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Evaluation of Various Flexibility Resources in Power Systems

Year 2023, Volume: 19 Issue: 3, 243 - 252, 30.09.2023
https://doi.org/10.18466/cbayarfbe.1280545

Abstract

Variable Renewable Energy Resources (VRES), especially wind and solar power, are known for their intermittent, uncertain, and low-energy-density nature. The increasing adoption of these stochastic sources presents irregularity in the net load in the power system network; therefore, it poses a challenge to the reliable operation of power systems. Consequently, there's an increasing need for power system flexibility to cope with VRES-related challenges. Flexibility planning will therefore be a crucial aspect for power system management, particularly as the penetration of VRES continues to rise. To reach this objective, the diversification of flexibility options emerges as a promising solution. Various strategies are prominent in the literature for enhancing power system flexibility to adapt to VRES variability. These include the utilization of flexible generators, adjusting load profiles through demand-side management, integrating energy storage systems and electric vehicle batteries, developing grid infrastructure, using surplus energy for various daily applications (e.g., heating), and the implementing of curtailment practices. Demand-side management and energy storage, for example, offer valuable flexibility by allowing consumers to adjust their consumption patterns to electricity supply and demand fluctuations. Additionally, flexible generation technologies like gas turbines and combined heat and power systems provide rapid responses, aiding grid balance during high VRES output variability periods. Overall, this paper provides an overview of power system flexibility, exploring the various flexibility resources available to VRES-related challenges. Finally, this paper emphasizes the importance of continued innovation in developing new flexibility solutions to meet the growing demand for sustainable and reliable power systems.

