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Sizing methods and optimization techniques for PV-wind based hybrid renewable energy system: A review

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  1. Julia Schulz & Daniel Leinmüller & Adam Misik & Michael F. Zaeh, 2021. "Renewable On-Site Power Generation for Manufacturing Companies—Technologies, Modeling, and Dimensioning," Sustainability, MDPI, vol. 13(7), pages 1-27, April.
  2. Laetitia Uwineza & Hyun-Goo Kim & Jan Kleissl & Chang Ki Kim, 2022. "Technical Control and Optimal Dispatch Strategy for a Hybrid Energy System," Energies, MDPI, vol. 15(8), pages 1-19, April.
  3. Kalantari, Hosein & Sasmito, Agus P. & Ghoreishi-Madiseh, Seyed Ali, 2021. "An overview of directions for decarbonization of energy systems in cold climate remote mines," Renewable and Sustainable Energy Reviews, Elsevier, vol. 152(C).
  4. Polleux, Louis & Schuhler, Thierry & Guerassimoff, Gilles & Marmorat, Jean-Paul & Sandoval-Moreno, John & Ghazouani, Sami, 2021. "On the relationship between battery power capacity sizing and solar variability scenarios for industrial off-grid power plants," Applied Energy, Elsevier, vol. 302(C).
  5. Dorotić, Hrvoje & Doračić, Borna & Dobravec, Viktorija & Pukšec, Tomislav & Krajačić, Goran & Duić, Neven, 2019. "Integration of transport and energy sectors in island communities with 100% intermittent renewable energy sources," Renewable and Sustainable Energy Reviews, Elsevier, vol. 99(C), pages 109-124.
  6. Li, Jidong & Chen, Shijun & Wu, Yuqiang & Wang, Qinhui & Liu, Xing & Qi, Lijian & Lu, Xiuyuan & Gao, Lu, 2021. "How to make better use of intermittent and variable energy? A review of wind and photovoltaic power consumption in China," Renewable and Sustainable Energy Reviews, Elsevier, vol. 137(C).
  7. Bilir, Levent & Yildirim, Nurdan, 2018. "Modeling and performance analysis of a hybrid system for a residential application," Energy, Elsevier, vol. 163(C), pages 555-569.
  8. Azraff Bin Rozmi, Mohd Daniel & Thirunavukkarasu, Gokul Sidarth & Jamei, Elmira & Seyedmahmoudian, Mehdi & Mekhilef, Saad & Stojcevski, Alex & Horan, Ben, 2019. "Role of immersive visualization tools in renewable energy system development," Renewable and Sustainable Energy Reviews, Elsevier, vol. 115(C).
  9. Bartosz Ceran & Agata Orłowska, 2019. "The Impact of Power Source Performance Decrease in a PV/WT/FC Hybrid Power Generation System on the Result of a Multi-Criteria Analysis of Load Distribution," Energies, MDPI, vol. 12(18), pages 1-19, September.
  10. Mousavi, Rashin & Mousavi, Arash & Mousavi, Yashar & Tavasoli, Mahsa & Arab, Aliasghar & Kucukdemiral, Ibrahim Beklan & Alfi, Alireza & Fekih, Afef, 2025. "Revolutionizing solar energy resources: The central role of generative AI in elevating system sustainability and efficiency," Applied Energy, Elsevier, vol. 382(C).
  11. Przemysław Ogarek & Michał Wojtoń & Daniel Słyś, 2023. "Hydrogen as a Renewable Energy Carrier in a Hybrid Configuration of Distributed Energy Systems: Bibliometric Mapping of Current Knowledge and Strategies," Energies, MDPI, vol. 16(14), pages 1-18, July.
  12. Schellenberg, C. & Lohan, J. & Dimache, L., 2020. "Comparison of metaheuristic optimisation methods for grid-edge technology that leverages heat pumps and thermal energy storage," Renewable and Sustainable Energy Reviews, Elsevier, vol. 131(C).
