Energy Management of Battery–Supercapacitor Hybrid Storage in PV-Integrated DC Microgrids Using Predictive Control

Isi Artikel Utama

Madhusudan Nyaupane
Shanti Tiwari
Rajesh M. Pindoriya
Jeetendra Chaudhary
Asmita Rijal

Abstrak

This paper addresses the challenge of DC-link voltage instability and control conflicts in Hybrid Energy Storage Systems (HESS) for photovoltaic (PV)-integrated isolated DC microgrids, arising from the inherent variability of Renewable Energy Sources (RES). Existing control strategies often suffer from high computational complexity and inadequate coordination between battery and supercapacitor currents, limiting their effectiveness under dynamic operating conditions. To overcome these limitations, a HESS composed of batteries and supercapacitors is employed, leveraging their complementary characteristics: high energy density and high-power density, respectively. A predictive control strategy is proposed to optimize the current distribution between the battery and supercapacitor using DC-link voltage error and uncompensated power as control inputs. The proposed method is implemented in MATLAB/Simulink and evaluated under varying irradiance conditions (1000 W/m² to 500 W/m² at 25°C) with a 500 W load. The results demonstrate that the proposed approach achieves fast DC-link voltage recovery within approximately 0.1 s, maintains voltage deviation within ±2% of the nominal value, and reduces battery current stress by approximately 30% during transient conditions. Furthermore, the supercapacitor effectively handles rapid transient loads, significantly alleviating battery stress and improving system responsiveness. Additionally, a Bode-plot-based tuning method is employed to refine PI controller parameters, further enhancing energy management and overall system efficiency. These findings highlight the effectiveness of the proposed predictive control strategy as a computationally efficient, dynamically robust solution for the reliable, stable integration of renewable energy into isolated DC microgrids.

Rincian Artikel

Bagian

Articles

Cara Mengutip

Energy Management of Battery–Supercapacitor Hybrid Storage in PV-Integrated DC Microgrids Using Predictive Control. (2026). JEECS (Journal of Electrical Engineering and Computer Sciences), 11(2), 106-121. https://doi.org/10.54732/jeecs.v11i2.1

Referensi

[1] G. Wang et al., “A review of power electronics for grid connection of utility-scale battery energy storage systems,” IEEE Transactions on Sustainable Energy, vol. 7, no. 4, pp. 1778–1790, Oct. 2016, doi: 10.1109/TSTE.2016.2586941. DOI: https://doi.org/10.1109/TSTE.2016.2586941

[2] X. Wang, D. Yu, S. Le Blond, Z. Zhao, and P. Wilson, “A novel controller of a battery-supercapacitor hybrid energy storage system for domestic applications,” Energy and Buildings, vol. 141, pp. 167–174, Apr. 2017, doi: 10.1016/J.ENBUILD.2017.02.041. DOI: https://doi.org/10.1016/j.enbuild.2017.02.041

[3] D. J. Pandya et al., “Supercapacitors: Review of materials and fabrication methods,” Materials Today: Proceedings, Nov. 2023, doi: 10.1016/J.MATPR.2023.10.148. DOI: https://doi.org/10.1016/j.matpr.2023.10.148

[4] D. P. Chatterjee and A. K. Nandi, “A review on the recent advances in hybrid supercapacitors,” Journal of Materials Chemistry A, vol. 9, no. 29, pp. 15880–15918, Jul. 2021, doi: 10.1039/D1TA02505H. DOI: https://doi.org/10.1039/D1TA02505H

[5] A. M. Adeyinka, O. C. Esan, A. O. Ijaola, and P. K. Farayibi, “Advancements in hybrid energy storage systems for enhancing renewable energy-to-grid integration,” Sustainable Energy Research 2024 11:1, vol. 11, no. 1, pp. 26-, 2024, doi: 10.1186/S40807-024-00120-4. DOI: https://doi.org/10.1186/s40807-024-00120-4

[6] Y. Chen, Y. Chen, L. Zhang, and Z. Li, “Revealing the role of renewable energy consumption and digitalization in energy-related greenhouse gas emissions—Evidence from the G7,” Frontiers in Energy Research, vol. 11, p. 1197030, 2023, doi: 10.3389/FENRG.2023.1197030/TEXT. DOI: https://doi.org/10.3389/fenrg.2023.1197030

[7] IRENA, “World Energy Transitions Outlook 2023,” 2023. https://www.irena.org/Digital-Report/World-Energy-Transitions-Outlook-2023.

[8] IEA, “Executive summary—Renewables 2023–analysis,” 2023. https://www.iea.org/reports/renewables-2023/executive-summary.

