IDEAS home Printed from https://ideas.repec.org/a/eee/renene/v259y2026ics0960148125027417.html

Robust parameter optimization of a hybrid wind-solar photovoltaic system with battery energy storage

Author

Listed:
  • Barbosa, Aglaucibelly Maciel
  • Rotella Junior, Paulo
  • Peruchi, Rogério Santana
  • Pires, Arthur Leandro Guerra
  • Barbosa, Anrafel de Souza
  • Aquila, Giancarlo

Abstract

The global energy landscape has shifted towards renewable sources in recent decades, driven by the need to mitigate the impacts of climate change and the finite nature of fossil fuels. Hybrid Renewable Energy Systems (HRES) have emerged as a promising solution, combining the strengths of different sources to enhance reliability and efficiency. This study aims to propose a multi-objective optimization (MOO) model for a hybrid wind-solar photovoltaic (PV) system with battery energy storage using Robust Parameter Design (RPD) and the Desirability Function to simultaneously minimize the Mean Squared Error (MSE) indicator of Net Present Value (NPV) and Levelized CO2 Emissions (LE). The methodology integrates control variables with a noise variable. It employs rigorous statistical analyses to validate the mean and variance model across various scenarios, ensuring economic viability and environmental sustainability. The study revealed that the NPV varied significantly with changes in the wind energy proportion and the demand level. The LE exhibited a negative relationship with the proportion of wind energy and a positive relationship with demand. In conclusion, the study demonstrated that optimizing the hybrid wind-solar PV system with battery energy storage is highly efficient and economically viable when considering the ideal proportion of wind energy and energy demand. Temperature, as an uncontrollable environmental variable, plays a role in the efficiency of these systems. Considering its impact during the planning and optimization stages is essential, particularly in a world increasingly affected by climate change.

Suggested Citation

  • Barbosa, Aglaucibelly Maciel & Rotella Junior, Paulo & Peruchi, Rogério Santana & Pires, Arthur Leandro Guerra & Barbosa, Anrafel de Souza & Aquila, Giancarlo, 2026. "Robust parameter optimization of a hybrid wind-solar photovoltaic system with battery energy storage," Renewable Energy, Elsevier, vol. 259(C).
  • Handle: RePEc:eee:renene:v:259:y:2026:i:c:s0960148125027417
    DOI: 10.1016/j.renene.2025.125077
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0960148125027417
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.renene.2025.125077?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to

    for a different version of it.

