Analysis of the Impact of Energy Storage Units on Frequency Regulation Stability in Hydrothermal Power Plant Using State Space Modeling

Document Type : Research Paper

Authors

1 Department of Electrical Engineering, Najafabad Branch, Islamic Azad University, Najafabad, Iran

2 Digital Processing and Machine Vision Research Center, Najafabad Branch, Islamic Azad University, Najafabad, Iran

3 Smart Microgrid Research Center, Najafabad Branch, Islamic Azad University, Najafabad, Iran

4 Department of Electrical Engineering, Cadiz University, Cadiz, Spain

Abstract

Energy storage systems have been considered in the last few years to improve the performance of energy grids. In a typical power system, an instantaneous balance between generated and consumed power must be maintained, without storing energy. As a result, the power generation must follow the load curve, and due to the variability of electrical demand, the operation of the energy grid may not be economically efficient. Balancing total generated power with total demand, while accounting for losses, requires optimal performance of the electric power system. Consequently, one of the critical components in any energy network is its ability to regulate load frequency effectively. This study investigates the effect of an energy storage system on enhancing load frequency regulation performance in an interconnected energy network comprising two-area steam and hydropower plants. Initially, the energy grid model, incorporating a superconducting magnetic energy storage (SMES) unit, is expressed in state space using first-order differential equations. Subsequently, the effect of the energy storage system on the power network is explored through system mode analysis. Results from time-domain simulations conducted in MATLAB demonstrate the effectiveness of the system mode investigation and its responsiveness to load fluctuations, confirming the reliability of the approach.

