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The Impact of Integrating Variable Renewable Energy Sources into Grid-Connected Power Systems: Challenges, Mitigation Strategies, and Prospects
Open accessAbstract
Although the impact of integrating solar and wind sources into the power system has been studied in the past, the chaos caused by wind and solar energy generation has not yet had broader mitigation solutions notwithstanding their rapid deployment. Many research efforts in using prediction models have developed real-time monitoring of variability and machine learning predictive algorithms in contrast to the conventional methods of studying variability. This study focused on the causes and types of variability, challenges, and mitigation strategies used to minimize variability in grids worldwide. A summary of the top ten cases of countries that have successfully managed variability in their electrical power grids has been presented. Review shows that most of the success cases embraced advanced energy storage, grid upgrading, and flexible energy mix as key technological and economic strategies. A seven-point conceptual framework involving all energy stakeholders for managing variability in power system networks and increasing variable renewable energy (VRE)-grid integration has been proposed. Long-duration energy storage, virtual power plants (VPPs), smart grid infrastructure, cross-border interconnection, power-to-X, and grid flexibility are the key takeaways in achieving a reliable, resilient, and stable grid. This review provides a useful summary of up-to-date research information for researchers and industries investing in a renewable energy-intensive grid.
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“unaddressed challenges in AI deployment-ranging from technical integration complexities to profound ethical dilemmas-are emerging as critical bottlenecks that risk impeding progress toward a decarbonized and equitable energy future [6,7].”
From Addressing Challenges for the Effective Adoption of Artificial Intelligence in the Energy Sector (2025) · cites this paper as [6]
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Haddaway, N. R., Page, M. J., Pritchard, C. C., & McGuinness, L. A. (2022) · Campbell Systematic Reviews · doi:10.1002/cl2.1230 · Cited by 3,486
Guidance on Conducting a Systematic Literature Review
Xiao, Y., & Watson, M. (2019) · Journal of Planning Education and Research · doi:10.1177/0739456x17723971 · Cited by 3,467
Amir, M., Deshmukh, R. G., Khalid, H. M., Said, Z., Raza, A., Muyeen, S. M., Nizami, A., Elavarasan, R. M., Saidur, R., & Sopian, K. (2023) · Journal of Energy Storage · doi:10.1016/j.est.2023.108694 · Cited by 636
Grid Integration Challenges and Solution Strategies for Solar PV Systems: A Review
Shafiullah, M., Ahmed, S. D., & Al‐Sulaiman, F. A. (2022) · IEEE Access · doi:10.1109/access.2022.3174555 · Cited by 503
Research Roadmap on Grid-Forming Inverters
Lin, Y., USDOE Office of Energy Efficiency and Renewable Energy (EERE), Eto, J. H., Johnson, B., Flicker, J., Lasseter, R. H., Pico, H. N. V., Seo, G., Pierre, B., & Ellis, A. (2020) · doi:10.2172/1721727 · Cited by 429
A Review on the Recent Advances in Battery Development and Energy Storage Technologies
Njema, G. G., Ouma, R. B. O., & Kibet, J. K. (2024) · Journal of Renewable Energy · doi:10.1155/2024/2329261 · Cited by 377
Hossain, E., Tür, M. R., Padmanaban, S., Ay, S., & Khan, I. (2018) · IEEE Access · doi:10.1109/access.2018.2814981 · Cited by 372
Widén, J., Carpman, N., Castellucci, V., Lingfors, D., Olauson, J., Rémouit, F., Bergkvist, M., Grabbe, M., & Waters, R. (2015) · Renewable and Sustainable Energy Reviews · doi:10.1016/j.rser.2014.12.019 · Cited by 336
Resilience of renewable power systems under climate risks
Xu, L., Feng, K., Lin, N., Perera, A. T. D., Poor, H. V., Xie, L., Ji, C., Sun, X. A., Guo, Q., & O’Malley, M. (2024) · Nature Reviews Electrical Engineering · doi:10.1038/s44287-023-00003-8 · Cited by 336
Worku, M. Y. (2022) · Sustainability · doi:10.3390/su14105985 · Cited by 327
Flagged first, then by citations
Research works printed but not linked: 5
- IRENA-WMO (2023). The 2022 Year in Review: Climate-Driven Global Renewable Energy Potential Resources and Energy Demand.