    References listed on IDEAS

    as
    1. Del Hoyo, Mirko & Rondanelli, Roberto & Escobar, Rodrigo, 2020. "Significant decrease of photovoltaic power production by aerosols. The case of Santiago de Chile," Renewable Energy, Elsevier, vol. 148(C), pages 1137-1149.
    2. Osama, Amr & Tina, Giuseppe Marco & Gagliano, Antonio, 2025. "Thermal models for mono/bifacial modules in ground/floating photovoltaic systems: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 216(C).
    3. Bing Han, 2024. "RETRACTED ARTICLE: Fostering sustainability: integrating social responsibility, green finance, and corporate performance," Economic Change and Restructuring, Springer, vol. 57(2), pages 1-34, April.
    4. Vu, D.H. & Muttaqi, K.M. & Agalgaonkar, A.P., 2015. "A variance inflation factor and backward elimination based robust regression model for forecasting monthly electricity demand using climatic variables," Applied Energy, Elsevier, vol. 140(C), pages 385-394.
    5. James A. DiLellio & John C. Butler & Igor Rizaev & Wanan Sheng & George Aggidis, 2025. "Real Option Valuation of an Emerging Renewable Technology Design in Wave Energy Conversion," Econometrics, MDPI, vol. 13(1), pages 1-18, March.
    6. Xiao, Wu & Cheng, Andi & Li, Shuai & Jiang, Xiaobin & Ruan, Xuehua & He, Gaohong, 2021. "A multi-objective optimization strategy of steam power system to achieve standard emission and optimal economic by NSGA-Ⅱ," Energy, Elsevier, vol. 232(C).
    7. Luiz Célio Souza Rocha & Anderson Paulo de Paiva & Pedro Paulo Balestrassi & Geremias Severino & Paulo Rotela Junior, 2015. "Entropy-Based Weighting for Multiobjective Optimization: An Application on Vertical Turning," Mathematical Problems in Engineering, Hindawi, vol. 2015, pages 1-11, August.
    8. Roald, Line A. & Pozo, David & Papavasiliou, Anthony & Molzahn, Daniel K. & Kazempour, Jalal & Conejo, Antonio, 2023. "Power systems optimization under uncertainty: a review of methods and applications," LIDAM Reprints CORE 3257, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
    9. de Jesus, Ábio Xavier Cardoso & Pinheiro Neto, Daywes & Domingues, Elder Geraldo, 2023. "Computational tool for technical-economic analysis of photovoltaic microgeneration in Brazil," Energy, Elsevier, vol. 271(C).
    10. Boateng, Seth Acquah & Jiancheng, Xi & Karikari, Frank Agyemang & Sackitey, Gabriel Mordzifa & Moro, Kamal Deen, 2025. "Resource dependencies, market concentration, trade barriers and green technology deployment: A comparative analysis of solar, wind, and hydropower installation patterns," Renewable Energy, Elsevier, vol. 255(C).
    11. Michael E. Stamatakis & Maria G. Ioannides, 2021. "State Transitions Logical Design for Hybrid Energy Generation with Renewable Energy Sources in LNG Ship," Energies, MDPI, vol. 14(22), pages 1-26, November.
    12. Bing Han, 2024. "Retraction Note: Fostering sustainability: integrating social responsibility, green finance, and corporate performance," Economic Change and Restructuring, Springer, vol. 57(6), pages 1-1, December.
    13. Jining Guo & Yuecheng Zhang & Ali Zavabeti & Kaifei Chen & Yalou Guo & Guoping Hu & Xiaolei Fan & Gang Kevin Li, 2022. "Hydrogen production from the air," Nature Communications, Nature, vol. 13(1), pages 1-9, December.
    14. Wang, Zhiqiang & Liu, Xiao & Gu, Wu & Cheng, Lei & Wang, Hui & Liu, Jiaqi & Li, Luling & Wang, Jinhua & Zhang, Meng & Wang, Yongzhi & Shen, Yang, 2026. "Power-to-Hydrogen-to-Power as a pathway for wind and solar renewable energy utilization in China: Opportunities and challenges," Renewable and Sustainable Energy Reviews, Elsevier, vol. 226(PA).