Keywords

Main Subjects


[1] Rajamand S. Load frequency control and dynamic response improvement using energy storage and modeling of uncertainty in renewable distributed generators. Journal of Energy Storage. 2021;37:102467.
[2] Sharifiyana O, Dehghani M, Shahgholian G, Mirtalaei SMM, Jabbari M. Nonisolated boost converter with new active snubber structure and energy recovery capability. Journal of Circuits, Systems and Computers. 2023;32(05):2350084.
[3] Magdy G, Bakeer A, Alhasheem M. Superconducting energy storage technology-based synthetic inertia system control to enhance frequency dynamic performance in microgrids with high renewable penetration. Protection and Control of Modern Power Systems. 2021;6(4):1–13.
[4] Daraz A, Alrajhi H, Basit A, Afzal AR, Alahmadi AN, Khan IA. Load frequency stabilization of distinct hybrid conventional and renewable power systems incorporated with electrical vehicles and capacitive energy storage. Scientific Reports. 2024;14(1):9400.
[5] Zamani M, Shahgholian G, Fathollahi A, Mosavi A, Felde I. Improving interarea mode oscillation damping in multi-machine energy systems through a coordinated PSS and FACTS controller framework. Sustainability. 2023;15(22):16070.
[6] Sedghisigarchi K, Feliachi A. Impact of fuel cells on load-frequency control in power distribution systems. IEEE Transactions on Energy Conversion. 2006;21(1):250–256.
[7] Saini N, Ohri J. Optimal and Robust Load Frequency Control for Hybrid Power System Integrated with Energy Storage Device by Sine Cosine Algorithm. Wireless Personal Communications. 2024;138(3):1955–1983.
[8] Khosravi A, Chatraei A, Shahgholian G, Kargar SM. System identification using NARX and centrifugal compressor control through the intelligent, active method—Case study: K-250 centrifugal compressor. Asian Journal of Control.
2022;24(6):3345–3364.
[9] Khan MRB, Pasupuleti J, Jidin R. Load frequency control for mini-hydropower system: A new approach based on self-tuning fuzzy proportionalderivative scheme. Sustainable Energy Technologies and Assessments. 2018;30:253–262.
[10] Parmar KS, Majhi S, Kothari D. Load frequency control of a realistic power system with multi-source power generation. International Journal of Electrical Power & Energy Systems. 2012;42(1):426–433.
[11] Zhang Y, Shi X, Zhang H, Cao Y, Terzija V. Review on deep learning applications in frequency analysis and control of modern power system. International Journal of Electrical Power & Energy Systems. 2022;136:107744.
[12] Shankar R, Pradhan S, Chatterjee K, Mandal R. A comprehensive state of the art literature survey on
LFC mechanism for power system. Renewable and Sustainable Energy Reviews. 2017;76:1185–1207.
[13] Montazeri M, Yousefi M, Shojaei K, Shahgholian G. Design of fast variable structure adaptive fuzzy control for nonlinear state-delay systems with uncertainty. IETE journal of research. 2022;68(6):4577–4589.
[14] Panda S, Mohanty S, Rout PK, Sahu BK, Parida SM, Samanta IS, et al. A comprehensive review on demand side management and market design for renewable energy support and integration. Energy Reports. 2023;10:2228–2250.
[15] Fani SARAS. Investigation Various Types of Frequency Support Methods and Inertial Control Techniques in Power Systems Based on Variable Speed Wind Turbines. Technovations of Electrical Engineering in Green Energy System. 2024;3(10).
[16] Ranjan M, Shankar R. A literature survey on load frequency control considering renewable energy integration in power system: Recent trends and future prospects. Journal of Energy Storage. 2022;45:103717.
[17] Calero F, Ca˜nizares CA, Bhattacharya K, Anierobi C, Calero I, de Souza MFZ, et al. A review of modeling and applications of energy storage systems in power grids. Proceedings of the IEEE. 2022;111(7):806–831.
[18] Aghadavoodi E, Shahgholian G. A new practical feed-forward cascade analyze for close loop identification of combustion control loop system through RANFIS and NARX. Applied Thermal Engineering. 2018;133:381–395.
[19] Magdy G, Bakeer A, Nour M, Petlenkov E. A new virtual synchronous generator design based on the
SMES system for frequency stability of low-inertia power grids. Energies. 2020;13(21):5641.
[20] Gholami M, Mallaki M, et al. Increase Flexibility and Improve Resilience in Smart Microgrids by Coordinating Storage Resources and Distributed Generation During Contingencies. Journal of Southern Communication Engineering. 2022;12(45):45–60.
[21] Li J, Xiong R, Yang Q, Liang F, Zhang M, Yuan W. Design/test of a hybrid energy storage system for primary frequency control using a dynamic droop method in an isolated microgrid power system. Applied Energy. 2017;201:257–269.