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References

  • [1]. M. T. Irena, Renewable Power Generation Costs in 2022. 2022.
  • [2]. Sancar, S, Erenoğlu, AK, Şengör, İ, Erdinç, O. 2020. Güneş Kollektörlü ve Elektrikli Şofbenli Bir Akıllı Evin Talep Cevabı Programı Kapsamında Enerji Yönetimi. Avrupa Bilim ve Teknoloji Dergisi; (19): 92–104.
  • [3]. Papayiannis, I, Asprou, M, Tziovani, L, Kyriakides, E. Enhancement of power system flexibility and operating cost reduction using a BESS, IEEE PES Innovative Smart Grid Technologies Conference Europe, Delft, Netherlands, 2020, pp 784–788.
  • [4]. IRENA (2018). 2018. Power System Flexibility for the Energy Transition, Part 1: Overview for policy makers. International Renewable Energy Agency; 1-48.
  • [5]. Akrami, A, Doostizadeh, M, Aminifar, F. 2019. Power system flexibility: an overview of emergence to evolution. Journal of Modern Power Systems and Clean Energy; 7(5): 987–1007.
  • [6]. Babatunde, O M, Munda, JL, Hamam, Y. 2020. Power system flexibility: A review. Energy Reports; 6: 101–106.
  • [7]. Saygin, D, Tör, O B, Cebeci, ME, Teimourzadeh, S, Godron, P. 2021. Increasing Turkey’s power system flexibility for grid integration of 50% renewable energy share. Energy Strategy Reviews; 34: 100625.
  • [8]. Jakhar, A. A comprehensive review of power system flexibility, IEEE International Conference on Power, Control, Signals and Instrumentation Engineering, ICPCSI 2017, Chennai, India, 2018, pp. 1747–1752
  • [9]. Brouwer, A. S., Van Den Broek, M., Seebregts, A., Faaij, A., 2014. Impacts of large-scale Intermittent Renewable Energy Sources on electricity systems, and how these can be modeled, Renewable Sustainable Energy Reviews; 33: 443–466.
  • [10]. Horowitz, C. A. 2016. Paris Agreement. International Legal Materials; 55(4): 740–755.
  • [11]. Eltohamy, MS, Moteleb, MSA, Talaat, H, Mekhemer, SF, Omran, W. Overview of Power System Flexibility Options with Increasing Variable Renewable Generations, ACCS/PEIT 2019 - 2019 6th International Conference on Advanced Control Circuits and Systems and 2019 5th International Conference on New Paradigms in Electronics and Information Technology, Hurgada, Egypt, 2019, pp 280–292.
  • [12]. Langevin, J., Harris, C. B., Satre-Meloy, A., Chandra-Putra, H., Speake, A., Present, E., Adhikari, R., Wilson, E.J.H., Satchwell, A. J. 2021. US building energy efficiency and flexibility as an electric grid resource. Joule; 5(8): 2102–2128.
  • [13]. Gjorgievski, V. Z., Markovska, N., Abazi, A., Duić N. 2021. The potential of power-to-heat demand response to improve the flexibility of the energy system: An empirical review, Renewable Sustainable Energy Reviews; 138: 110489.
  • [14]. Warren, P. “A review of demand-side management policy in the UK,” Renew. Sustain. Energy Rev., vol. 29, pp. 941–951, 2014, doi: 10.1016/j.rser.2013.09.009.
  • [15]. Gaur, G, Mehta, N, Khanna, R, Kaur, S. Demand side management in smart grid environment, 2017 IEEE International Conference on Smart Grid and Smart Cities Demand, Singapore, 2017, pp 227–231.
  • [16]. Taşcıkaraoğlu, A, Erdinç, O. 2019. Paylaşımlı Elektrik Enerjisi Depolama Sisteminin Kullanımına Dayanan Bir Enerji Yönetimi Yaklaşımı. European Journal of Science and Technology; 16; 589–604.
  • [17]. Tascikaraoglu, A, Boynuegri, AR, Uzunoglu, M. 2014. A demand side management strategy based on forecasting of residential renewable sources: A smart home system in Turkey. Energy and Buildings; 80: 309–320.
  • [18]. Flexibility Requirements and Potential Metrics for Variable Generation: Implications for System Planning Studies. North American Electric Reliability Corperation; 1-55, 2010.
  • [19]. Lund, PD, Lindgren, J, Mikkola J, Salpakari J. 2015. Review of energy system flexibility measures to enable high levels of variable renewable electricity. Renewable Sustainable Energy Reviews; 45: 785–807.
  • [20]. Haidl, P, Buchroithner, A, Schweighofer, B, Bader, M, Wegleiter, H. 2019. Lifetime analysis of energy storage systems for sustainable transportation. Sustainability; 11(23): 1–21.
  • [21]. Schreiner, L, Madlener, R. 2022. Investing in power grid infrastructure as a flexibility option: A DSGE assessment for Germany. Energy Economics; 107: 105843.
  • [22]. Vargas-Ferrer, P, Álvarez-Miranda, E, Tenreiro, C, Jalil-Vega, F. 2022. Assessing flexibility for integrating renewable energies into carbon neutral multi-regional systems: The case of the Chilean power system. Energy for Sustainable Development; 70: 442–455.