  13. Eryilmaz, Serkan & Bulanık, İrem & Devrim, Yilser, 2021. "Reliability based modeling of hybrid solar/wind power system for long term performance assessment," Reliability Engineering and System Safety, Elsevier, vol. 209(C).
  14. Jaman, Asif & Das, Barun K. & Mahim, Mir & Hasan, Ashik & Siddika, Saifa & Ahmed, Mim Mashrur & Okonkwo, Paul C., 2024. "Techno-econo-environmental analysis of sustainable hybrid solar-wind-biogas using municipal solid waste-based grid independent power plant with dual mode energy storage strategy," Energy, Elsevier, vol. 307(C).
  15. He, Yi & Guo, Su & Dong, Peixin & Huang, Jing & Zhou, Jianxu, 2023. "Hierarchical optimization of policy and design for standalone hybrid power systems considering lifecycle carbon reduction subsidy," Energy, Elsevier, vol. 262(PA).
  16. Wang, Y. & Mauree, D. & Sun, Q. & Lin, H. & Scartezzini, J.L. & Wennersten, R., 2020. "A review of approaches to low-carbon transition of high-rise residential buildings in China," Renewable and Sustainable Energy Reviews, Elsevier, vol. 131(C).
  17. Bartolucci, Lorenzo & Cordiner, Stefano & Mulone, Vincenzo & Pasquale, Stefano, 2019. "Fuel cell based hybrid renewable energy systems for off-grid telecom stations: Data analysis and system optimization," Applied Energy, Elsevier, vol. 252(C), pages 1-1.
  18. Daniel Icaza & David Borge-Diez & Santiago Pulla Galindo & Carlos Flores-Vázquez, 2020. "Modeling and Simulation of a Hybrid System of Solar Panels and Wind Turbines for the Supply of Autonomous Electrical Energy to Organic Architectures," Energies, MDPI, vol. 13(18), pages 1-27, September.
  19. Pablo Benalcazar & Adam Suski & Jacek Kamiński, 2020. "The Effects of Capital and Energy Subsidies on the Optimal Design of Microgrid Systems," Energies, MDPI, vol. 13(4), pages 1-23, February.
  20. Motamedisedeh, Omid & Omrani, Sara & Drogemuller, Robin & Walker, Geoffrey & Zagia, Faranak & Sedeh, Zahra Motamedi, 2026. "Techno-economic optimization of PV-battery systems in five Australian states," Utilities Policy, Elsevier, vol. 98(C).
  21. Stanley, Andrew P.J. & King, Jennifer, 2022. "Optimizing the physical design and layout of a resilient wind, solar, and storage hybrid power plant," Applied Energy, Elsevier, vol. 317(C).
  22. Silinto, Berino Francisco & van der Laag Yamu, Claudia & Zuidema, Christian & Faaij, André P.C., 2025. "Hybrid renewable energy systems for rural electrification in developing countries: A review on energy system models and spatial explicit modelling tools," Renewable and Sustainable Energy Reviews, Elsevier, vol. 207(C).
  23. Paulo Rotela Junior & Eugenio Fischetti & Victor G. Araújo & Rogério S. Peruchi & Giancarlo Aquila & Luiz Célio S. Rocha & Liviam S. Lacerda, 2019. "Wind Power Economic Feasibility under Uncertainty and the Application of ANN in Sensitivity Analysis," Energies, MDPI, vol. 12(12), pages 1-10, June.
  24. Cui, Yuting & Jurasz, Jakub & Ming, Bo & Su, Chengguo & Canales, Fausto A., 2026. "Review of sizing methodologies for hydropower-based hybrid energy systems: a techno-economic perspective," Renewable and Sustainable Energy Reviews, Elsevier, vol. 232(C).
  25. Zakaria Belboul & Belgacem Toual & Abdellah Kouzou & Lakhdar Mokrani & Abderrahman Bensalem & Ralph Kennel & Mohamed Abdelrahem, 2022. "Multiobjective Optimization of a Hybrid PV/Wind/Battery/Diesel Generator System Integrated in Microgrid: A Case Study in Djelfa, Algeria," Energies, MDPI, vol. 15(10), pages 1-30, May.
