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Two-stage hybrid electricity market trading strategy optimization with renewable electricity under cap-and-trade policy

Author

Listed:
  • Zhang, Weisi
  • Mao, Qingsong
  • Pan, Xia
  • Luo, Rui
  • Liang, Ling

Abstract

With the trial operation of a two-stage electricity trading mechanism, and the pilot of cap-and-trade policy in the electricity sector, optimizing strategies within a hybrid electricity market has emerged as a hot research topic. To explore the scenario of integrating renewable electricity to form a hybrid electricity market, and to analyze the impact of cap-and-trade policy on electricity market transactions, this study employs game theory to establish a two-stage electricity market analysis framework, which encompasses transactions by traditional thermal electricity generator and renewable electricity generator in the forward and spot markets. The research findings indicate that widespread integration of renewable electricity lowers spot electricity prices but may cause forward prices to rise during significant spot market volatility. It also significantly reduces carbon emissions, while an initial surge in emissions could occur, in the early stages of renewable electricity integration with low spot market demand volatility. Two-stage trading could mitigate spot price and enhance profitability of traditional thermal electricity generators, during periods of substantial market volatility. Regarding the cap-and-trade policy, it generally leads to lower electricity prices in both forward and spot markets under conditions of loose carbon emission constraints, and the impact on generators' profitability is contingent. Specifically, the policy does not invariably negatively affect traditional thermal electricity generator. Under loose emission reduction constraints, the policy does not necessarily increase the profits of renewable electricity generator.

Suggested Citation

  • Zhang, Weisi & Mao, Qingsong & Pan, Xia & Luo, Rui & Liang, Ling, 2025. "Two-stage hybrid electricity market trading strategy optimization with renewable electricity under cap-and-trade policy," Energy Economics, Elsevier, vol. 150(C).
  • Handle: RePEc:eee:eneeco:v:150:y:2025:i:c:s0140988325005912
    DOI: 10.1016/j.eneco.2025.108764
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    References listed on IDEAS