  • [23]. Denholm, P, Margolis, R. 2016. Energy Storage Requirements for Achieving 50 % Solar Photovoltaic Energy Penetration in California. National Renewable Energy Laboratory; 1-37, https://www.nrel.gov/docs/fy16osti/66595.pdf. (accessed at 10.08.2022).
  • [24]. Mathiesen, BV, Lund, H. 2009. Comparative analyses of seven technologies to facilitate the integration of fluctuating renewable energy sources. IET Renewable Power Generation; 3(2): 190–204.
  • [25]. Candan, AK, Boynuegri, AR, Onat N. 2023. Home energy management system for enhancing grid resiliency in post-disaster recovery period using Electric Vehicle. Sustainable Energy, Grids and Networks; 34: 101015, 2023.
  • [26]. Sami, I, Ullah, Z, Salman, K, Hussain, I, Ali, SM, Khan, B, Mehmood C A, Farid, U. A bidirectional interactive electric vehicles operation modes: Vehicle-to-grid (V2G) and grid-to-vehicle (G2V) variations within smart grid, 2019 International Conference on Engineering and Emerging Technologies, ICEET 2019, Lahore, Pakistan, 2019, pp 1-6.
  • [27]. Ricardo, M, Contreras, F, Alexander, B, Beltran, V, Armando, D, Ramírez, G. 2021. Electric Vehicles within the Distributed Generation. International Journal of Engineering Research and Technology; 14(9): 887–894.
  • [28]. Zhang, B., Kezunovic, M., 2016. Impact on Power System Flexibility by Electric Vehicle Participation in Ramp Market. IEEE Transaction on Smart Grid; 7(3): 1285–1294.
  • [29]. Bird, L, Cochran, J, Wang, X. 2014. Wind and Solar Energy Curtailment: Experience and Practices in the United States. National Renewable Energy Laboratory; 1-58, http://www.osti.gov/servlets/purl/1126842/. (accessed at 15.09.2022).
  • [30]. Riaz, S, Chapman, AC, Verbic, G. Comparing utility and residential battery storage for increasing flexibility of power systems, 2015 Australasian Universities Power Engineering Conference: Challenges for Future Grids, AUPEC 2015, North Wollongong, Australia, 2015, pp 1-6.
  • [31]. O’Shaughnessy, E, Cruce, JR, Xu, K. 2020. Too much of a good thing? Global trends in the curtailment of solar PV. Solar Energy; 208: 1068–1077.
  • [32]. Fink, S, Mudd, C, Porter, K, Morgenstern, B. 2009. Wind Energy Curtailment Case Studies. National Renewable Energy Laboratory; 1-48, http://www.nrel.gov/docs/fy10osti/48737.pdf. (accessed at 26.12.2022).
  • [33]. Xing, T, Caijuan, Q, Liang, Z, Pengjiang, G, Jianfeng, G, Panlong, J. A comprehensive flexibility optimization strategy on power system with high-percentage renewable energy, 2017 2nd International Conference on Power and Renewable Energy, ICPRE 2017, Chengdu, China, 2018, pp 553–558
  • [34]. Jain, AP, Yamujala S, Bhakar R. Quantification of Power System Flexibility: A Review, 2022 OPJU Int. Technol. Conf. Emerg. Technol. Sustain. Dev. OTCON 2022, Raigarh, Chhattisgarh, India, pp. 1–6, 2023
  • [35]. Rosso, A, Ma, J, Kirschen, DS, Ochoa, LF. Assessing the contribution of demand side management to power system flexibility, Proceedings of the IEEE Conference on Decision and Control, Orlando, Florida, USA, 2011, pp 4361–4365
  • [36]. Wang, M, Milanovic, JV. Contribution of Advanced Demand Side Management to Angular Stability of Interconnected Transmission Networks, Proceedings of 2019 IEEE PES Innovative Smart Grid Technologies Europe, ISGT-Europe 2019, Bucharest, Romania, 2019, pp 1–5.
  • [37]. Zalzar, S, Bompard, EF. Assessing the Impacts of Demand-Side Flexibility on the Performance of the Europe-Wide Integrated Day-Ahead Electricity Market, SEST 2019 - 2nd International Conference on Smart Energy Systems and Technologies, Porto, Portugal, 2019, pp 1-6.
  • [38]. Seshu Kumar, R, Phani Raghav, L, Koteswara Raju, D, Singh, AR. 2021. Impact of multiple demand side management programs on the optimal operation of gridconnected microgrids. Applied Energy; 301: 117466.
  • [39]. Klein, P, Carter-Brown, C, Wright, JG, Calitz, JR. 2019. Supply and demand side flexibility options for high renewable energy penetration levels in south africa. SAIEE Africa Research Journal; 110(3): 111–124.
  • [40]. Pillai, JR, Heussen, K, Østergaard, PA. 2011. Comparative analysis of hourly and dynamic power balancing models for validating future energy scenarios. Energy; 36(5): 3233–3243.
  • [41]. De Corato, AM, Riaz, S, Mancarella, P. Assessing the Flexibility of Electricity-Gas-Hydrogen Distribution Systems with P2G Units, 2021 IEEE PES Innovative Smart Grid Technologies - Asia, ISGT Asia 2021, Brisbane, Australia, 2021, pp 1–4.
  • [42]. Coban, H. H., Lewicki, W., 2023. Flexibility in Power Systems of Integrating Variable Renewable Energy Sources Journal of Advanced Research in Natural and Applied Sciences; 9(1): 190–204.
Year 2023, Volume: 19 Issue: 3, 243 - 252, 30.09.2023
https://doi.org/10.18466/cbayarfbe.1280545