  26. Homeyra Akter & Harun Or Rashid Howlader & Ahmed Y. Saber & Paras Mandal & Hiroshi Takahashi & Tomonobu Senjyu, 2021. "Optimal Sizing of Hybrid Microgrid in a Remote Island Considering Advanced Direct Load Control for Demand Response and Low Carbon Emission," Energies, MDPI, vol. 14(22), pages 1-19, November.
  27. Walter Leal Filho & Abdul-Lateef Balogun & Dinesh Surroop & Amanda Lange Salvia & Kapil Narula & Chunlan Li & Julian David Hunt & Andrea Gatto & Ayyoob Sharifi & Haibo Feng & Stella Tsani & Hossein Az, 2022. "Realising the Potential of Renewable Energy as a Tool for Energy Security in Small Island Developing States," Sustainability, MDPI, vol. 14(9), pages 1-21, April.
  28. Chen, Zhang & Yiliang, Xie & Hongxia, Zhang & Yujie, Gu & Xiongwen, Zhang, 2023. "Optimal design and performance assessment for a solar powered electricity, heating and hydrogen integrated energy system," Energy, Elsevier, vol. 262(PA).
  29. Toopshekan, Ashkan & Abedian, Ali & Azizi, Arian & Ahmadi, Esmaeil & Vaziri Rad, Mohammad Amin, 2023. "Optimization of a CHP system using a forecasting dispatch and teaching-learning-based optimization algorithm," Energy, Elsevier, vol. 285(C).
  30. Hannan, M.A. & Faisal, M. & Jern Ker, Pin & Begum, R.A. & Dong, Z.Y. & Zhang, C., 2020. "Review of optimal methods and algorithms for sizing energy storage systems to achieve decarbonization in microgrid applications," Renewable and Sustainable Energy Reviews, Elsevier, vol. 131(C).
  31. Kaoud, Omar G. & Elbassoussi, Muhammad H. & Abido, M.A. & Zubair, Syed M., 2026. "Optimized solar and wind-powered RO systems for sustainable water solutions in Sinai resorts using different optimization techniques," Renewable Energy, Elsevier, vol. 257(C).
  32. Takele Ferede Agajie & Armand Fopah-Lele & Isaac Amoussou & Ahmed Ali & Baseem Khan & Om Prakash Mahela & Ramakrishna S. S. Nuvvula & Divine Khan Ngwashi & Emmanuel Soriano Flores & Emmanuel Tanyi, 2023. "Techno-Economic Analysis and Optimization of Hybrid Renewable Energy System with Energy Storage under Two Operational Modes," Sustainability, MDPI, vol. 15(15), pages 1-31, July.
  33. Keyvandarian, Ali & Saif, Ahmed, 2023. "Optimal sizing of a reliability-constrained, stand-alone hybrid renewable energy system using robust satisficing," Renewable Energy, Elsevier, vol. 204(C), pages 569-579.
  34. Augusto Montisci & Marco Caredda, 2021. "A Static Hybrid Renewable Energy System for Off-Grid Supply," Sustainability, MDPI, vol. 13(17), pages 1-16, August.
  35. He, Yi & Guo, Su & Zhou, Jianxu & Song, Guotao & Kurban, Aynur & Wang, Haowei, 2022. "The multi-stage framework for optimal sizing and operation of hybrid electrical-thermal energy storage system," Energy, Elsevier, vol. 245(C).
  36. Bertheau, Paul, 2020. "Supplying not electrified islands with 100% renewable energy based micro grids: A geospatial and techno-economic analysis for the Philippines," Energy, Elsevier, vol. 202(C).
  37. Mohammed Guezgouz & Jakub Jurasz & Benaissa Bekkouche, 2019. "Techno-Economic and Environmental Analysis of a Hybrid PV-WT-PSH/BB Standalone System Supplying Various Loads," Energies, MDPI, vol. 12(3), pages 1-28, February.
