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Capacity adequacy assessment and pricing for power systems with high penetration of renewable energy

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  • Wang, Jiahua
  • Wu, Jiang
  • Zhou, Yuzhou
  • Shao, Zhentong

Abstract

Renewable energy is gradually becoming the primary energy source in power systems with its steadily increasing penetration. However, the output characteristics of renewable energy and retirement trends for conventional units (i.e., thermal power plants) increase the potential power shortage risk. In this context, market operators and regulators need to establish effective market mechanisms to ensure generation capacity adequacy, which means such mechanisms should effectively incentivize conventional units to transition from primary energy suppliers to capacity providers. To this end, this paper proposes a novel capacity adequacy assessment and pricing approach, which combines the idea of the spot market and the capacity market. The established model effectively transfers generation capacity requirements and price signals from the spot market to forward capacity estimates by carefully accounting for the physical constraints in real-time operations. Specifically, first, two types of indicators are defined to quantify generation and transmission capacity which are the minimum necessary capacities to meet the system requirements; Second, a capacity assessment model based on a long-term unit commitment problem is formulated to determine these indicators. Then, a new capacity pricing approach grounded in marginal price theory is established to provide stable long-term price signals, which have the potential to incentivize investment in reliable generation and transmission capacity given appropriate market conditions. Finally, a modified parallel horizon splitting (MPHS) method is developed to enhance computational efficiency. Numerical tests indicate that the demand for dispatchable capacity (such as thermal units) to ensure stable operation increases with the penetration level of renewable energy.