[22] Fathollahi A, Andresen B. Deep deterministic policy gradient for adaptive power system stabilization and voltage regulation. e-Prime-Advances in Electrical Engineering, Electronics and Energy. 2024;9:100675.
[23] Rajaguru V, Annapoorani KI. Virtual synchronous generator based superconducting magnetic energy storage unit for load frequency control of micro-grid using African vulture optimization algorithm. Journal of Energy Storage.
2023;65:107343.
[24] Uddin Mufti M, Lone SA, Iqbal SJ, Mushtaq I. Improved load frequency control with superconducting magnetic energy storage in interconnected power system. IEEJ Transaction. 2007;2:387–397.
[25] Coban HH, Rehman A, Mousa M. Load frequency control of microgrid system by battery and pumped-hydro energy storage. Water. 2022;14(11):1818.
[26] Liu L, Matayoshi H, Lotfy ME, Datta M, Senjyu T. Load frequency control using demand response
and storage battery by considering renewable energy sources. Energies. 2018;11(12):3412.
[27] Bagherian Farahabadi H, Rezaei Firozjaee M, Mohammadpour Mir A, Youneszadeh R. Fuel cell power system conceptual design for unmanned underwater vehicle. Hydrogen, Fuel Cell & Energy Storage. 2023;10(1):33–50.
[28] Stambouli AB, Traversa E. Fuel cells, an alternative to standard sources of energy. Renewable and sustainable energy reviews. 2002;6(3):295–304.
[29] C¸ elik E, Ozt¨urk N, Houssein EH. Influence of energy storage device on load frequency control of an
interconnected dual-area thermal and solar photovoltaic power system. Neural Computing and Applications. 2022;34(22):20083–20099.
[30] Ozgoli HA, Yazdani H. Integration of a vanadium redox flow battery with a proton exchange membrane fuel cell as an energy storage system. Iranian Journal of Hydrogen & Fuel Cell. 2017;1:53–68.
[31] Abraham RJ, Das D, Patra A. AGC study of a hydrothermal system with SMES and TCPS. European Transactions on Electrical Power. 2009;19(3):487–498.
[32] Poisson O, Rioual P, Meunier M. Detection and measurement of power quality disturbances using wavelet transform. IEEE transactions on Power Delivery. 2000;15(3):1039–1044.
[33] Zargar MY, Mufti MUD, Lone SA. Adaptive predictive control of a small capacity SMES unit for improved frequency control of a wind-diesel power system. IET Renewable Power Generation. 2017;11(14):1832–1840.
[34] Mishra DK, Panigrahi TK, Mohanty A, Ray PK. Effect of superconducting magnetic energy storage on two agent deregulated power system under open market. Materials Today: Proceedings. 2020;21:1919–1929.
[35] Yang J, Zhong Q, Liu X, Shi K, Ghias AM, Dong ZY. Decentralized Periodic Event-Triggered Load Frequency Control for Multiarea Power Systems. IEEE Transactions on Systems, Man, and Cybernetics: Systems. 2024
[36] Fathollahi A, Andresen B. Enhancing Transient Stability in Multi-Machine Power Systems through a Model-Free Fractional-Order Excitation Stabilizer. Fractal & Fractional. 2024;8(7).
[37] Jafari E, Marjanian A, Solaymani S, Shahgholian G. Designing an emotional intelligent controller for IPFC to improve the transient stability based on energy function. Journal of Electrical Engineering and Technology. 2013;8(3):478–489.
[38] Khalil AE, Boghdady TA, Alham M, Ibrahim DK. A novel multi-objective tuning formula for load frequency controllers in an isolated low-inertia microgrid incorporating PV/wind/FC/BESS. Journal of Energy Storage. 2024;82:110606.
[39] Ca˜nizares CA, Bhattacharya K, Sohm D, et al. Frequency regulation model of bulk power systems
with energy storage. IEEE Transactions on Power Systems. 2021;37(2):913–926.
[40] Magdy G, Shabib G, Elbaset AA, Mitani Y. Optimized coordinated control of LFC and SMES to enhance frequency stability of a real multi-source power system considering high renewable energy penetration. Protection and Control of Modern Power Systems. 2018;3(4):1–15.
[41] Salama HS, Magdy G, Bakeer A, Vokony I. Adaptive coordination control strategy of renewable energy sources, hydrogen production unit, and fuel cell for frequency regulation of a hybrid distributed power system. Protection and Control of Modern Power Systems. 2022;7(3):1–18.
[42] Lan Y, Illindala MS. Robust Distributed Load Frequency Control for Multi-Area Power Systems with Photovoltaic and Battery Energy Storage System. Energies. 2024;17(22):5536.
[43] Faragalla A, Abouzeid SI, Abdel-Rahim O, Orabi M, Abdelhameed EH. Adaptive and coordinated load frequency control for isolated microgrids considering battery state of charge dynamics. Journal of Energy Storage. 2025;112:115467.
[44] Shankar R, Chatterjee K, Bhushan R. Impact of energy storage system on load frequency control for diverse sources of interconnected power system in deregulated power environment. International Journal of Electrical Power & Energy Systems. 2016;79:11–26.