  38. Kaoud, Omar G. & Elbassoussi, Muhammad H. & Zubair, Syed M., 2025. "Optimizing hybrid renewable energy systems for urban sustainability: A case study of five Saudi Arabian cities," Renewable Energy, Elsevier, vol. 248(C).
  39. Piotrowska, Beata, 2026. "Modeling, optimization and sensitivity analysis of integrated photovoltaic, wind turbine, battery storage and drain water heat recovery systems," Energy, Elsevier, vol. 346(C).
  40. Li, Chong & Zheng, Yuan & Li, Zhengyong & Zhang, Lei & Zhang, Lin & Shan, Yicai & Tang, Qinghui, 2021. "Techno-economic and environmental evaluation of grid-connected and off-grid hybrid intermittent power generation systems: A case study of a mild humid subtropical climate zone in China," Energy, Elsevier, vol. 230(C).
  41. Alejandra Tabares & Norberto Martinez & Lucas Ginez & José F. Resende & Nierbeth Brito & John Fredy Franco, 2020. "Optimal Capacity Sizing for the Integration of a Battery and Photovoltaic Microgrid to Supply Auxiliary Services in Substations under a Contingency," Energies, MDPI, vol. 13(22), pages 1-23, November.
  42. Araoye, Timothy Oluwaseun & Ashigwuike, Evans Chinemezu & Mbunwe, Muncho Josephine & Bakinson, Oladipupo Idris & Ozue, ThankGod Izuchukwu, 2024. "Techno-economic modeling and optimal sizing of autonomous hybrid microgrid renewable energy system for rural electrification sustainability using HOMER and grasshopper optimization algorithm," Renewable Energy, Elsevier, vol. 229(C).
  43. Carlos Morón & Jorge Pablo Diaz & Daniel Ferrández & Pablo Saiz, 2018. "Design, Development and Implementation of a Weather Station Prototype for Renewable Energy Systems," Energies, MDPI, vol. 11(9), pages 1-13, August.
  44. Polleux, Louis & Guerassimoff, Gilles & Marmorat, Jean-Paul & Sandoval-Moreno, John & Schuhler, Thierry, 2022. "An overview of the challenges of solar power integration in isolated industrial microgrids with reliability constraints," Renewable and Sustainable Energy Reviews, Elsevier, vol. 155(C).
  45. Motamedisedeh, Omid & Omrani, Sara & Karim, Azharul & Drogemuller, Robin & Walker, Geoffrey, 2025. "A comprehensive review of optimum integration of photovoltaic-based energy systems," Renewable and Sustainable Energy Reviews, Elsevier, vol. 207(C).
  46. Luis Ramirez Camargo & Felix Nitsch & Katharina Gruber & Javier Valdes & Jane Wuth & Wolfgang Dorner, 2019. "Potential Analysis of Hybrid Renewable Energy Systems for Self-Sufficient Residential Use in Germany and the Czech Republic," Energies, MDPI, vol. 12(21), pages 1-17, November.
  47. Agha Kassab, Fadi & Celik, Berk & Locment, Fabrice & Sechilariu, Manuela & Liaquat, Sheroze & Hansen, Timothy M., 2025. "Microgrid sizing with EV flexibility: Cascaded MILP and embedded APSO-MILP approaches," Applied Energy, Elsevier, vol. 396(C).
  48. Sadeghi, Delnia & Hesami Naghshbandy, Ali & Bahramara, Salah, 2020. "Optimal sizing of hybrid renewable energy systems in presence of electric vehicles using multi-objective particle swarm optimization," Energy, Elsevier, vol. 209(C).
  49. Chen, Xiaofei & Xiao, Jinmei & Yuan, Jiaqi & Xiao, Ziwei & Gang, Wenjie, 2021. "Application and performance analysis of 100% renewable energy systems serving low-density communities," Renewable Energy, Elsevier, vol. 176(C), pages 433-446.
  50. Ackermann, Simon & Szabo, Andrei & Bamberger, Joachim & Steinke, Florian, 2022. "Design and optimization of performance guarantees for hybrid power plants," Energy, Elsevier, vol. 239(PA).