[9] G. He, J. Lin, F. Sifuentes, X. Liu, N. Abhyankar, and A. Phadke, “Rapid cost decrease of renewables and storage accelerates the decarbonization of China’s power system,” Nature Communications 2020 11:1, vol. 11, no. 1, pp. 2486-, May 2020, doi: 10.1038/s41467-020-16184-x. DOI: https://doi.org/10.1038/s41467-020-16184-x

[10] M. Schmela et al., “Advancements in solar technology, markets, and investments – A summary of the 2022 ISA World Solar Reports,” Solar Compass, vol. 6, p. 100045, 2023, doi: 10.1016/J.SOLCOM.2023.100045. DOI: https://doi.org/10.1016/j.solcom.2023.100045

[11] Alex, “Global wind report 2024,” 2024. https://gwec.net/global-wind-report-2024.

[12] O. J. Ayamolowo, P. T. Manditereza, and K. Kusakana, “Exploring the gaps in renewable energy integration to grid,” Energy Reports, vol. 6, pp. 992–999, 2020, doi: 10.1016/J.EGYR.2020.11.086. DOI: https://doi.org/10.1016/j.egyr.2020.11.086

[13] P. Purkait, M. Basu, and S. R. Nath, “Renewable Energy Integration to Electric Power Grid: Opportunities, Challenges, and Solutions,” Energy, Environment, and Sustainability, vol. Part F2601, pp. 37–100, 2024, doi: 10.1007/978-981-97-1406-3_3/TABLES/3. DOI: https://doi.org/10.1007/978-981-97-1406-3_3

[14] L. Deguenon, D. Yamegueu, S. Moussa kadri, and A. Gomna, “Overcoming the challenges of integrating variable renewable energy to the grid: A comprehensive review of electrochemical battery storage systems,” Journal of Power Sources, vol. 580, p. 233343, 2023, doi: 10.1016/J.JPOWSOUR.2023.233343. DOI: https://doi.org/10.1016/j.jpowsour.2023.233343

[15] O. Benzohra, S. S. Echcharqaouy, F. Fraija, and D. Saifaoui, “Integrating wind energy into the power grid: Impact and solutions,” Materials Today: Proceedings, vol. 30, pp. 987–992, 2020, doi: 10.1016/J.MATPR.2020.04.363. DOI: https://doi.org/10.1016/j.matpr.2020.04.363

[16] N. Mlilo, J. Brown, and T. Ahfock, “Impact of intermittent renewable energy generation penetration on the power system networks – A review,” Technology and Economics of Smart Grids and Sustainable Energy, vol. 6, no. 1, pp. 25-, 2021, doi: 10.1007/S40866-021-00123-W/METRICS. DOI: https://doi.org/10.1007/s40866-021-00123-w

[17] M. Khalid, “Smart grids and renewable energy systems: Perspectives and grid integration challenges,” Energy Strategy Reviews, vol. 51, p. 101299, 2024, doi: 10.1016/J.ESR.2024.101299. DOI: https://doi.org/10.1016/j.esr.2024.101299

[18] B. Hredzak, V. G. Agelidis, and M. Jang, “A model predictive control system for a hybrid battery-ultracapacitor power source,” IEEE Transactions on Power Electronics, vol. 29, no. 3, pp. 1469–1479, 2014, doi: 10.1109/TPEL.2013.2262003. DOI: https://doi.org/10.1109/TPEL.2013.2262003

[19] X. Feng, H. B. Gooi, and S. X. Chen, “Hybrid energy storage with multimode fuzzy power Allocator for PV systems,” IEEE Transactions on Sustainable Energy, vol. 5, no. 2, pp. 389–397, 2014, doi: 10.1109/TSTE.2013.2290543. DOI: https://doi.org/10.1109/TSTE.2013.2290543

[20] Y. Han, Y. X. Han, M. K. Lim, and M. L. Tseng, “DC microgrid with hybrid photovoltaic storage system: Control strategy optimization using improved Archimedes optimization algorithm,” Journal of Energy Storage, vol. 118, p. 116342, 2025, doi: 10.1016/J.EST.2025.116342. DOI: https://doi.org/10.1016/j.est.2025.116342

[21] F. Nawaz, E. Pashajavid, Y. Fan, and M. Batool, “Enhanced Distributed Coordinated Control Strategy for DC Microgrid Hybrid Energy Storage Systems Using Adaptive Event Triggering,” Electronics 2025, Vol. 14, Page 3303, vol. 14, no. 16, p. 3303, 2025, doi: 10.3390/ELECTRONICS14163303. DOI: https://doi.org/10.3390/electronics14163303