    15. Moiz Masood Syed & Gregory M. Morrison & James Darbyshire, 2020. "Energy Allocation Strategies for Common Property Load Connected to Shared Solar and Battery Storage Systems in Strata Apartments," Energies, MDPI, vol. 13(22), pages 1-28, November.
    16. Aquila, Giancarlo & Souza Rocha, Luiz Célio & de Oliveira Pamplona, Edson & de Queiroz, Anderson Rodrigo & Rotela Junior, Paulo & Balestrassi, Pedro Paulo & Fonseca, Marcelo Nunes, 2018. "Proposed method for contracting of wind-photovoltaic projects connected to the Brazilian electric system using multiobjective programming," Renewable and Sustainable Energy Reviews, Elsevier, vol. 97(C), pages 377-389.
    17. Murillo Vetroni Barros & Cassiano Moro Piekarski & Antonio Carlos De Francisco, 2018. "Carbon Footprint of Electricity Generation in Brazil: An Analysis of the 2016–2026 Period," Energies, MDPI, vol. 11(6), pages 1-14, June.
    18. Aceituno Dardon, José Daniel & Farzaneh, Hooman, 2024. "Techno-economic analysis of a hybrid photovoltaic-wind-biomass-battery system for off-grid power in rural Guatemala," Utilities Policy, Elsevier, vol. 88(C).
    19. Christian E. Galarza & Luis M. Castro & Francisco Louzada & Victor H. Lachos, 2020. "Quantile regression for nonlinear mixed effects models: a likelihood based perspective," Statistical Papers, Springer, vol. 61(3), pages 1281-1307, June.
    20. Madurai Elavarasan, Rajvikram & Nadarajah, Mithulananthan & Pugazhendhi, Rishi & Sinha, Avik & Gangatharan, Sivasankar & Chiaramonti, David & Abou Houran, Mohamad, 2023. "The untold subtlety of energy consumption and its influence on policy drive towards Sustainable Development Goal 7," Applied Energy, Elsevier, vol. 334(C).
    21. Wang, Tiantian & Wang, Yanhua & Wang, Ke & Fu, Sha & Ding, Li, 2024. "Five-dimensional assessment of China's centralized and distributed photovoltaic potential: From solar irradiation to CO2 mitigation," Applied Energy, Elsevier, vol. 356(C).
    22. Li, Chao & Zhai, Rongrong, 2024. "A novel solar tower assisted pulverized coal power system considering solar energy cascade utilization: Performance analysis and multi-objective optimization," Renewable Energy, Elsevier, vol. 222(C).
    23. Song, Xinyu & E, Jiaqiang & Huang, Yuxin & Tan, Si, 2025. "Multi-parameter impact analysis of the liquid-cooled battery cold plate in island wind-solar-tidal energy storage system based on fuzzy grey correlation analysis," Energy, Elsevier, vol. 333(C).
    24. Prebeg, Pero & Gasparovic, Goran & Krajacic, Goran & Duic, Neven, 2016. "Long-term energy planning of Croatian power system using multi-objective optimization with focus on renewable energy and integration of electric vehicles," Applied Energy, Elsevier, vol. 184(C), pages 1493-1507.
    25. Katheryn Donado & Loraine Navarro & Christian G. Quintero M. & Mauricio Pardo, 2019. "HYRES: A Multi-Objective Optimization Tool for Proper Configuration of Renewable Hybrid Energy Systems," Energies, MDPI, vol. 13(1), pages 1-20, December.
    26. Allik, Alo & Märss, Maido & Uiga, Jaanus & Annuk, Andres, 2016. "Optimization of the inverter size for grid-connected residential wind energy systems with peak shaving," Renewable Energy, Elsevier, vol. 99(C), pages 1116-1125.
    27. Wang, Jiangjiang & Liu, Yi & Ren, Fukang & Lu, Shuaikang, 2020. "Multi-objective optimization and selection of hybrid combined cooling, heating and power systems considering operational flexibility," Energy, Elsevier, vol. 197(C).
    28. Shaabani, Yousef ali & Seifi, Ali Reza & Kouhanjani, Masoud Joker, 2017. "Stochastic multi-objective optimization of combined heat and power economic/emission dispatch," Energy, Elsevier, vol. 141(C), pages 1892-1904.
    29. Pablo Flores & María de Lourdes Palacios, 2024. "Goodness and lack of fit tests to pretest normality when comparing means," Operations Research and Decisions, Wroclaw University of Science and Technology, Faculty of Management, vol. 34(1), pages 119-129.