- Wiatros-Motyka, M., Fulghum, N., and Jones, D. (2024). Global Electricity Review, EMBER.
- IEA (2022). NORWAY 2022: Energy Policy Review, IEA.
- Turner-Bandele, N., Pandey, A., and Pileggi, L. (2022). A Risk-Managed Steady-State Analysis to Assess the Impact of Power Grid Uncertainties. arXiv.
- Zaman, A. (2018). 100% Variable Renewable Energy Grid: Survey of Possibilities. [Master Thesis, University of Michigan].
Cited by
Sorted by citations
Items 101–186 of 186
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Rangarajan, S. S., Shiva, C. K., Sen, S., Basetti, V., Mallick, N., & Balakrishnan, R. (2026) · International Conference on Electric Power and Renewable Energy (EPREC) · doi:10.1109/eprec66546.2026.11411978
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Huang, H., Ma, Q., Liang, J., Zou, J., Huang, M., & Chen, Y. (2025) · IEEE PES Innovative Smart Grid Technologies - Asia (ISGT Asia) · doi:10.1109/isgtasia63446.2025.11431337
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Shi, W., Xu, Y., Liu, W., Zhu, Y., Liu, Z., & Kuang, Z. (2026) · IET Renewable Power Generation · doi:10.1049/rpg2.70213
Joddumahanthi, V., Devarapalli, R., & Knypiński, Ł. (2026) · Algorithms · doi:10.3390/a19040313
Jiang, K., Jiang, H., Liao, B., Li, H., Hou, J., Xiao, J., Zhang, D., & Lu, Z. (2026) · Scientific Reports · doi:10.1038/s41598-026-48895-4
Wotango, M. T., Wang, K., Liu, Y., & Wang, Z. (2026) · Advanced Engineering Materials · doi:10.1002/adem.70882
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Bitencourt, L. N. A., Rosete, L. A., de Oliveira, J. A., de Araújo, R. G., da Silva, E. E., & Guimarães, B. S. D. A. (2026) · Revista Ibero-Americana de Humanidades, Ciências e Educação · doi:10.51891/rease.v12i5.26336
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Popoola, O., Alao, M. A., & Kgopana, K. (2025) · IEEE AFRICON · doi:10.1109/africon66545.2025.11533786
Wu, C. (2026) · Economic society and humanities. · doi:10.62381/e264212
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Jayappa, R. S., Rajappa, G. H., Ramaiah, K. G., Ankaliki, S. G., & Shruthi, S. (2026) · International Journal of Power Electronics and Drive Systems/International Journal of Electrical and Computer Engineering · doi:10.11591/ijpeds.v17.i2.pp1279-1287
Basha, C. H., Dharavat, N., & Likhitha, R. (2025) · IEEE International Conference on Smart Technologies for Power, Energy and Control (STPEC) · doi:10.1109/stpec66316.2025.11549547
Siregar, R. H., Lubis, R. S., Akhyar, & Hadi, M. N. (2026) · Engineering Technology & Applied Science Research · doi:10.48084/etasr.18785
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Owusu-Nyarko, I., & Agbakpey, C. (2026) · Journal of Electrical and Electronic Engineering · doi:10.11648/j.jeee.20261403.15
Aleassa, O., Bekhit, M., Hussain, W., & Fattah, I. M. R. (2026) · Renewable and Sustainable Energy Reviews · doi:10.1016/j.rser.2026.117171
Zhang, Z., Brown, J. W., Crossland, A. F., MacKenzie, R. C. I., Jones, S. J., & Groves, C. (2026) · Applied Energy · doi:10.1016/j.apenergy.2026.128171
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Irurtia, M., Irurtia, S., Porteiro, R., & Nesmachnow, S. (2026) · Springer proceedings in energy · doi:10.1007/978-981-95-7302-8_24
Shamsi, S. S. M., & Barberis, S. (2026) · Thermo · doi:10.3390/thermo6030055
Chupryna, N., & Zhuravel, V. (2026) · Economic Herald of SHEI USUCT · doi:10.32434/2415-3974-2026-23-1-172-179
Jia, Z., Hou, Y., Huijie, D., Li, Z., Li, Z. L., Wang, Z., Dai, L., Wang, C. H., & Che, D. (2026) · Combustion Science and Technology · doi:10.1080/00102202.2026.2699237