Abstract

Project Number

-

References

  • [1]. M. T. Irena, Renewable Power Generation Costs in 2022. 2022.
  • [2]. Sancar, S, Erenoğlu, AK, Şengör, İ, Erdinç, O. 2020. Güneş Kollektörlü ve Elektrikli Şofbenli Bir Akıllı Evin Talep Cevabı Programı Kapsamında Enerji Yönetimi. Avrupa Bilim ve Teknoloji Dergisi; (19): 92–104.
  • [3]. Papayiannis, I, Asprou, M, Tziovani, L, Kyriakides, E. Enhancement of power system flexibility and operating cost reduction using a BESS, IEEE PES Innovative Smart Grid Technologies Conference Europe, Delft, Netherlands, 2020, pp 784–788.
  • [4]. IRENA (2018). 2018. Power System Flexibility for the Energy Transition, Part 1: Overview for policy makers. International Renewable Energy Agency; 1-48.
  • [5]. Akrami, A, Doostizadeh, M, Aminifar, F. 2019. Power system flexibility: an overview of emergence to evolution. Journal of Modern Power Systems and Clean Energy; 7(5): 987–1007.
  • [6]. Babatunde, O M, Munda, JL, Hamam, Y. 2020. Power system flexibility: A review. Energy Reports; 6: 101–106.
  • [7]. Saygin, D, Tör, O B, Cebeci, ME, Teimourzadeh, S, Godron, P. 2021. Increasing Turkey’s power system flexibility for grid integration of 50% renewable energy share. Energy Strategy Reviews; 34: 100625.
  • [8]. Jakhar, A. A comprehensive review of power system flexibility, IEEE International Conference on Power, Control, Signals and Instrumentation Engineering, ICPCSI 2017, Chennai, India, 2018, pp. 1747–1752
  • [9]. Brouwer, A. S., Van Den Broek, M., Seebregts, A., Faaij, A., 2014. Impacts of large-scale Intermittent Renewable Energy Sources on electricity systems, and how these can be modeled, Renewable Sustainable Energy Reviews; 33: 443–466.
  • [10]. Horowitz, C. A. 2016. Paris Agreement. International Legal Materials; 55(4): 740–755.
  • [11]. Eltohamy, MS, Moteleb, MSA, Talaat, H, Mekhemer, SF, Omran, W. Overview of Power System Flexibility Options with Increasing Variable Renewable Generations, ACCS/PEIT 2019 - 2019 6th International Conference on Advanced Control Circuits and Systems and 2019 5th International Conference on New Paradigms in Electronics and Information Technology, Hurgada, Egypt, 2019, pp 280–292.
  • [12]. Langevin, J., Harris, C. B., Satre-Meloy, A., Chandra-Putra, H., Speake, A., Present, E., Adhikari, R., Wilson, E.J.H., Satchwell, A. J. 2021. US building energy efficiency and flexibility as an electric grid resource. Joule; 5(8): 2102–2128.
  • [13]. Gjorgievski, V. Z., Markovska, N., Abazi, A., Duić N. 2021. The potential of power-to-heat demand response to improve the flexibility of the energy system: An empirical review, Renewable Sustainable Energy Reviews; 138: 110489.
  • [14]. Warren, P. “A review of demand-side management policy in the UK,” Renew. Sustain. Energy Rev., vol. 29, pp. 941–951, 2014, doi: 10.1016/j.rser.2013.09.009.
  • [15]. Gaur, G, Mehta, N, Khanna, R, Kaur, S. Demand side management in smart grid environment, 2017 IEEE International Conference on Smart Grid and Smart Cities Demand, Singapore, 2017, pp 227–231.
  • [16]. Taşcıkaraoğlu, A, Erdinç, O. 2019. Paylaşımlı Elektrik Enerjisi Depolama Sisteminin Kullanımına Dayanan Bir Enerji Yönetimi Yaklaşımı. European Journal of Science and Technology; 16; 589–604.
  • [17]. Tascikaraoglu, A, Boynuegri, AR, Uzunoglu, M. 2014. A demand side management strategy based on forecasting of residential renewable sources: A smart home system in Turkey. Energy and Buildings; 80: 309–320.
  • [18]. Flexibility Requirements and Potential Metrics for Variable Generation: Implications for System Planning Studies. North American Electric Reliability Corperation; 1-55, 2010.
  • [19]. Lund, PD, Lindgren, J, Mikkola J, Salpakari J. 2015. Review of energy system flexibility measures to enable high levels of variable renewable electricity. Renewable Sustainable Energy Reviews; 45: 785–807.
  • [20]. Haidl, P, Buchroithner, A, Schweighofer, B, Bader, M, Wegleiter, H. 2019. Lifetime analysis of energy storage systems for sustainable transportation. Sustainability; 11(23): 1–21.
  • [21]. Schreiner, L, Madlener, R. 2022. Investing in power grid infrastructure as a flexibility option: A DSGE assessment for Germany. Energy Economics; 107: 105843.
  • [22]. Vargas-Ferrer, P, Álvarez-Miranda, E, Tenreiro, C, Jalil-Vega, F. 2022. Assessing flexibility for integrating renewable energies into carbon neutral multi-regional systems: The case of the Chilean power system. Energy for Sustainable Development; 70: 442–455.