    30. Ghiasi, Mohammad, 2019. "Detailed study, multi-objective optimization, and design of an AC-DC smart microgrid with hybrid renewable energy resources," Energy, Elsevier, vol. 169(C), pages 496-507.
    31. Jinjin Gao & Yuan Zheng & Jianming Li & Xiaoming Zhu & Kan Kan, 2018. "Optimal Model for Complementary Operation of a Photovoltaic-Wind-Pumped Storage System," Mathematical Problems in Engineering, Hindawi, vol. 2018, pages 1-9, December.
    32. Hye-Rim Kim & Tong-Seop Kim, 2021. "Optimization of Sizing and Operation Strategy of Distributed Generation System Based on a Gas Turbine and Renewable Energy," Energies, MDPI, vol. 14(24), pages 1-28, December.
    33. Alain Ulazia & Gabriel Ibarra-Berastegi & Jon Sáenz & Sheila Carreno-Madinabeitia & Santos J. González-Rojí, 2019. "Seasonal Correction of Offshore Wind Energy Potential due to Air Density: Case of the Iberian Peninsula," Sustainability, MDPI, vol. 11(13), pages 1-22, July.
    34. de Doile, Gabriel Nasser Doyle & Rotella Junior, Paulo & Rocha, Luiz Célio Souza & Janda, Karel & Aquila, Giancarlo & Peruchi, Rogério Santana & Balestrassi, Pedro Paulo, 2022. "Feasibility of hybrid wind and photovoltaic distributed generation and battery energy storage systems under techno-economic regulation," Renewable Energy, Elsevier, vol. 195(C), pages 1310-1323.
    35. Hao, Yucheng & Jia, Limin & Zio, Enrico & Wang, Yanhui & He, Zhichao, 2023. "A multi-objective optimization model for identifying groups of critical elements in a high-speed train," Reliability Engineering and System Safety, Elsevier, vol. 235(C).
    36. Yasemin Ayaz Atalan & Mete Tayanç & Kamil Erkan & Abdulkadir Atalan, 2020. "Development of Nonlinear Optimization Models for Wind Power Plants Using Box-Behnken Design of Experiment: A Case Study for Turkey," Sustainability, MDPI, vol. 12(15), pages 1-17, July.
    37. He, Yi & Guo, Su & Zhou, Jianxu & Ye, Jilei & Huang, Jing & Zheng, Kun & Du, Xinru, 2022. "Multi-objective planning-operation co-optimization of renewable energy system with hybrid energy storages," Renewable Energy, Elsevier, vol. 184(C), pages 776-790.
    38. Xie, Kaigui & Billinton, Roy, 2011. "Energy and reliability benefits of wind energy conversion systems," Renewable Energy, Elsevier, vol. 36(7), pages 1983-1988.
    39. Zbysław Dobrowolski & Grzegorz Drozdowski, 2022. "Does the Net Present Value as a Financial Metric Fit Investment in Green Energy Security?," Energies, MDPI, vol. 15(1), pages 1-16, January.
    40. Adrian Chmielewski & Piotr Piórkowski & Krzysztof Bogdziński & Jakub Możaryn, 2023. "Application of a Bidirectional DC/DC Converter to Control the Power Distribution in the Battery–Ultracapacitor System," Energies, MDPI, vol. 16(9), pages 1-40, April.
    41. Yucheng Hao & Limin Jia & Enrico Zio & Yanhui Wang & Zhichao He, 2023. "A multi-objective optimization model for identifying groups of critical elements in a high-speed train," Post-Print hal-04102958, HAL.
    42. Sheng Li & Changhong Duan & Yuan Gao & Yuhao Cai, 2023. "Classification Study of New Power System Stability Considering Stochastic Disturbance Factors," Sustainability, MDPI, vol. 15(24), pages 1-22, December.
    43. Munguba, C.F.L. & Leite, G.N.P. & Ochoa, A.A.V. & Michima, P.S.A. & Silva, H.C.N. & Vilela, O.C. & Kraj, A., 2024. "Enhancing cost-efficiency in achieving near-zero energy performance through integrated photovoltaic retrofit solutions," Applied Energy, Elsevier, vol. 367(C).