Tzitzios, I., Dimara, A., Anagnostopoulos, C., Krinidis, S., & Kostavelis, I. (2026) · IFIP advances in information and communication technology · doi:10.1007/978-3-032-30511-4_14
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Hren, D. T., Kravanja, Z., & Nemet, A. (2026) · Renewable and Sustainable Energy Reviews · doi:10.1016/j.rser.2026.117329
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Korir, B. K., Njema, G. G., Agoro, M. A., Malevu, T. D., & Kibet, J. K. (2026) · Global Challenges · doi:10.1002/gch2.70135
Suwarno, S. (2026) · Research Square · doi:10.21203/rs.3.rs-10530318/v1
Matthew, U. O., Rosa, R. L., Okafor, N. U., Obi-Akwari, O. E., Oyedemi, O. A., Kazaure, J. S., & Rodríguez, D. Z. (2026) · Climate change management · doi:10.1007/978-3-032-16804-7_3
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Xinping, H., Subhan, M., Ağan, B., Ogwu, S. O., & Onwe, J. C. (2026) · Sustainable Development · doi:10.1002/sd.71506
Khalid, M. N., Maqbool, M. M. H., Mohamed, H. M., Hamza, A., Waseem, M., Zafar, F., Khan, M. A., Khalifa, M. E., & El‐Bahy, S. M. (2026) · Journal of Electroanalytical Chemistry · doi:10.1016/j.jelechem.2026.120479
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Alyami, F. H., Iqbal, S., Shafiullah, M., & Dawsari, S. A. A. (2026) · Mathematics · doi:10.3390/math14152860
Faheem, J. B., Raisz, D., Benyounis, K. Y., & Carton, J. G. (2026) · International Journal of Hydrogen Energy · doi:10.1016/j.ijhydene.2026.156829
Mohammed, A. A. (2026) · Advances in Applied Engineering · doi:10.67808/aaev1i1-005-260807103912
Belkaid, S., Berrabah, S. E., Kaizra, S., Lameche, S., & Hamdani, S. (2026) · European Journal of Inorganic Chemistry · doi:10.1002/ejic.70296
Zhang, Y., & Zhang, Y. (2026) · International Conference on Artificial Intelligence and Electromechanical Automation (AIEA) · doi:10.1109/aiea70743.2026.11633225
Gammanpila, W., Gammanpila, A. C., Kularathna, A. H. T. S., & Jayasooriya, N. K. (2026) · Research Square · doi:10.21203/rs.3.rs-10485364/v1
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Hou, Y., Lyu, Q., Wang, C., Gao, X., Dai, L., Jia, Z., Yuan, T., Chen, Y., & Che, D. (2026) · Energy · doi:10.1016/j.energy.2026.142255
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Shikdar, T. A., & Laaksonen, H. J. J. (2026) · Street Art & Urban Creativity · doi:10.62161/sauc.v12.6349
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Ahmed, E. A., Hussein, M. H., & Salih, A. M. (2026) · International Journal of Power Electronics and Drive Systems/International Journal of Electrical and Computer Engineering · doi:10.11591/ijpeds.v17.i3.pp2172-2182
Syafii, S., Novizon, N., & Izrillah, I. N. (2026) · International Journal of Power Electronics and Drive Systems/International Journal of Electrical and Computer Engineering · doi:10.11591/ijpeds.v17.i3.pp2112-2126
Shikdar, T. A., & Laaksonen, H. J. J. (2026) · SSRN Electronic Journal · doi:10.2139/ssrn.7441837
Liu, M., Liu, Z., Xing, Y., Mu, D., & Chen, M. (2026) · International Conference on Power System and Energy Technology (ICPSET) · doi:10.1109/icpset70907.2026.11689266
Yu, H., Chen, Z., Su, X., & Zhu, T. (2026) · Energies · doi:10.3390/en19194508
Kamoona, M. A., Mauricio, J. M., Saleh, A. L., & Számel, L. (2026) · Results in Engineering · doi:10.1016/j.rineng.2026.113217
He, Y., Zhang, J., Dong, T., Ding, T., & Yu, J. (2026) · Energies · doi:10.3390/en19194602
Chiodo, E., Giannoccaro, G., & Pangath, K. (2026) · Power System and Green Energy Conference (PSGEC) · doi:10.1109/psgec70194.2026.11719165
Review on robust optimization theories and applications for energy sustainability
