IDEAS home Printed from https://ideas.repec.org/a/eee/energy/v339y2025ics0360544225041532.html

A data-analytics approach for price cap formulation of electricity markets considering synergistic efficiency of generation and demand sides

Author

Listed:
  • Wu, Jiahao
  • Bao, Minglei
  • Sun, Xiaocong
  • Lin, Jianing
  • Ding, Yi

Abstract

Faced with increasingly frequent electricity price spikes during extreme events, the risk management of electricity prices has become critically important. To protect consumer interests and prevent anti-competitive behavior, market regulators have implemented price caps. A well-designed price cap can both reflect the value of electricity during peak periods and mitigate the economic burden on consumers during extreme events. However, setting a reasonable price cap is quite complex and involves multifaceted trade-offs. If the price cap is set too high, it may lead to an excessive transfer of consumer welfare to producers and incentivize anti-competitive behavior. Conversely, if the price cap is set too low, it may discourage power generators from providing sufficient electricity, thereby jeopardizing supply security during peak hours. To address this issue, this paper proposes a data-analytics approach for price cap formulation considering synergistic efficiency of generation and demand sides. Firstly, considering multiple uncertainties, probabilistic scenarios of electricity markets are generated and cleared to obtain massive electricity price data. On this basis, the investment recovery period and the elasticity coefficient for electricity consumption are established to comprehensively evaluate the impact of electricity price on the generation-demand side efficiency. Furthermore, a data-analytics optimal model for price cap considering synergistic efficiency is proposed, which balances the conflicting market objectives of the generation and demand sides. Finally, a provincial electricity market of southeast China is used to verify the performance superiority of the proposed approach. Case studies demonstrate that the proposed model can not only provide sufficient incentives for generators but also protect consumers from the impact of extreme electricity prices.

Suggested Citation

  • Wu, Jiahao & Bao, Minglei & Sun, Xiaocong & Lin, Jianing & Ding, Yi, 2025. "A data-analytics approach for price cap formulation of electricity markets considering synergistic efficiency of generation and demand sides," Energy, Elsevier, vol. 339(C).
  • Handle: RePEc:eee:energy:v:339:y:2025:i:c:s0360544225041532
    DOI: 10.1016/j.energy.2025.138511
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0360544225041532
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.energy.2025.138511?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to

    for a different version of it.

