Impact of the Electricity Market Prices on Energy Storage Operation during the COVID-19 Pandemic
Authors: Marin Mandić, Elis Sutlović, Tonći Modrić, Luka Stanić
Abstract:
With the restructuring and deregulation of the power system, storage owners, generation companies or private producers can offer their multiple services on various power markets and earn income in different types of markets, such as the day-ahead, real-time, ancillary services market, etc. During the COVID-19 pandemic, electricity prices, as well as ancillary services prices, increased significantly. The optimization of the energy storage operation was performed using a suitable model for simulating the operation of a pumped storage hydropower plant under market conditions. The objective function maximizes the income earned through energy arbitration, regulation-up, regulation-down and spinning reserve services. The optimization technique used for solving the objective function is mixed integer linear programming (MILP). In numerical examples, the pumped storage hydropower plant operation has been optimized considering the already achieved hourly electricity market prices from Nord Pool for the pre-pandemic (2019) and the pandemic (2020 and 2021) years. The impact of the electricity market prices during the COVID-19 pandemic on energy storage operation is shown through the analysis of income, operating hours, reserved capacity and consumed energy for each service. The results indicate the role of energy storage during a significant fluctuation in electricity and services prices.
Keywords: Electrical market prices, electricity market, energy storage optimization, mixed integer linear programming, MILP, optimization.
Procedia APA BibTeX Chicago EndNote Harvard JSON MLA RIS XML ISO 690 PDF Downloads 535References:
[1] W. E. Outlook, 2019. (Online). Available: https://www.iea.org/reports/world-energy-outlook 2019/electricity.
[2] S. V. Tade, V. N. Ghate, and A. A. Kalage, "Economic Operation of Pumped Hydro Storage Plant using Teaching Learning based Optimization (TLBO) Algorithm," in 2017 International Conference on Current Trends in Computer, Electrical, Electronics and Communication (CTCEEC), 8-9 Sept. 2017 2017, pp. 864-869, doi: 10.1109/CTCEEC.2017.8455089.
[3] T. Yunusov, M. J. Zangs, and W. Holderbaum, "Control of Energy Storage," Energies, vol. 10, no. 7, 2017, doi: 10.3390/en10071010.
[4] P. Kanakasabapathy and K. Shanti Swarup, "Bidding strategy for pumped-storage plant in pool-based electricity market," Energy Conversion and Management, vol. 51, no. 3, pp. 572-579, 2010/03/01/ 2010, doi: https://doi.org/10.1016/j.enconman.2009.11.001.
[5] K. Pandžić, H. Pandžić, and I. Kuzle, "Coordination of Regulated and Merchant Energy Storage Investments," IEEE Transactions on Sustainable Energy, vol. 9, no. 3, pp. 1244-1254, 2018, doi: 10.1109/TSTE.2017.2779404.
[6] S. Koohi-Kamali, V. V. Tyagi, N. A. Rahim, N. L. Panwar, and H. Mokhlis, "Emergence of energy storage technologies as the solution for reliable operation of smart power systems: A review," Renewable and Sustainable Energy Reviews, vol. 25, pp. 135-165, 2013/09/01/ 2013, doi: https://doi.org/10.1016/j.rser.2013.03.056.
[7] A. Harby, J. Sauterleute, M. Korpås, Å. Killingtveit, E. Solvang, and T. Nielsen, "Pumped Storage Hydropower," 2013, pp. 597-618.
[8] A. Evans, V. Strezov, and T. J. Evans, "Assessment of utility energy storage options for increased renewable energy penetration," Renewable and Sustainable Energy Reviews, vol. 16, no. 6, pp. 4141-4147, 2012/08/01/ 2012, doi: https://doi.org/10.1016/j.rser.2012.03.048.
[9] I. Táczi and G. Szorenyi, "Pumped storage hydroelectric power plants: issues and applications," Budapest, Hungary: Paper Presented at the Energy Regulators Regional Association Secretariat (ERRAS), 2016.
[10] J. I. Pérez-Díaz, M. Chazarra, J. García-González, G. Cavazzini, and A. Stoppato, "Trends and challenges in the operation of pumped-storage hydropower plants," Renewable and Sustainable Energy Reviews, vol. 44, pp. 767-784, 2015/04/01/ 2015, doi: https://doi.org/10.1016/j.rser.2015.01.029.
[11] E. Telaretti, M. Ippolito, and L. Dusonchet, "A Simple Operating Strategy of Small-Scale Battery Energy Storages for Energy Arbitrage under Dynamic Pricing Tariffs," Energies, vol. 9, no. 1, 2016, doi: 10.3390/en9010012.
[12] O. E. Olubusoye, O. J. Akintande, O. S. Yaya, A. E. Ogbonna, and A. F. Adenikinju, "Energy pricing during the COVID-19 pandemic: Predictive information-based uncertainty indexes with machine learning algorithm," Intelligent Systems with Applications, vol. 12, p. 200050, 2021/11/01/ 2021, doi: https://doi.org/10.1016/j.iswa.2021.200050.
[13] S. Halbrügge, P. Schott, M. Weibelzahl, H. U. Buhl, G. Fridgen, and M. Schöpf, "How did the German and other European electricity systems react to the COVID-19 pandemic?," Applied Energy, vol. 285, p. 116370, 2021/03/01/ 2021, doi: https://doi.org/10.1016/j.apenergy.2020.116370.
[14] P. M. R. Bento, S. J. P. S. Mariano, M. R. A. Calado, and J. A. N. Pombo, "Impacts of the COVID-19 pandemic on electric energy load and pricing in the Iberian electricity market," Energy Reports, vol. 7, pp. 4833-4849, 2021/11/01/ 2021, doi: https://doi.org/10.1016/j.egyr.2021.06.058.
[15] L. M. Abadie, "Energy Market Prices in Times of COVID-19: The Case of Electricity and Natural Gas in Spain," Energies, vol. 14, no. 6, 2021, doi: 10.3390/en14061632.
[16] M. C. Catalbas, "Impacts of COVID-19 pandemic on electrical energy storage technologies," Energy Storage, https://doi.org/10.1002/est2.305 vol. n/a, no. n/a, p. e305, 2021/11/16 2021, doi: https://doi.org/10.1002/est2.305.
[17] M. Mandić, E. Sutlović, and T. Modrić, "A general model of optimal energy storage operation in the market conditions," Electric Power Systems Research, vol. 209, p. 107957, 2022/08/01/ 2022, doi: https://doi.org/10.1016/j.epsr.2022.107957.
[18] B. Zakeri and S. Syri, "Electrical energy storage systems: A comparative life cycle cost analysis," Renewable and Sustainable Energy Reviews, vol. 42, pp. 569-596, 2015/02/01/ 2015, doi: https://doi.org/10.1016/j.rser.2014.10.011.
[19] E. Bullich-Massagué et al., "A review of energy storage technologies for large scale photovoltaic power plants," Applied Energy, vol. 274, p. 115213, 2020/09/15/ 2020, doi: https://doi.org/10.1016/j.apenergy.2020.115213.