Meena, M., & Chaturvedi, N. D. (2026) · Next Energy · doi:10.1016/j.nxener.2026.101070
Yachouti, R., Aouichak, I., Batut, N., Schellmanns, A., & Bunetel, J.-C. L. (2026) · e-Prime – Nexus of Electrical Electronic and Intelligent Engineering · doi:10.1016/j.eprime.2026.201247
Intelligent optimization of hybrid energy storage systems for decarbonized power grids: A review
Zourkta, R., Chokr, B., Charki, A., & Hammoud, M. (2026) · Journal of Energy Storage · doi:10.1016/j.est.2026.125021
Flexibility technologies in clean energy systems
Qiu, D., Štrbac, G., Zhang, C., & Dong, Z. Y. (2026) · Nature Reviews Clean Technology · doi:10.1038/s44359-026-00224-8
Improving Grid Reliability of Solar Power Systems Through Fault Current Limiter Integration
Bharti, N., & Gupta, C. (2026) · IEEE International Conference on Renewable Energy and Sustainable E-Mobility (RESEM) · doi:10.1109/resem70152.2026.11721804
Biancardi, A., D’Adamo, I., Forti, F., Gastaldi, M., & Ksibi, M. (2026) · Euro-Mediterranean Journal for Environmental Integration · doi:10.1007/s41207-026-01305-7
Uncertainties in biofuel supply chain
Pishvaee, M. S., Mohseni, S., Bairamzadeh, S., & Taheri, N. (2026) · Elsevier eBooks · doi:10.1016/b978-0-443-44560-6.00003-8
Angga, M., & Adi, T. W. (2026) · Journal La Multiapp · doi:10.37899/journallamultiapp.v7i5.6017
Guerrero-Rodríguez, N. F., Ramírez‐Rivera, F. A., Manilla, A., Jesús-Grullón, R. D., & Reyes‐Archundia, E. (2026) · Energy Conversion and Management · doi:10.1016/j.enconman.2026.122317
Ahmad, A. A., Mokhlis, H., Mekhilef, S., Shareef, H., Verayiah, R., & Ba-swaimi, S. (2026) · IEEE International Conference on Power and Energy · doi:10.1109/pecon68473.2026.11749841
Pérez, S. D., Marín-Quintero, J., Ortega, J. I. S., Gallardo, R. P., Orozco-Henao, C. A., & Herrera-Orozco, A. (2026) · Electricity · doi:10.3390/electricity7040136
Boral, S., Pal, N., & Kumar, P. (2026) · Renewable and Sustainable Energy Reviews · doi:10.1016/j.rser.2026.117624
Metadata
- Authors
- Ejuh Che, E., Roland Abeng, K., Iweh, C. D., Tsekouras, G. J., & Fopah-Lele, A.
- Affiliations
- Department of Electrical and Electronic Engineering, Faculty of Engineering and Technology, University of Buea, Buea P.O. Box 63, Cameroon
- University of Bamenda (CM)
- University of West Attica (GR)
- Department of Mechanical and Industrial Engineering, Faculty of Engineering and Technology, University of Buea, Buea P.O. Box 63, Cameroon
- Corresponding author
- Tsekouras, George J.
- Venue
- Energies
- Publisher
- MDPI AG
- Published
- 2025-02-02
- Volume
- 18
- Issue
- 3
- Pages
- 689
- ISSN
- 1996-1073 (ISSN-L)
- OpenAlex
- W4407088540
- Cited by
- 160
- References
- 84
- Citations by year
- 2026: 96 · 2025: 64
- FWCI
- 28.41
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- Energies (publishedVersion, cc-by)
- RePEc: Research Papers in Economics (submittedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion)
- Topics
- Physical Sciences › Energy › Energy Engineering and Power Technology › Power Systems and Renewable Energy
- Physical Sciences › Engineering › Electrical and Electronic Engineering › Integrated Energy Systems Optimization
- Physical Sciences › Engineering › Electrical and Electronic Engineering › Electric Power System Optimization
- Keywords
- variable renewable energy integration, wind power fluctuation, solar power variability, grid integration challenges, long-duration energy storage, virtual power plants, cross-border interconnections, power-to-X, grid flexibility, energy storage
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