[45] Yang B, Wang J, Zhang X, Yu L, Shu H, Yu T, et al. Control of SMES systems in distribution networks with renewable energy integration: A perturbation estimation approach. Energy. 2020;202:117753.
[46] Abdollahi SA, Faramarzi S, Mafi M, Ranjbar SF, Motavalli Sofiani S. Proposing a Hydrogen Liquefaction Cycle for Geothermal Energy Storage in an Innovative Multi-Generation System. Hydrogen, Fuel Cell & Energy Storage. 2025;12(1):1–8.
[47] Guo W, Hong Y, Lan J, Yang Y. Multi-Functional Device Based on Superconducting Magnetic Energy Storage. Energies. 2024;17(13):3175.
[48] Ars´enio Costa AJ, Morais H. Power Quality Control Using Superconducting Magnetic Energy Storage in Power Systems with High Penetration of Renewables: A Review of Systems and Applications. Energies (19961073). 2024;17(23).
[49] Ngamroo I, Taeratanachai C, Dechanupaprittha S, Mitani Y. Enhancement of load frequency stabilization effect of superconducting magnetic energy storage by static synchronous series compensator based on H∞ control. Energy Conversion and Management. 2007;48(4):1302–1312.
[50] Turky RA, Abdelsalam TS, Hasanien HM, Alharbi M, Ullah Z, Muyeen S, et al. Adaptive controlled superconducting magnetic energy storage devices for performance enhancement of wind energy systems. Ain Shams Engineering Journal. 2023;14(7):102343.
[51] Vyas G, Dondapati RS. Investigation on the structural behavior of superconducting magnetic energy storage (SMES) devices. Journal of Energy Storage. 2020;28:101212.
[52] Penthia T, Panda AK, Patnaik N, Mohanty PR. Performance of SMES system with non-linear dynamic evolution control approach for pulsed power load compensation. IET generation, transmission & distribution. 2020;14(10):1872–1881.
[53] Sang W, Guo W, Dai S, Tian C, Yu S, Teng Y. Virtual synchronous generator, a comprehensive overview. Energies. 2022;15(17):6148.
[54] Khaleel M, Yusupov Z, Nassar Y, El-khozondar HJ, Ahmed A, Alsharif A. Technical challenges and optimization of superconducting magnetic energy storage in electrical power systems. e-PrimeAdvances in Electrical Engineering, Electronics and Energy. 2023;5:100223.
[55] Devotta J, Rabbani M. Application of superconducting magnetic energy storage unit in multimachine power systems. Energy Conversion and Management. 2000;41(5):493–504.
[56] Kerdphol T, Watanabe M, Mitani Y, Phunpeng V. Applying virtual inertia control topology to SMES system for frequency stability improvement of lowinertia microgrids driven by high renewables. Energies. 2019;12(20):3902.
[57] Wang D, Ma N, Wei M, Liu Y. Parameters tuning of power system stabilizer PSS4B using hybrid particle swarm optimization algorithm. International Transactions on Electrical Energy Systems. 2018;28(9):e2598.
[58] Gulzar MM, Iqbal M, Shahzad S, Muqeet HA, Shahzad M, Hussain MM. Load frequency control (LFC) strategies in renewable energy-based hybrid power systems: A review. Energies. 2022;15(10):3488.
[59] Fani B, Mesrinejad F, Yaghoubi S, Alhelou H. Improved dynamic performance in interconnected
power system using secondary frequency control. International Journal of Smart Electrical Engineering. 2023;12(02):127–133.
[60] Kalyan CHNS, Rao GS. Impact of communication time delays on combined LFC and AVR of a multi-area hybrid system with IPFC-RFBs coordinated control strategy. Protection and Control of Modern Power Systems. 2021;6(1):1–20.
[61] Rahman A, Saikia LC, Sinha N. Load frequency control of a hydro-thermal system under deregulated environment using biogeography-based optimised three-degree-of-freedom integral-derivative controller. IET generation, transmission & distribution. 2015;9(15):2284–2293.
[62] Ali T, Asad M, Touti E, Graba BB, Aoudia M, Abbas G, et al. Terminal voltage and load frequency control in a real four-area multi-source interconnected power system with nonlinearities via OOBO algorithm. IEEE Access. 2024;.
[63] AboRas KM, Ragab M, Shouran M, Alghamdi S, Kotb H. Voltage and frequency regulation in smart grids via a unique Fuzzy PIDD2 controller optimized by Gradient-Based Optimization algorithm. Energy Reports. 2023;9:1201–1235.
[64] Deepak M. Improving the dynamic performance in load frequency control of an interconnected power system with multi source power generation using superconducting magnetic energy storage (SMES). In: 2014 International Conference on Advances in Green Energy (ICAGE). IEEE; 2014. p. 106–111.
[65] Khan IA, Mokhlis H, Mansor NN, Illias HA, Daraz A, Ramasamy A, et al. Load frequency control in power systems with high renewable energy penetration: A strategy employing PIλ(1+ PDF) controller, hybrid energy storage, and
IPFC-FACTS. Alexandria Engineering Journal. 2024;106:337–366.