[22] S. K. Kollimalla, A. Ukil, H. B. Gooi, U. Manandhar, and N. R. Tummuru, “Optimization of Charge/Discharge Rates of a Battery Using a Two-Stage Rate-Limit Control,” IEEE Transactions on Sustainable Energy, vol. 8, no. 2, pp. 516–529, 2017, doi: 10.1109/TSTE.2016.2608968. DOI: https://doi.org/10.1109/TSTE.2016.2608968

[23] B. Wang, J. Xu, R. J. Wai, and B. Cao, “Adaptive Sliding-Mode with Hysteresis Control Strategy for Simple Multimode Hybrid Energy Storage System in Electric Vehicles,” IEEE Transactions on Industrial Electronics, vol. 64, no. 2, pp. 1404–1414, 2017, doi: 10.1109/TIE.2016.2618778. DOI: https://doi.org/10.1109/TIE.2016.2618778

[24] D. B. Wickramasinghe Abeywardana, B. Hredzak, and V. G. Agelidis, “A Fixed-Frequency Sliding Mode Controller for a Boost-Inverter-Based Battery-Supercapacitor Hybrid Energy Storage System,” IEEE Transactions on Power Electronics, vol. 32, no. 1, pp. 668–680, 2017, doi: 10.1109/TPEL.2016.2527051. DOI: https://doi.org/10.1109/TPEL.2016.2527051

[25] N. R. Tummuru, M. K. Mishra, and S. Srinivas, “Dynamic Energy Management of Renewable Grid Integrated Hybrid Energy Storage System,” IEEE Transactions on Industrial Electronics, vol. 62, no. 12, pp. 7728–7737, 2015, doi: 10.1109/TIE.2015.2455063. DOI: https://doi.org/10.1109/TIE.2015.2455063

[26] F. Fracica-Rodriguez, M. Acevedo-Iles, D. Romero-Quete, W. Martinez, and C. A. Cortes, “Passivity-Based Control for Transient Power Sharing and State of Charge Restoration in a Semi-Active Supercapacitor-Battery System,” Batteries 2024, Vol. 10, Page 322, vol. 10, no. 9, p. 322, 2024, doi: 10.3390/BATTERIES10090322. DOI: https://doi.org/10.3390/batteries10090322

[27] S. Abdelmalek, A. Dali, M. Bettayeb, and A. Bakdi, “A new effective robust nonlinear controller based on PSO for interleaved DC–DC boost converters for fuel cell voltage regulation,” Soft Computing, vol. 24, no. 22, pp. 17051–17064, 2020, doi: 10.1007/S00500-020-04996-4/METRICS. DOI: https://doi.org/10.1007/s00500-020-04996-4

[28] M. Chen and G. A. Rincón-Mora, “Accurate electrical battery model capable of predicting runtime and I-V performance,” IEEE Transactions on Energy Conversion, vol. 21, no. 2, pp. 504–511, 2006, doi: 10.1109/TEC.2006.874229. DOI: https://doi.org/10.1109/TEC.2006.874229

[29] X. Wei, B. Zhu, and W. Xu, “Internal resistance identification in vehicle power lithium-ion battery and application in lifetime evaluation,” 2009 International Conference on Measuring Technology and Mechatronics Automation, ICMTMA 2009, vol. 3, pp. 388–392, 2009, doi: 10.1109/ICMTMA.2009.468. DOI: https://doi.org/10.1109/ICMTMA.2009.468

[30] L. W. Yao and J. A. Aziz, “Modeling of Lithium Ion battery with nonlinear transfer resistance,” 2011 IEEE Applied Power Electronics Colloquium, IAPEC 2011, pp. 104–109, 2011, doi: 10.1109/IAPEC.2011.5779865. DOI: https://doi.org/10.1109/IAPEC.2011.5779865

[31] M. A. Albasheri, O. Bouchhida, Y. Soufi, A. Cherifi, M. A. H. Mujammal, and A. Moualdia, “Energy management technique of hybrid energy storage system-based DC microgrid,” Journal of Energy Systems, vol. 9, no. 1, pp. 36–51, 2025, doi: 10.30521/JES.1523522. DOI: https://doi.org/10.30521/jes.1523522

[32] Y. Kamagaté and H. A. Shah, “Effective dynamic energy management algorithm for grid-interactive microgrid with hybrid energy storage system,” Scientific Reports 2024 14:1, vol. 14, no. 1, pp. 20294-, 2024, doi: 10.1038/s41598-024-70599-w. DOI: https://doi.org/10.1038/s41598-024-70599-w