    44. Liu, Wen Hui & Ho, Wai Shin & Lee, Ming Yang & Hashim, Haslenda & Lim, Jeng Shiun & Klemeš, Jiří J. & Mah, Angel Xin Yee, 2019. "Development and optimization of an integrated energy network with centralized and decentralized energy systems using mathematical modelling approach," Energy, Elsevier, vol. 183(C), pages 617-629.
    45. Gupta, Sowmya & Rajhans, Chinmay & Duttagupta, Siddhartha P. & Mitra, Mira, 2021. "Hybrid energy design for lighter than air systems," Renewable Energy, Elsevier, vol. 173(C), pages 781-794.
    46. Terlouw, Tom & AlSkaif, Tarek & Bauer, Christian & van Sark, Wilfried, 2019. "Multi-objective optimization of energy arbitrage in community energy storage systems using different battery technologies," Applied Energy, Elsevier, vol. 239(C), pages 356-372.
    47. Jan Vysocky & Stanislav Misak, 2020. "Review of Trends and Targets of Complex Systems for Power System Optimization," Energies, MDPI, vol. 13(5), pages 1-22, March.
    48. Aquila, Giancarlo & Souza Rocha, Luiz Célio & Rotela Junior, Paulo & Saab Junior, Joseph Youssif & de Sá Brasil Lima, João & Balestrassi, Pedro Paulo, 2020. "Economic planning of wind farms from a NBI-RSM-DEA multiobjective programming," Renewable Energy, Elsevier, vol. 158(C), pages 628-641.
    49. Karttunen, Lauri & Jouttijärvi, Sami & Poskela, Aapo & Palonen, Heikki & Huerta, Hugo & Todorović, Milica & Ranta, Samuli & Miettunen, Kati, 2023. "Comparing methods for the long-term performance assessment of bifacial photovoltaic modules in Nordic conditions," Renewable Energy, Elsevier, vol. 219(P1).
    50. Vera, Enrique Gabriel & Cañizares, Claudio & Pirnia, Mehrdad, 2023. "Geographic-information-based stochastic optimization model for multi-microgrid planning," Applied Energy, Elsevier, vol. 340(C).
    51. Rostami, Salim & Creemers, Stefan & Leus, Roel, 2024. "Maximizing the net present value of a project under uncertainty: Activity delays and dynamic policies," European Journal of Operational Research, Elsevier, vol. 317(1), pages 16-24.
    52. Awwad, Ahmed & Abdelsamie, Abouelmagd & Mohamed, Mohamed H. & Fatouh, M., 2023. "A new generation of a ceiling air outlet using multi-objective optimization technique," Energy, Elsevier, vol. 278(C).
    53. Tarik Marques Do Prado Tanure & Edson Paulo Domingues & Aline De Souza Magalhãƒes, 2023. "The Regional Economic Impacts Of Climate Change On Family Farming And Large-Scale Agriculture In Brazil: A Computable General Equilibrium Approach," Climate Change Economics (CCE), World Scientific Publishing Co. Pte. Ltd., vol. 14(03), pages 1-33, August.
    54. Tian, Ai-Qing & Wang, Xiao-Yang & Xu, Heying & Pan, Jeng-Shyang & Snášel, Václav & Lv, Hong-Xia, 2024. "Multi-objective optimization model for railway heavy-haul traffic: Addressing carbon emissions reduction and transport efficiency improvement," Energy, Elsevier, vol. 294(C).
    55. Abid, Md. Shadman & Apon, Hasan Jamil & Hossain, Salman & Ahmed, Ashik & Ahshan, Razzaqul & Lipu, M.S. Hossain, 2024. "A novel multi-objective optimization based multi-agent deep reinforcement learning approach for microgrid resources planning," Applied Energy, Elsevier, vol. 353(PA).
    56. Kang, Dongju & Kang, Doeun & Hwangbo, Sumin & Niaz, Haider & Lee, Won Bo & Liu, J. Jay & Na, Jonggeol, 2023. "Optimal planning of hybrid energy storage systems using curtailed renewable energy through deep reinforcement learning," Energy, Elsevier, vol. 284(C).
    57. Ma, Qiuzhuo & Paudel, Krishna P. & Cui, Luqi, 2018. "A multi-objective optimization problem for using poultry litter in electricity production," Applied Energy, Elsevier, vol. 228(C), pages 1220-1242.
    58. A K Miranda & E Del Castillo, 2011. "Robust parameter design optimization of simulation experiments using stochastic perturbation methods," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 62(1), pages 198-205, January.