    References listed on IDEAS

    as
    1. Robert Earle & Karl Schmedders & Tymon Tatur, 2007. "On Price Caps Under Uncertainty," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 74(1), pages 93-111.
    2. Doering, Kenji & Sendelbach, Luke & Steinschneider, Scott & Lindsay Anderson, C., 2021. "The effects of wind generation and other market determinants on price spikes," Applied Energy, Elsevier, vol. 300(C).
    3. Huang, Zhenyu & Liu, Youbo & Li, Kecun & Liu, Jichun & Gao, Hongjun & Qiu, Gao & Shen, Xiaodong & Liu, Junyong, 2023. "Evaluating long-term profile of demand response under different market designs: A comparison of scarcity pricing and capacity auction," Energy, Elsevier, vol. 282(C).
    4. Spodniak, Petr & Bertsch, Valentin, 2020. "Is flexible and dispatchable generation capacity rewarded in electricity futures markets? A multinational impact analysis," Energy, Elsevier, vol. 196(C).
    5. Sun, Xiaocong & Bao, Minglei & Guo, Chao & Ding, Yi & Zheng, Chenghang & Gao, Xiang, 2024. "An equilibrium capacity expansion model for power systems considering Gencos' coupled decisions between carbon and electricity markets," Applied Energy, Elsevier, vol. 359(C).
    6. Mideksa, Torben K. & Kallbekken, Steffen, 2010. "The impact of climate change on the electricity market: A review," Energy Policy, Elsevier, vol. 38(7), pages 3579-3585, July.
    7. Frank A. Wolak, 2021. "Wholesale electricity market design," Chapters, in: Jean-Michel Glachant & Paul L. Joskow & Michael G. Pollitt (ed.), Handbook on Electricity Markets, chapter 4, pages 73-110, Edward Elgar Publishing.
    8. Raul Bajo-Buenestado & Antonio M. Bento & Daniel Kaffine & Zissis E. Marmarelis, 2025. "Decarbonization and electricity price vulnerability," Nature Sustainability, Nature, vol. 8(2), pages 170-181, February.
    9. Ronald R. Braeutigam & John C. Panzar, 1989. "Diversification Incentives under "Price-Based" and "Cost-Based" Regulation," RAND Journal of Economics, The RAND Corporation, vol. 20(3), pages 373-391, Autumn.
    10. Christian Vossler & Timothy Mount & Robert Thomas & Ray Zimmerman, 2009. "An experimental investigation of soft price caps in uniform price auction markets for wholesale electricity," Journal of Regulatory Economics, Springer, vol. 36(1), pages 44-59, August.
    11. Hasani, Masoud & Hosseini, Seyed Hamid, 2011. "Dynamic assessment of capacity investment in electricity market considering complementary capacity mechanisms," Energy, Elsevier, vol. 36(1), pages 277-293.
    12. Doostizadeh, Meysam & Ghasemi, Hassan, 2012. "A day-ahead electricity pricing model based on smart metering and demand-side management," Energy, Elsevier, vol. 46(1), pages 221-230.
    13. Yating Li & William A. Pizer & Libo Wu, 2019. "Climate change and residential electricity consumption in the Yangtze River Delta, China," Proceedings of the National Academy of Sciences, Proceedings of the National Academy of Sciences, vol. 116(2), pages 472-477, January.
    14. Hobbs, Benjamin F. & Iñón, Javier & Stoft, Steven E., 2001. "Installed Capacity Requirements and Price Caps: Oil on the Water, or Fuel on the Fire?," The Electricity Journal, Elsevier, vol. 14(6), pages 23-34, July.
    15. Kahn, Alfred E., 2002. "The Adequacy of Prospective Returns on Generation Investments under Price Control Mechanisms," The Electricity Journal, Elsevier, vol. 15(2), pages 37-46, March.
    16. Lin, Jianing & Bao, Minglei & Liang, Ziyang & Sang, Maosheng & Ding, Yi, 2022. "Spatio-temporal evaluation of electricity price risk considering multiple uncertainties under extreme cold weather," Applied Energy, Elsevier, vol. 328(C).
    17. Gu, Jiu & Zhou, Shichao & Wang, Lingling & Jiang, Chuanwen & Li, Zuyi, 2025. "A generation directrix-based regulation energy market mechanism for fairer competition in power systems with high renewable energy penetration," Energy, Elsevier, vol. 315(C).
    18. Wang, Jiexin & Wang, Song, 2023. "The effect of electricity market reform on energy efficiency in China," Energy Policy, Elsevier, vol. 181(C).
    19. Jianjun Wang & Jikun Huo & Shuo Zhang & Yun Teng & Li Li & Taoya Han, 2021. "Flexibility Transformation Decision-Making Evaluation of Coal-Fired Thermal Power Units Deep Peak Shaving in China," Sustainability, MDPI, vol. 13(4), pages 1-15, February.
    20. Grobman, Jeffrey H. & Carey, Janis M., 2001. "Price caps and investment: long-run effects in the electric generation industry," Energy Policy, Elsevier, vol. 29(7), pages 545-552, June.
    21. Mulder, Machiel & Scholtens, Bert, 2013. "The impact of renewable energy on electricity prices in the Netherlands," Renewable Energy, Elsevier, vol. 57(C), pages 94-100.
    22. 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).