[33] A. W. Ibrahim et al., “Optimized Energy Management Strategy for an Autonomous DC Microgrid Integrating PV/Wind/Battery/Diesel-Based Hybrid PSO-GA-LADRC Through SAPF,” Technologies 2024, Vol. 12, Page 226, vol. 12, no. 11, p. 226, 2024, doi: 10.3390/TECHNOLOGIES12110226. DOI: https://doi.org/10.3390/technologies12110226

[34] B. A. Taye, “Coordinated Energy Management Strategy for DC Microgrid With Hybrid Energy Storage System: A Real-Time Case Study,” Engineering Reports, vol. 7, no. 6, p. e70241, 2025, doi: 10.1002/ENG2.70241. DOI: https://doi.org/10.1002/eng2.70241

[35] Q. Li, F. Zhao, L. Zhuang, Q. Wang, and C. Wu, “Research on the control strategy of DC microgrids with distributed energy storage,” Scientific Reports 2023 13:1, vol. 13, no. 1, pp. 20622-, 2023, doi: 10.1038/s41598-023-48038-z. DOI: https://doi.org/10.1038/s41598-023-48038-z

[36] A. A. Saif, M. Mohamed, S. Mohammed, and M. Shafiullah, “Comparative Control Strategies and Evaluation of Hybrid Energy Storage in DC Microgrids under Dynamic Load Disturbances,” Conference Proceedings - 2025 IEEE International Conference on Energy Technologies for Future Grids, ETFG 2025, 2025, doi: 10.1109/ETFG61999.2025.11401195. DOI: https://doi.org/10.1109/ETFG61999.2025.11401195

[37] M. Zouli, S. Ghoudelbourk, A. Ouari, and D. Dib, “Influence of the external and internal parameters on the characteristics of generator PV,” AIP Conference Proceedings, vol. 1814, no. 1, 2017, doi: 10.1063/1.4976226/842315. DOI: https://doi.org/10.1063/1.4976226

[38] P. Singh and J. S. Lather, “Power management and control of a grid-independent DC microgrid with hybrid energy storage system,” Sustainable Energy Technologies and Assessments, vol. 43, p. 100924, 2021, doi: 10.1016/J.SETA.2020.100924. DOI: https://doi.org/10.1016/j.seta.2020.100924

[39] C. S. G. Bhavani and D. R. Kishore, “Battery protection scheme integrated with demand side management in stand alone hybrid microgrid,” Proceedings - 2020 IEEE International Symposium on Sustainable Energy, Signal Processing and Cyber Security, iSSSC 2020, 2020, doi: 10.1109/ISSSC50941.2020.9358847. DOI: https://doi.org/10.1109/iSSSC50941.2020.9358847

[40] A. T. Singo, “Photovoltaic Power Supply System with Hybrid Storage for an Energy-Autonomous Residential Building,” Ph.D. dissertation, Universite Henri Poincare – Nancy 1, Nancy, France, 2010.

[41] A. Kadri, H. Marzougui, A. Aouiti, and F. Bacha, “Energy management and control strategy for a DFIG wind turbine/fuel cell hybrid system with super capacitor storage system,” Energy, vol. 192, p. 116518, 2020, doi: 10.1016/J.ENERGY.2019.116518. DOI: https://doi.org/10.1016/j.energy.2019.116518

[42] S. Z. Hassan, H. Li, T. Kamal, S. Mumtaz, L. Khan, and I. Ullah, “Control and Energy Management Scheme for a PV/SC/Battery Hybrid Renwable Power System,” Science International, vol. 28, no. 2, pp. 955–964, 2016.

[43] C. Melkia, S. Ghoudlburk, Y. Soufi, M. Maamri, and M. Bayoud, “Battery-Supercapacitor Hybrid Energy Storage Systems for Stand-Alone Photovoltaic,” Revue des Composites et des Materiaux Avances, vol. 24, no. 5–6, pp. 265–271, 2022, doi: 10.18280/EJEE.245-605. DOI: https://doi.org/10.18280/ejee.245-605

[44] S. Ghoudelbourk, D. Dib, B. Meghni, and M. Zouli, “Selective harmonic elimination strategy in eleven level inverter for PV system with unbalanced DC sources,” AIP Conference Proceedings, vol. 1814, no. 1, 2017, doi: 10.1063/1.4976227/842545. DOI: https://doi.org/10.1063/1.4976227

Artikel Serupa

Anda juga bisa Mulai pencarian similarity tingkat lanjut untuk artikel ini.