    59. Schepel, Veikko & Tozzi, Arianna & Klement, Marianne & Ziar, Hesan & Isabella, Olindo & Zeman, Miro, 2020. "The Dutch PV portal 2.0: An online photovoltaic performance modeling environment for the Netherlands," Renewable Energy, Elsevier, vol. 154(C), pages 175-186.
    60. Muzan Williams Ijeoma & Hao Chen & Michael Carbajales-Dale & Rahimat Oyiza Yakubu, 2023. "Techno-Economic Assessment of the Viability of Commercial Solar PV System in Port Harcourt, Rivers State, Nigeria," Energies, MDPI, vol. 16(19), pages 1-25, September.
    61. Xu, Fangqiu & Liu, Jicheng & Lin, Shuaishuai & Dai, Qiongjie & Li, Cunbin, 2018. "A multi-objective optimization model of hybrid energy storage system for non-grid-connected wind power: A case study in China," Energy, Elsevier, vol. 163(C), pages 585-603.
    62. He, Yaoyao & Hong, Xiaoyu & Wang, Chao & Qin, Hui, 2023. "Optimal capacity configuration of the hydro-wind-photovoltaic complementary system considering cascade reservoir connection," Applied Energy, Elsevier, vol. 352(C).
    63. Rasool, Muhammad Haseeb & Taylan, Onur & Perwez, Usama & Batunlu, Canras, 2023. "Comparative assessment of multi-objective optimization of hybrid energy storage system considering grid balancing," Renewable Energy, Elsevier, vol. 216(C).
    64. Dapeng Wang & Cong Zhang & Wanqing Jia & Qian Liu & Long Cheng & Huaizhi Yang & Yufeng Luo & Na Kuang, 2022. "A Novel Interval Programming Method and Its Application in Power System Optimization Considering Uncertainties in Load Demands and Renewable Power Generation," Energies, MDPI, vol. 15(20), pages 1-19, October.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Pires, Arthur Leandro Guerra & Miranda, Rafael de Carvalho & Rotella Junior, Paulo & Rocha, Luiz Célio Souza & de Souza, Francisco Matheus Gonçalves & Chicco, Gianfranco, 2025. "Optimizing hybrid systems and energy storage: Self-sufficiency and economic viability under metering policy changes," Energy, Elsevier, vol. 335(C).
    2. He, Zhichao & Wang, Yanhui & Sun, Wanhua & Hao, Yucheng & Xia, Weifu, 2025. "A proactive opportunistic maintenance decision model based on reliability in train systems," Reliability Engineering and System Safety, Elsevier, vol. 255(C).
    3. Li, Jian & Yang, Zhao & He, Hongxia & Guo, Changzhen & Chen, Yubo & Zhang, Yong, 2024. "Risk causation analysis and prevention strategy of working fluid systems based on accident data and complex network theory," Reliability Engineering and System Safety, Elsevier, vol. 252(C).
    4. Yang Liu & Sameer Kumar & Huiqing Liu & Shun Li & Ziyun Zhou, 2025. "ESG performance, digital transformation, and green innovation," Humanities and Social Sciences Communications, Palgrave Macmillan, vol. 12(1), pages 1-19, December.
    5. Aquila, Giancarlo & Rotella Junior, Paulo & Rocha, Luiz Célio Souza & Balestrassi, Pedro Paulo & Pamplona, Edson de Oliveira & Nakamura, Wilson Toshiro, 2024. "Net metering rolling credits vs. net billing buyback: An economic analysis of a policy option proposal for photovoltaic prosumers," Renewable Energy, Elsevier, vol. 232(C).
    6. Xu, Mengqiao & Shen, Yihui & Zhu, Yifan & Hong, Li & Ma, Mengzhi & Lü, Linyuan & Li, Kevin X., 2025. "Identification of critical sets of ports in cascading failures of global liner shipping network," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 200(C).
    7. Tee, Wei Hown & Gan, Chin Kim & Sardi, Junainah, 2024. "Benefits of energy storage systems and its potential applications in Malaysia: A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 192(C).