  • [23]. Denholm, P, Margolis, R. 2016. Energy Storage Requirements for Achieving 50 % Solar Photovoltaic Energy Penetration in California. National Renewable Energy Laboratory; 1-37, https://www.nrel.gov/docs/fy16osti/66595.pdf. (accessed at 10.08.2022).
  • [24]. Mathiesen, BV, Lund, H. 2009. Comparative analyses of seven technologies to facilitate the integration of fluctuating renewable energy sources. IET Renewable Power Generation; 3(2): 190–204.
  • [25]. Candan, AK, Boynuegri, AR, Onat N. 2023. Home energy management system for enhancing grid resiliency in post-disaster recovery period using Electric Vehicle. Sustainable Energy, Grids and Networks; 34: 101015, 2023.
  • [26]. Sami, I, Ullah, Z, Salman, K, Hussain, I, Ali, SM, Khan, B, Mehmood C A, Farid, U. A bidirectional interactive electric vehicles operation modes: Vehicle-to-grid (V2G) and grid-to-vehicle (G2V) variations within smart grid, 2019 International Conference on Engineering and Emerging Technologies, ICEET 2019, Lahore, Pakistan, 2019, pp 1-6.
  • [27]. Ricardo, M, Contreras, F, Alexander, B, Beltran, V, Armando, D, Ramírez, G. 2021. Electric Vehicles within the Distributed Generation. International Journal of Engineering Research and Technology; 14(9): 887–894.
  • [28]. Zhang, B., Kezunovic, M., 2016. Impact on Power System Flexibility by Electric Vehicle Participation in Ramp Market. IEEE Transaction on Smart Grid; 7(3): 1285–1294.
  • [29]. Bird, L, Cochran, J, Wang, X. 2014. Wind and Solar Energy Curtailment: Experience and Practices in the United States. National Renewable Energy Laboratory; 1-58, http://www.osti.gov/servlets/purl/1126842/. (accessed at 15.09.2022).
  • [30]. Riaz, S, Chapman, AC, Verbic, G. Comparing utility and residential battery storage for increasing flexibility of power systems, 2015 Australasian Universities Power Engineering Conference: Challenges for Future Grids, AUPEC 2015, North Wollongong, Australia, 2015, pp 1-6.
  • [31]. O’Shaughnessy, E, Cruce, JR, Xu, K. 2020. Too much of a good thing? Global trends in the curtailment of solar PV. Solar Energy; 208: 1068–1077.
  • [32]. Fink, S, Mudd, C, Porter, K, Morgenstern, B. 2009. Wind Energy Curtailment Case Studies. National Renewable Energy Laboratory; 1-48, http://www.nrel.gov/docs/fy10osti/48737.pdf. (accessed at 26.12.2022).
  • [33]. Xing, T, Caijuan, Q, Liang, Z, Pengjiang, G, Jianfeng, G, Panlong, J. A comprehensive flexibility optimization strategy on power system with high-percentage renewable energy, 2017 2nd International Conference on Power and Renewable Energy, ICPRE 2017, Chengdu, China, 2018, pp 553–558
  • [34]. Jain, AP, Yamujala S, Bhakar R. Quantification of Power System Flexibility: A Review, 2022 OPJU Int. Technol. Conf. Emerg. Technol. Sustain. Dev. OTCON 2022, Raigarh, Chhattisgarh, India, pp. 1–6, 2023
  • [35]. Rosso, A, Ma, J, Kirschen, DS, Ochoa, LF. Assessing the contribution of demand side management to power system flexibility, Proceedings of the IEEE Conference on Decision and Control, Orlando, Florida, USA, 2011, pp 4361–4365
  • [36]. Wang, M, Milanovic, JV. Contribution of Advanced Demand Side Management to Angular Stability of Interconnected Transmission Networks, Proceedings of 2019 IEEE PES Innovative Smart Grid Technologies Europe, ISGT-Europe 2019, Bucharest, Romania, 2019, pp 1–5.
  • [37]. Zalzar, S, Bompard, EF. Assessing the Impacts of Demand-Side Flexibility on the Performance of the Europe-Wide Integrated Day-Ahead Electricity Market, SEST 2019 - 2nd International Conference on Smart Energy Systems and Technologies, Porto, Portugal, 2019, pp 1-6.
  • [38]. Seshu Kumar, R, Phani Raghav, L, Koteswara Raju, D, Singh, AR. 2021. Impact of multiple demand side management programs on the optimal operation of gridconnected microgrids. Applied Energy; 301: 117466.
  • [39]. Klein, P, Carter-Brown, C, Wright, JG, Calitz, JR. 2019. Supply and demand side flexibility options for high renewable energy penetration levels in south africa. SAIEE Africa Research Journal; 110(3): 111–124.
  • [40]. Pillai, JR, Heussen, K, Østergaard, PA. 2011. Comparative analysis of hourly and dynamic power balancing models for validating future energy scenarios. Energy; 36(5): 3233–3243.
  • [41]. De Corato, AM, Riaz, S, Mancarella, P. Assessing the Flexibility of Electricity-Gas-Hydrogen Distribution Systems with P2G Units, 2021 IEEE PES Innovative Smart Grid Technologies - Asia, ISGT Asia 2021, Brisbane, Australia, 2021, pp 1–4.
  • [42]. Coban, H. H., Lewicki, W., 2023. Flexibility in Power Systems of Integrating Variable Renewable Energy Sources Journal of Advanced Research in Natural and Applied Sciences; 9(1): 190–204.
There are 42 citations in total.