    23. Wilson, James F., 2000. "Scarcity, Market Power, and Price Caps in Wholesale Electric Power Markets," The Electricity Journal, Elsevier, vol. 13(9), pages 33-46, November.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Sirin, Selahattin Murat & Erten, Ibrahim, 2022. "Price spikes, temporary price caps, and welfare effects of regulatory interventions on wholesale electricity markets," Energy Policy, Elsevier, vol. 163(C).
    2. Biggar, Darryl R. & Hesamzadeh, Mohammad Reza, 2024. "Crises in Texas and Australia: Failures of energy-only markets or unforeseen consequences of price caps?," Energy Economics, Elsevier, vol. 137(C).
    3. Sirin, Selahattin Murat & Camadan, Ercument & Erten, Ibrahim Etem & Zhang, Alex Hongliang, 2023. "Market failure or politics? Understanding the motives behind regulatory actions to address surging electricity prices," Energy Policy, Elsevier, vol. 180(C).
    4. Zhao, Xueyuan & Gao, Weijun & Qian, Fanyue & Ge, Jian, 2021. "Electricity cost comparison of dynamic pricing model based on load forecasting in home energy management system," Energy, Elsevier, vol. 229(C).
    5. Fabien A. Roques & Nicos S. Savva, 2006. "Price cap regulation and investment incentives under demand uncertainty," Working Papers EPRG 0616, Energy Policy Research Group, Cambridge Judge Business School, University of Cambridge.
    6. Cuihui Xia & Tandong Yao & Weicai Wang & Wentao Hu, 2022. "Effect of Climate on Residential Electricity Consumption: A Data-Driven Approach," Energies, MDPI, vol. 15(9), pages 1-20, May.
    7. Du, Kerui & Yu, Ying & Wei, Chu, 2020. "Climatic impact on China's residential electricity consumption: Does the income level matter?," China Economic Review, Elsevier, vol. 63(C).
    8. repec:aen:journl:ej36-2-01 is not listed on IDEAS
    9. Jiang, Lei & Yang, Linshuang & Wu, Qingyang & Zhang, Xinyue, 2024. "How does extreme heat affect carbon emission intensity? Evidence from county-level data in China," Economic Modelling, Elsevier, vol. 139(C).
    10. 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.
    11. Lin, Jianing & Bao, Minglei & Liang, Ziyang & Sang, Maosheng & Ding, Yi, 2022. "Spatio-temporal evaluation of electricity price risk considering multiple uncertainties under extreme cold weather," Applied Energy, Elsevier, vol. 328(C).
    12. Kamal Chapagain & Somsak Kittipiyakul & Pisut Kulthanavit, 2020. "Short-Term Electricity Demand Forecasting: Impact Analysis of Temperature for Thailand," Energies, MDPI, vol. 13(10), pages 1-29, May.
    13. Roques, Fabien A. & Savva, Nicos, 2009. "Investment under uncertainty with price ceilings in oligopolies," Journal of Economic Dynamics and Control, Elsevier, vol. 33(2), pages 507-524, February.
    14. Zhang, Yufan & Wen, Honglin & Feng, Tao & Chen, Yize, 2024. "Efficient demand response location targeting for price spike mitigation by exploiting price-demand relationship," Applied Energy, Elsevier, vol. 376(PA).
    15. Diego Aineto & Javier Iranzo-Sánchez & Lenin G. Lemus-Zúñiga & Eva Onaindia & Javier F. Urchueguía, 2019. "On the Influence of Renewable Energy Sources in Electricity Price Forecasting in the Iberian Market," Energies, MDPI, vol. 12(11), pages 1-20, May.
    16. Dehghan, Hamed & Amin-Naseri, Mohammad Reza & Nahavandi, Nasim, 2021. "A system dynamics model to analyze future electricity supply and demand in Iran under alternative pricing policies," Utilities Policy, Elsevier, vol. 69(C).
    17. Koecklin, Manuel Tong & Longoria, Genaro & Fitiwi, Desta Z. & DeCarolis, Joseph F. & Curtis, John, 2021. "Public acceptance of renewable electricity generation and transmission network developments: Insights from Ireland," Energy Policy, Elsevier, vol. 151(C).
    18. Riechmann, Christoph, 2000. "Strategic pricing of grid access under partial price-caps -- electricity distribution in England and Wales," Energy Economics, Elsevier, vol. 22(2), pages 187-207, April.
    19. Asian Development Bank (ADB), 2012. "Adaptation to Climate Change: The Case of A Combined Cycle Power Plant," ADB Reports RPT124612, Asian Development Bank (ADB), revised 04 Feb 2014.
    20. Ziyu Li & Bangjun Wang, 2024. "A Bibliometric Analysis of Carbon Allowances in the Carbon Emissions Trading Market," Energies, MDPI, vol. 18(1), pages 1-18, December.
    21. Hennessey, Ryan & Pittman, Jeremy & Morand, Annette & Douglas, Allan, 2017. "Co-benefits of integrating climate change adaptation and mitigation in the Canadian energy sector," Energy Policy, Elsevier, vol. 111(C), pages 214-221.

    More about this item

    Keywords

    ;
    ;
    ;
    ;

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:energy:v:339:y:2025:i:c:s0360544225041532. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.journals.elsevier.com/energy .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.