    8. de Doile, Gabriel Nasser Doyle & Rotella Junior, Paulo & Rocha, Luiz Célio Souza & Janda, Karel & Aquila, Giancarlo & Peruchi, Rogério Santana & Balestrassi, Pedro Paulo, 2022. "Feasibility of hybrid wind and photovoltaic distributed generation and battery energy storage systems under techno-economic regulation," Renewable Energy, Elsevier, vol. 195(C), pages 1310-1323.
    9. Mahmud, Sakib & Sayed, Aya Nabil & Himeur, Yassine & Nhlabatsi, Armstrong & Bensaali, Faycal, 2026. "A comprehensive review of deep reinforcement learning applications from centralized power generation to modern energy internet frameworks," Renewable and Sustainable Energy Reviews, Elsevier, vol. 226(PE).
    10. Jose Luis Sánchez-Jiménez & Francisco José Muñoz-Rodríguez & Gabino Jiménez-Castillo & Antonio Javier Martinez-Calahorro & Catalina Rus-Casas, 2023. "Analysis of Different Scenarios to Include PV Rooftop Systems with Battery Energy Storage Systems in Olive Mills," Energies, MDPI, vol. 17(1), pages 1-30, December.
    11. Gu, Chenjia & Wang, Jianxue & Zhang, Yao & Li, Qingtao & Chen, Yang, 2022. "Optimal energy storage planning for stacked benefits in power distribution network," Renewable Energy, Elsevier, vol. 195(C), pages 366-380.
    12. Hao, Yucheng & Jia, Limin & Zio, Enrico & Wang, Yanhui & He, Zhichao, 2024. "A network-based approach to improving robustness of a high-speed train by structure adjustment," Reliability Engineering and System Safety, Elsevier, vol. 243(C).
    13. Dengiz, Thomas & Raith, Andrea & Kleinebrahm, Max & Vogl, Jonathan & Fichtner, Wolf, 2025. "Pareto local search for a multi-objective demand response problem in residential areas with heat pumps and electric vehicles," Energy, Elsevier, vol. 335(C).
    14. Wang, Sen & Li, Fengting & Zhang, Ye & Wang, Ting & Li, Yuan, 2024. "A method for selecting the type of energy storage for power systems with high penetration of renewable energy with multi-application scenarios," Renewable Energy, Elsevier, vol. 235(C).
    15. de la Barra, Joaquín & Salo, Ahti & Olander, Leevi & Barker, Kash & Kangaspunta, Jussi, 2026. "Fortifying critical infrastructure networks with multicriteria portfolio decision analysis: An application to railway stations in Finland," Reliability Engineering and System Safety, Elsevier, vol. 268(C).
    16. Li, Qinying & Gu, Xuesong, 2025. "The impact of green credit on the financial performance of green transformation enterprises: Based on the chain mediation effect of ESG," International Review of Economics & Finance, Elsevier, vol. 103(C).
    17. Shin, Hansol & Kim, Tae Hyun & Kim, Hyoungtae & Lee, Sungwoo & Kim, Wook, 2019. "Environmental shutdown of coal-fired generators for greenhouse gas reduction: A case study of South Korea," Applied Energy, Elsevier, vol. 252(C), pages 1-1.
    18. Yang, Ting & Xu, Zheming & Ji, Shijie & Liu, Guoliang & Li, Xinhong & Kong, Haibo, 2025. "Cooperative optimal dispatch of multi-microgrids for low carbon economy based on personalized federated reinforcement learning," Applied Energy, Elsevier, vol. 378(PA).
    19. He, Zhichao & Wang, Yanhui & Xia, Weifu & Shen, Yue & Hao, Yucheng & Ren, Qiuyang, 2023. "A method for reliability assessment of complex electromechanical system based on improved network connectivity entropy," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 632(P1).
    20. Das, Sayan & Dutta, Risav & De, Souvanik & De, Sudipta, 2024. "Review of multi-criteria decision-making for sustainable decentralized hybrid energy systems," Renewable and Sustainable Energy Reviews, Elsevier, vol. 202(C).

    More about this item

    Keywords

    ;
    ;
    ;
    ;
    ;

    JEL classification:

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:renene:v:259:y:2026:i:c:s0960148125027417. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.journals.elsevier.com/renewable-energy .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.