liu, Yingjie & Tian, Jinping & Chen, Lyujun & Wan, Mei, 2022. "Carbon peaking strategies for industrial parks: Model development and applications in China," Applied Energy, Elsevier, vol. 322(C).
    7. Liu, Da & Jiang, Yan & Peng, Chuan & Jian, Jianhui & Zheng, Jing, 2024. "Can green certificates substitute for renewable electricity subsidies? A Chinese experience," Renewable Energy, Elsevier, vol. 222(C).
    8. Liu, Jingxuan & Zang, Haixiang & Zhang, Fengchun & Cheng, Lilin & Ding, Tao & Wei, Zhinong & Sun, Guoqiang, 2023. "A hybrid meteorological data simulation framework based on time-series generative adversarial network for global daily solar radiation estimation," Renewable Energy, Elsevier, vol. 219(P1).
    9. Meng, Yuxiang & Ma, Gang & Yao, Yunting & Li, Hao, 2024. "Nash bargaining based integrated energy agent optimal operation strategy considering negotiation pricing for tradable green certificate," Applied Energy, Elsevier, vol. 356(C).
    10. Hu, Bo & Zhou, P., 2022. "Can the renewable power consumption guarantee mechanism help activate China's power trading market?," Energy, Elsevier, vol. 253(C).
    11. Shi, Wei & Li, Wei & Qiao, Fuwei & Wang, Weijuan & An, Yi & Zhang, Guowei, 2023. "An inter-provincial carbon quota study in China based on the contribution of clean energy to carbon reduction," Energy Policy, Elsevier, vol. 182(C).
    12. Wang, Benke & Li, Chunhua & Ban, Yongshuang & Zhao, Zeming & Wang, Zengxu, 2024. "A two-tier bidding model considering a multi-stage offer‑carbon joint incentive clearing mechanism for coupled electricity and carbon markets," Applied Energy, Elsevier, vol. 368(C).
    13. Rahman, Abidur & Farrok, Omar & Haque, Md Mejbaul, 2022. "Environmental impact of renewable energy source based electrical power plants: Solar, wind, hydroelectric, biomass, geothermal, tidal, ocean, and osmotic," Renewable and Sustainable Energy Reviews, Elsevier, vol. 161(C).
    14. Yan, Sizhe & Wang, Weiqing & Li, Xiaozhu & Lv, Haipeng & Fan, Tianyuan & Aikepaer, Sumaiya, 2023. "Stochastic optimal scheduling strategy of cross-regional carbon emissions trading and green certificate trading market based on Stackelberg game," Renewable Energy, Elsevier, vol. 219(P1).
    15. He, Yong & Zeng, Zhaoai & Liao, Nuo, 2024. "Multi-objective optimization of regional power generation mix considering both carbon cap-and-trade mechanisms and renewable portfolio standards," Renewable Energy, Elsevier, vol. 231(C).
    16. Zeng, Lijun & Wang, Jiafeng & Zhao, Laijun, 2022. "An inter-provincial tradable green certificate futures trading model under renewable portfolio standard policy," Energy, Elsevier, vol. 257(C).
    17. Yue, Tingyi & Wang, Honglei & Li, Chengjiang & Hu, Yu-jie, 2024. "Optimization strategies for green power and certificate trading in China considering seasonality: An evolutionary game-based system dynamics," Energy, Elsevier, vol. 311(C).
    18. Li, Xu & Deng, Jianhua & Liu, Jichun, 2025. "Energy–carbon–green certificates management strategy for integrated energy system using carbon–green certificates double-direction interaction," Renewable Energy, Elsevier, vol. 238(C).
    19. Safarzadeh, Soroush & Hafezalkotob, Ashkan & Jafari, Hamed, 2022. "Energy supply chain empowerment through tradable green and white certificates: A pathway to sustainable energy generation," Applied Energy, Elsevier, vol. 323(C).
    20. Lei, Dayong & Zhang, Zhonghui & Wang, Zhaojun & Zhang, Liuyu & Liao, Wei, 2023. "Long-term, multi-stage low-carbon planning model of electricity-gas-heat integrated energy system considering ladder-type carbon trading mechanism and CCS," Energy, Elsevier, vol. 280(C).
    21. Banihabib, Reyhaneh & Fadnes, Fredrik Skaug & Assadi, Mohsen, 2024. "Techno-economic optimization of microgrid operation with integration of renewable energy, hydrogen storage, and micro gas turbine," Renewable Energy, Elsevier, vol. 237(PC).
    22. Hui, Wang & Xin-gang, Zhao & Ling-zhi, Ren & Fan, Lu, 2021. "An agent-based modeling approach for analyzing the influence of market participants’ strategic behavior on green certificate trading," Energy, Elsevier, vol. 218(C).
    23. Hu, Yu & Li, Jialin & Chi, Yuanying & Zheng, Yi, 2024. "Optimization of regional power low-carbon transition pathways in China under differentiated tradable green certificates trading models," Renewable Energy, Elsevier, vol. 237(PC).
    24. Dimitriadis, Christos N. & Tsimopoulos, Evangelos G. & Georgiadis, Michael C., 2024. "Co-optimized trading strategy of a renewable energy aggregator in electricity and green certificates markets," Renewable Energy, Elsevier, vol. 236(C).
    25. Zhu, Lingwei & Xu, Bin & Wang, Xinrong & Yue, Hao & Mo, Ran & Wang, Sen & Zhao, Zenghai & Lu, Peng, 2025. "Stochastic simulation framework for renewable power output: Integrating hybrid discrete-continuous distributions with vine copula function," Renewable Energy, Elsevier, vol. 251(C).
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