Details

Primary Language English
Subjects Engineering
Journal Section Articles
Authors

Emir Kaan Tutuş 0000-0001-5119-8174

Nevzat Onat 0000-0002-2244-4441

Project Number -
Publication Date September 30, 2023
Published in Issue Year 2023 Volume: 19 Issue: 3

Cite

APA Tutuş, E. K., & Onat, N. (2023). Evaluation of Various Flexibility Resources in Power Systems. Celal Bayar Üniversitesi Fen Bilimleri Dergisi, 19(3), 243-252. https://doi.org/10.18466/cbayarfbe.1280545
AMA Tutuş EK, Onat N. Evaluation of Various Flexibility Resources in Power Systems. CBUJOS. September 2023;19(3):243-252. doi:10.18466/cbayarfbe.1280545
Chicago Tutuş, Emir Kaan, and Nevzat Onat. “Evaluation of Various Flexibility Resources in Power Systems”. Celal Bayar Üniversitesi Fen Bilimleri Dergisi 19, no. 3 (September 2023): 243-52. https://doi.org/10.18466/cbayarfbe.1280545.
EndNote Tutuş EK, Onat N (September 1, 2023) Evaluation of Various Flexibility Resources in Power Systems. Celal Bayar Üniversitesi Fen Bilimleri Dergisi 19 3 243–252.
IEEE E. K. Tutuş and N. Onat, “Evaluation of Various Flexibility Resources in Power Systems”, CBUJOS, vol. 19, no. 3, pp. 243–252, 2023, doi: 10.18466/cbayarfbe.1280545.
ISNAD Tutuş, Emir Kaan - Onat, Nevzat. “Evaluation of Various Flexibility Resources in Power Systems”. Celal Bayar Üniversitesi Fen Bilimleri Dergisi 19/3 (September 2023), 243-252. https://doi.org/10.18466/cbayarfbe.1280545.
JAMA Tutuş EK, Onat N. Evaluation of Various Flexibility Resources in Power Systems. CBUJOS. 2023;19:243–252.
MLA Tutuş, Emir Kaan and Nevzat Onat. “Evaluation of Various Flexibility Resources in Power Systems”. Celal Bayar Üniversitesi Fen Bilimleri Dergisi, vol. 19, no. 3, 2023, pp. 243-52, doi:10.18466/cbayarfbe.1280545.
Vancouver Tutuş EK, Onat N. Evaluation of Various Flexibility Resources in Power Systems. CBUJOS. 2023;19(3):243-52.