  51. Come Zebra, Emília Inês & van der Windt, Henny J. & Nhumaio, Geraldo & Faaij, André P.C., 2021. "A review of hybrid renewable energy systems in mini-grids for off-grid electrification in developing countries," Renewable and Sustainable Energy Reviews, Elsevier, vol. 144(C).
  52. Yong Yang & Rong Li, 2020. "Techno-Economic Optimization of an Off-Grid Solar/Wind/Battery Hybrid System with a Novel Multi-Objective Differential Evolution Algorithm," Energies, MDPI, vol. 13(7), pages 1-16, April.
  53. Panda, Ambarish & Mishra, Umakanta & Aviso, Kathleen B., 2020. "Optimizing hybrid power systems with compressed air energy storage," Energy, Elsevier, vol. 205(C).
  54. Wen, Xin & Sun, Yuanliang & Tan, Qiaofeng & Tang, Zhengyang & Wang, Zhenni & Liu, Zhehua & Ding, Ziyu, 2022. "Optimizing the sizes of wind and photovoltaic plants complementarily operating with cascade hydropower stations: Balancing risk and benefit," Applied Energy, Elsevier, vol. 306(PA).
  55. Adoum Abdoulaye, Mahamat & Waita, Sebastian & Wabuge Wekesa, Cyrus & Mwabora, Julius Mwakondo, 2024. "Optimal sizing of an off-grid and grid-connected hybrid photovoltaic-wind system with battery and fuel cell storage system: A techno-economic, environmental, and social assessment," Applied Energy, Elsevier, vol. 365(C).
  56. Lorestani, Alireza & Gharehpetian, G.B. & Nazari, Mohammad Hassan, 2019. "Optimal sizing and techno-economic analysis of energy- and cost-efficient standalone multi-carrier microgrid," Energy, Elsevier, vol. 178(C), pages 751-764.
  57. Superchi, Francesco & Moustakis, Antonis & Pechlivanoglou, George & Bianchini, Alessandro, 2025. "On the importance of degradation modeling for the robust design of hybrid energy systems including renewables and storage," Applied Energy, Elsevier, vol. 377(PD).
  58. Mokhtara, Charafeddine & Negrou, Belkhir & Settou, Noureddine & Settou, Belkhir & Samy, Mohamed Mahmoud, 2021. "Design optimization of off-grid Hybrid Renewable Energy Systems considering the effects of building energy performance and climate change: Case study of Algeria," Energy, Elsevier, vol. 219(C).
  59. Ali, M. Montaz & Mohammed, Nouralden, 2024. "Optimal sizing of hybrid renewable energy systems using quasi-optimal control," Renewable Energy, Elsevier, vol. 226(C).
  60. Rahmat Khezri & Amin Mahmoudi & Hirohisa Aki & S. M. Muyeen, 2021. "Optimal Planning of Remote Area Electricity Supply Systems: Comprehensive Review, Recent Developments and Future Scopes," Energies, MDPI, vol. 14(18), pages 1-29, September.
  61. Mohtasim, Md. Shahriar & Das, Barun K. & Paul, Utpol K. & Kibria, Md. Golam & Hossain, Md Sanowar, 2025. "Hybrid renewable multi-generation system optimization: Attaining sustainable development goals," Renewable and Sustainable Energy Reviews, Elsevier, vol. 212(C).
  62. Fioriti, Davide & Pintus, Salvatore & Lutzemberger, Giovanni & Poli, Davide, 2020. "Economic multi-objective approach to design off-grid microgrids: A support for business decision making," Renewable Energy, Elsevier, vol. 159(C), pages 693-704.
  63. Ning, Zhihao & Zhou, Yanlai & He, Juntao & Tang, Chun & Xu, Chong-Yu & Chang, Fi-John, 2025. "Balancing water, power, and carbon: A synergistic optimization framework for mega cascade reservoir operations," Renewable Energy, Elsevier, vol. 243(C).
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