Abstract
FSPV (Floating Solar Photovoltaic) is an emerging type of solar energy that aims to help the environment. Since the technology is new, it is not easy to examine the long-term performance, effective control, and feasibility studies of FSPV facilities. The calculation of FSPV panel parameters is crucial in evaluating the actual performance, long-term operation, feasibility, and carbon-saving capacity of FSPV systems. The algorithm of war strategy optimization is used for the parameter estimation of the single-diode model of FSPV. Furthermore, FSPV decreases the environmental impacts of land-based PV (LBPV) plants, such as deforestation for land clearance to install panels. The WSO method outperforms war gradient-based optimization (GBO) and Harris Hawks Optimization (HHO) regarding effectiveness and accuracy. The WSO method is more effective and accurate than gradient-based optimization (GBO) and Harris Hawks optimization (HHO), with a standard deviation of 3.74387E–17 and a mean of 7.72985E–04.
This is a preview of subscription content, log in via an institution to check access.
Similar content being viewed by others
Data Availability
Not applicable.
References
Abbassi A, Ben Mehrez R, Bensalem Y, Abbassi R, Kchaou M, Jemli M, Altalhi M (2022) Improved arithmetic optimization algorithm for parameters extraction of photovoltaic solar cell single-diode model. Arab J Sci Eng 10:1–17. https://doi.org/10.1007/s13369-022-06605-y
Abdallah A, Opoku R, Sekyere CK, Boahen S, Amoabeng KO, Uba F, Forson FK (2022) Experimental investigation of thermal management techniques for improving the efficiencies and levelized cost of energy of solar PV modules. Case Stud Therm Eng 10:102133. https://doi.org/10.1016/j.csite.2022.102133
Acharya M, Devraj S (2019) Floating solar photovoltaic (FSPV): a third pillar to solar PV sector? TERI Discuss. New Delhi Energy Resource Institute. https://www.teriin.org/sites/default/files/2020-01/floating-solar-PV-report.pdf. Accessed 7 Aug 2022
Assareh E, Delpisheh M, Farhadi E, Peng W, Moghadasi H (2022) Optimization of geothermal-and solar-driven clean electricity and hydrogen production multi-generation systems to address the energy nexus. Energy Nexus 5:100043. https://doi.org/10.1016/j.nexus.2022.100043
Ayyarao TS, RamaKrishna NSS, Elavarasan RM, Polumahanthi N, Rambabu M, Saini G, Alatas B (2022) War strategy optimization algorithm: a new effective metaheuristic algorithm for global optimization. IEEE Access 10:25073–25105. https://doi.org/10.1109/ACCESS.2022.3153493
Energy Sector Management Assistance Program and Solar Energy Research Institute of Singapore (2019) Where sun meets water: floating solar handbook for practitioners. World Bank. http://documents.worldbank.org/curated/en/418961572293438109/Where-Sun-Meets-Water-Floating-Solar-Handbook-for-Practitioners. Accessed 7 Aug 2022
Fereshtehpour M, Sabbaghian RJ, Farrokhi A, Jovein EB, Sarindizaj EE (2021) Evaluation of factors governing the use of floating solar system: A study on Iran’s important water infrastructures. Renewable Energy 171:1171–1187. https://doi.org/10.1016/j.renene.2020.12.005
Gao S, Wang K, Tao S, Jin T, Dai H, Cheng J (2021) A state-of-the-art differential evolution algorithm for parameter estimation of solar photovoltaic models. Energy Convers Manag 230:113784. https://doi.org/10.1016/j.enconman.2020.113784
Goswami A, Sadhu PK (2021) Adoption of floating solar photovoltaics on waste water management system: a unique nexus of water-energy utilization, low-cost clean energy generation and water conservation. Clean Technol Environ Policy. https://doi.org/10.1007/s10098-021-02077-0
Goswami A, Sadhu PK (2022) Nature inspired evolutionary algorithm integrated performance assessment of floating solar photovoltaic module for low-carbon clean energy generation. Sustain Oper Comput 3:67–82. https://doi.org/10.1016/j.susoc.2021.10.002
Goswami A, Sadhu P, Goswami U, Sadhu PK (2019) Floating solar power plant for sustainable development: a techno-economic analysis. Environ Prog Sustain Energy 38(6):e13268. https://doi.org/10.1002/ep.13268
Humada AM, Darweesh SY, Mohammed KG, Kamil M, Mohammed SF, Kasim NK, Mekhilef S (2020) Modeling of PV system and parameter extraction based on experimental data: Review and investigation. Sol Energy 199:742–760. https://doi.org/10.1016/j.solener.2020.02.068
Ismaeel AA, Houssein EH, Oliva D, Said M (2021) Gradient-based optimizer for parameter extraction in photovoltaic models. IEEE Access 9:13403–13416. https://doi.org/10.1109/ACCESS.2021.3052153
Li W, Paul MC, Rolley M, Sweet T, Gao M, Siviter J, Montecucco A, Knox AR, Baig H, Mallick TK, Fernandez EF (2017) A scaling law for monocrystalline PV/T modules with CCPC and comparison with triple junction PV cells. Appl Energy 202:755–771. https://doi.org/10.1016/j.apenergy.2017.05.182
Nirmal G, Dileep GM (2019) Willingness and acceptance, to pay for the solar-based home system: survey evidence from Kerala. Int J Recent Technol Eng (IJRTE), pp 2277–3878. http://hdl.handle.net/10419/187890
Pardhu BG, Kota VR (2021) Radial movement optimization based parameter extraction of double diode model of solar photovoltaic cell. Sol Energy 213:312–327. https://doi.org/10.1016/j.solener.2020.11.046
Sampaio PGV, González MOA (2017) Photovoltaic solar energy: Conceptual framework. Renew Sustain Energy Rev 74:590–601. https://doi.org/10.1016/j.rser.2017.02.081
Song S, Wang P, Heidari AA, Zhao X, Chen H (2022) Adaptive Harris hawks optimization with persistent trigonometric differences for photovoltaic model parameter extraction. Eng Appl Artif Intell 109:104608. https://doi.org/10.1016/j.engappai.2021.104608
Sukarso AP, Kim KN (2020) Cooling effect on the floating solar PV: Performance and economic analysis on the case of west Java province in Indonesia. Energies 13(9):2126. https://doi.org/10.3390/en13092126
Teixeira LE, Caux J, Beluco A, Bertoldo I, Louzada JAS, Eifler R (2015) Feasibility study of a hydro PV hybrid system operating at a dam for water supply in southern Brazil. J Power Energy Eng 3(9):70–83. https://doi.org/10.4236/jpee.2015.39006
Usman M, Balsalobre-Lorente D, Jahanger A, Ahmad P (2022) Pollution concern during globalization mode in financially resource-rich countries: do financial development, natural resources, and renewable energy consumption matter? Renew Energy 183:90–102. https://doi.org/10.1016/j.renene.2021.10.067
Xiong G, Zhang J, Shi D, He Y (2018) Parameter extraction of solar photovoltaic models using an improved whale optimization algorithm. Energy Convers Manag 174:388–405. https://doi.org/10.1016/j.enconman.2018.08.053
Author information
Authors and Affiliations
Corresponding author
Additional information
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.
About this article
Cite this article
Singh, N.K., Goswami, A. & Sadhu, P.K. Parameter extraction of floating solar PV system with war strategy optimization for sustainable cleaner generation. Microsyst Technol 30, 481–488 (2024). https://doi.org/10.1007/s00542-023-05555-1
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s00542-023-05555-1