    as
    1. Green, Richard, 2002. "Retail Competition and Electricity Contracts," Royal Economic Society Annual Conference 2002 93, Royal Economic Society.
    2. Abate, Arega Getaneh & Riccardi, Rossana & Ruiz, Carlos, 2021. "Contracts in electricity markets under EU ETS: A stochastic programming approach," Energy Economics, Elsevier, vol. 99(C).
    3. Seifert, Ralf W. & Thonemann, Ulrich W. & Hausman, Warren H., 2004. "Optimal procurement strategies for online spot markets," European Journal of Operational Research, Elsevier, vol. 152(3), pages 781-799, February.
    4. Heikki Peura & Derek W. Bunn, 2021. "Renewable Power and Electricity Prices: The Impact of Forward Markets," Management Science, INFORMS, vol. 67(8), pages 4772-4788, August.
    5. Xu, Jiuping & Yang, Guocan & Wang, Fengjuan & Shu, Kejing, 2022. "A provincial renewable portfolio standards-based distribution strategy for both power plant and user: A case study from Guangdong, China," Energy Policy, Elsevier, vol. 165(C).
    6. Wang, Lin & Li, Ke, 2022. "Research on renewable energy consumption and emission reduction in power market based on bi-level decision making in China," Energy, Elsevier, vol. 260(C).
    7. Falbo, Paolo & Ruiz, Carlos, 2019. "Optimal sales-mix and generation plan in a two-stage electricity market," Energy Economics, Elsevier, vol. 78(C), pages 598-614.
    8. Zou, Peng & Chen, Qixin & Yu, Yang & Xia, Qing & Kang, Chongqing, 2017. "Electricity markets evolution with the changing generation mix: An empirical analysis based on China 2050 High Renewable Energy Penetration Roadmap," Applied Energy, Elsevier, vol. 185(P1), pages 56-67.
    9. Zhang, Yun-Long & Liu, Lan-Cui & Kang, Jia-Ning & Peng, Song & Mi, Zhifu & Liao, Hua & Wei, Yi-Ming, 2024. "Economic feasibility assessment of coal-biomass co-firing power generation technology," Energy, Elsevier, vol. 296(C).
    10. An, Simin & Li, Bo & Song, Dongping & Chen, Xue, 2021. "Green credit financing versus trade credit financing in a supply chain with carbon emission limits," European Journal of Operational Research, Elsevier, vol. 292(1), pages 125-142.
    11. Mitridati, Lesia & Kazempour, Jalal & Pinson, Pierre, 2021. "Design and game-Theoretic analysis of community-Based market mechanisms in heat and electricity systems," Omega, Elsevier, vol. 99(C).
    12. Saed Alizamir & Francis de Véricourt & Peng Sun, 2016. "Efficient Feed-In-Tariff Policies for Renewable Energy Technologies," Operations Research, INFORMS, vol. 64(1), pages 52-66, February.
    13. El Khatib, Sameh & Galiana, Francisco D., 2019. "Investigating emission regulation policy in the electricity sector: modeling an oligopolistic electricity market under hourly cap-and-trade," Energy Economics, Elsevier, vol. 78(C), pages 428-443.
    14. Oliveira, Fernando S. & Ruiz, Carlos & Conejo, Antonio J., 2013. "Contract design and supply chain coordination in the electricity industry," European Journal of Operational Research, Elsevier, vol. 227(3), pages 527-537.
    15. Arega Getaneh Abate & Rossana Riccardi & Carlos Ruiz, 2022. "Contract design in electricity markets with high penetration of renewables: A two-stage approach," Papers 2201.09927, arXiv.org, revised Jun 2022.
    16. de MAERE d'AERTRYCKE, Gauthier & SMEERS, Yves, 2013. "Liquidity risks on power exchanges: a generalized Nash equilibrium model," LIDAM Reprints CORE 2551, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
    17. James Bushnell, 2007. "Oligopoly equilibria in electricity contract markets," Journal of Regulatory Economics, Springer, vol. 32(3), pages 225-245, December.
    18. Morales, Juan M. & Pineda, Salvador, 2017. "On the inefficiency of the merit order in forward electricity markets with uncertain supply," European Journal of Operational Research, Elsevier, vol. 261(2), pages 789-799.
    19. Yu, Xianyu & Ge, Shengxian & Zhou, Dequn & Wang, Qunwei & Chang, Ching-Ter & Sang, Xiuzhi, 2022. "Whether feed-in tariff can be effectively replaced or not? An integrated analysis of renewable portfolio standards and green certificate trading," Energy, Elsevier, vol. 245(C).
    20. Inderfurth, Karl & Kelle, Peter & Kleber, Rainer, 2013. "Dual sourcing using capacity reservation and spot market: Optimal procurement policy and heuristic parameter determination," European Journal of Operational Research, Elsevier, vol. 225(2), pages 298-309.
    21. Boersen, Arieke & Scholtens, Bert, 2014. "The relationship between European electricity markets and emission allowance futures prices in phase II of the EU (European Union) emission trading scheme," Energy, Elsevier, vol. 74(C), pages 585-594.
    22. Dali Zhang & Huifu Xu & Yue Wu, 2010. "A two stage stochastic equilibrium model for electricity markets with two way contracts," Mathematical Methods of Operations Research, Springer;Gesellschaft für Operations Research (GOR);Nederlands Genootschap voor Besliskunde (NGB), vol. 71(1), pages 1-45, February.
    23. Youqiong Ai & Yifan Xu, 2021. "Strategic sourcing in forward and spot markets with reliable and unreliable suppliers," International Journal of Production Research, Taylor & Francis Journals, vol. 59(3), pages 926-941, February.
    24. Zhang, Alex Hongliang & Sirin, Selahattin Murat & Fan, Conglai & Bu, Maoliang, 2022. "An analysis of the factors driving utility-scale solar PV investments in China: How effective was the feed-in tariff policy?," Energy Policy, Elsevier, vol. 167(C).
    25. Hendrik Bessembinder & Michael L. Lemmon, 2002. "Equilibrium Pricing and Optimal Hedging in Electricity Forward Markets," Journal of Finance, American Finance Association, vol. 57(3), pages 1347-1382, June.
    26. Boomsma, Trine Krogh & Meade, Nigel & Fleten, Stein-Erik, 2012. "Renewable energy investments under different support schemes: A real options approach," European Journal of Operational Research, Elsevier, vol. 220(1), pages 225-237.
    27. Wang, Dongxiao & Qiu, Jing & Reedman, Luke & Meng, Ke & Lai, Loi Lei, 2018. "Two-stage energy management for networked microgrids with high renewable penetration," Applied Energy, Elsevier, vol. 226(C), pages 39-48.
    28. Willems, Bert & Morbee, Joris, 2010. "Market completeness: How options affect hedging and investments in the electricity sector," Energy Economics, Elsevier, vol. 32(4), pages 786-795, July.
    29. Abate, Arega Getaneh & Riccardi, Rossana & Ruiz, Carlos, 2022. "Contract design in electricity markets with high penetration of renewables: A two-stage approach," Omega, Elsevier, vol. 111(C).
    30. Karakosta, Ourania & Petropoulou, Dimitra, 2022. "The EU electricity market: Renewables targets, Tradable Green Certificates and electricity trade," Energy Economics, Elsevier, vol. 111(C).
    31. Pineda, Salvador & Boomsma, Trine K. & Wogrin, Sonja, 2018. "Renewable generation expansion under different support schemes: A stochastic equilibrium approach," European Journal of Operational Research, Elsevier, vol. 266(3), pages 1086-1099.
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