Suggested Citation

  • Wang, Jiahua & Wu, Jiang & Zhou, Yuzhou & Shao, Zhentong, 2025. "Capacity adequacy assessment and pricing for power systems with high penetration of renewable energy," Applied Energy, Elsevier, vol. 396(C).
  • Handle: RePEc:eee:appene:v:396:y:2025:i:c:s0306261925009390
    DOI: 10.1016/j.apenergy.2025.126209
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    as
    1. Levin, Todd & Botterud, Audun, 2015. "Electricity market design for generator revenue sufficiency with increased variable generation," Energy Policy, Elsevier, vol. 87(C), pages 392-406.
    2. Bhagwat, Pradyumna C. & Marcheselli, Anna & Richstein, Jörn C. & Chappin, Emile J. L. & Vries, Laurens J. De, 2017. "An analysis of a forward capacity market with long-term contracts," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 111, pages 255-267.
    3. Muaddi, Saad & Singh, Chanan, 2022. "Investigating capacity credit sensitivity to reliability metrics and computational methodologies," Applied Energy, Elsevier, vol. 325(C).
    4. Mills, Andrew D. & Rodriguez, Pía, 2020. "A simple and fast algorithm for estimating the capacity credit of solar and storage," Energy, Elsevier, vol. 210(C).
    5. Zhou, Yuzhou & Zhai, Qiaozhu & Yuan, Wei & Wu, Jiang, 2021. "Capacity expansion planning for wind power and energy storage considering hourly robust transmission constrained unit commitment," Applied Energy, Elsevier, vol. 302(C).
    6. Bhagwat, Pradyumna C. & Marcheselli, Anna & Richstein, Jörn C. & Chappin, Emile J.L. & De Vries, Laurens J., 2017. "An analysis of a forward capacity market with long-term contracts," Energy Policy, Elsevier, vol. 111(C), pages 255-267.
    7. Aryani, Morteza & Ahmadian, Mohammad & Sheikh-El-Eslami, Mohammad-Kazem, 2020. "Designing a regulatory tool for coordinated investment in renewable and conventional generation capacities considering market equilibria," Applied Energy, Elsevier, vol. 279(C).
    8. Li, Yanxue & Zhang, Xiaoyi & Gao, Weijun & Ruan, Yingjun, 2020. "Capacity credit and market value analysis of photovoltaic integration considering grid flexibility requirements," Renewable Energy, Elsevier, vol. 159(C), pages 908-919.
    9. Newbery, David, 2016. "Missing money and missing markets: Reliability, capacity auctions and interconnectors," Energy Policy, Elsevier, vol. 94(C), pages 401-410.
    10. Wang, Kejun & Qi, Xiaoxia & Liu, Hongda & Song, Jiakang, 2018. "Deep belief network based k-means cluster approach for short-term wind power forecasting," Energy, Elsevier, vol. 165(PA), pages 840-852.
    11. Shao, Zhentong & Cao, Xiaoyu & Zhai, Qiaozhu & Guan, Xiaohong, 2023. "Risk-constrained planning of rural-area hydrogen-based microgrid considering multiscale and multi-energy storage systems," Applied Energy, Elsevier, vol. 334(C).
    12. Kozlova, M. & Overland, I., 2022. "Combining capacity mechanisms and renewable energy support: A review of the international experience," Renewable and Sustainable Energy Reviews, Elsevier, vol. 155(C).
    13. Hanspeter Höschle & Hélène le Cadre, & Yves Smeers & Anthony Papavasiliou & Ronnie Belmans, 2018. "An ADMM-based method for computing risk-averse equilibrium in capacity markets," LIDAM Reprints CORE 3020, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
    14. Joskow, Paul L., 2008. "Capacity payments in imperfect electricity markets: Need and design," Utilities Policy, Elsevier, vol. 16(3), pages 159-170, September.
    15. Brito-Pereira, Paulo & Rodilla, Pablo & Mastropietro, Paolo & Batlle, Carlos, 2022. "Self-fulfilling or self-destroying prophecy? The relevance of de-rating factors in modern capacity mechanisms," Applied Energy, Elsevier, vol. 314(C).
    16. Wang, Renshun & Wang, Shilong & Geng, Guangchao & Jiang, Quanyuan, 2024. "Multi-time-scale capacity credit assessment of renewable and energy storage considering complex operational time series," Applied Energy, Elsevier, vol. 355(C).
    17. Gumber, Anurag & Zana, Riccardo & Steffen, Bjarne, 2024. "A global analysis of renewable energy project commissioning timelines," Applied Energy, Elsevier, vol. 358(C).
    18. Jouhara, Hussam & Żabnieńska-Góra, Alina & Delpech, Bertrand & Olabi, Valentina & El Samad, Tala & Sayma, Abdulnaser, 2024. "High-temperature heat pumps: Fundamentals, modelling approaches and applications," Energy, Elsevier, vol. 303(C).
    19. Zhang, Yuanyuan & Zhao, Huiru & Li, Bingkang, 2022. "Research on the design and influence of unit generation capacity adequacy guarantee mechanism in the power market," Energy, Elsevier, vol. 248(C).
    20. Xu, Tingting & Gao, Weijun & Qian, Fanyue & Li, Yanxue, 2022. "The implementation limitation of variable renewable energies and its impacts on the public power grid," Energy, Elsevier, vol. 239(PA).
    21. Bhagwat, Pradyumna C. & de Vries, Laurens J. & Hobbs, Benjamin F., 2016. "Expert survey on capacity markets in the US: Lessons for the EU," Utilities Policy, Elsevier, vol. 38(C), pages 11-17.
    22. Mastropietro, Paolo & Herrero, Ignacio & Rodilla, Pablo & Batlle, Carlos, 2016. "A model-based analysis on the impact of explicit penalty schemes in capacity mechanisms," Applied Energy, Elsevier, vol. 168(C), pages 406-417.
    23. Sodano, Daniel & DeCarolis, Joseph F. & Rodrigo de Queiroz, Anderson & Johnson, Jeremiah X., 2021. "The symbiotic relationship of solar power and energy storage in providing capacity value," Renewable Energy, Elsevier, vol. 177(C), pages 823-832.
    24. Mastropietro, Paolo & Rodilla, Pablo & Batlle, Carlos, 2019. "De-rating of wind and solar resources in capacity mechanisms: A review of international experiences," Renewable and Sustainable Energy Reviews, Elsevier, vol. 112(C), pages 253-262.
    25. Batlle, Carlos & Pérez-Arriaga, Ignacio J., 2008. "Design criteria for implementing a capacity mechanism in deregulated electricity markets," Utilities Policy, Elsevier, vol. 16(3), pages 184-193, September.
    26. Söder, Lennart & Tómasson, Egill & Estanqueiro, Ana & Flynn, Damian & Hodge, Bri-Mathias & Kiviluoma, Juha & Korpås, Magnus & Neau, Emmanuel & Couto, António & Pudjianto, Danny & Strbac, Goran & Burke, 2020. "Review of wind generation within adequacy calculations and capacity markets for different power systems," Renewable and Sustainable Energy Reviews, Elsevier, vol. 119(C).
    27. Miri, Mohammad & Saffari, Mohammadali & Arjmand, Reza & McPherson, Madeleine, 2022. "Integrated models in action: Analyzing flexibility in the Canadian power system toward a zero-emission future," Energy, Elsevier, vol. 261(PA).
    28. Batlle, C. & Rodilla, P., 2010. "A critical assessment of the different approaches aimed to secure electricity generation supply," Energy Policy, Elsevier, vol. 38(11), pages 7169-7179, November.
    29. Aryani, Morteza & Ahmadian, Mohammad & Sheikh-El-Eslami, Mohammad-Kazem, 2021. "Coordination of risk-based generation investments in conventional and renewable capacities in oligopolistic electricity markets: A robust regulatory tool," Energy, Elsevier, vol. 214(C).
    30. Peter Cramton & Axel Ockenfels & Steven Stoft, 2013. "Capacity Market Fundamentals," Economics of Energy & Environmental Policy, International Association for Energy Economics, vol. 0(Number 2).
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