Performance Assessment of a Novel Eco-Friendly Solar Panel Mounted Hybrid Rotating Energy System with Renewable Energy Applications

dc.contributor.authorYavuzdeger, Abdurrahman
dc.contributor.authorEkinci, Firat
dc.date.accessioned2025-01-06T17:30:11Z
dc.date.available2025-01-06T17:30:11Z
dc.date.issued2023
dc.description.abstractIt is a known fact that fossil fuels will be depleted in the near future owing to the negative effects on the environment. The number of applications using renewable energy sources instead of fossil fuels to obtain energy has increased significantly. It is aimed to provide effective energy production with the proposed rotary energy system (RES) installation for regions with high wind energy and solar energy potential. In the paper, the design, manufacturing process, installation, and output power prediction of a novel RES are presented. In the proposed system, a hybrid system whose energy is derived from solar and wind energy is envisaged. The electrical characteristics of the solar panels with dimensions 140 × 60 × 2.5 mm mounted on the prototype are 6 V 100 mA. The prototype has been tested at different rotation speeds to evaluate the effect of wind energy. Moreover, the output power prediction based on Feedforward Neural Network (FFNN) and Particle Swarm Optimization trained Feedforward Neural Network (PSO-FFNN) has been performed with the data obtained from the prototype system. The three quantitative standard statistical performance evaluation measures, root mean square error (RMSE), mean absolute percentage error (MAPE) and Theil's inequality coefficient (TIC) are employed to compare the performances of these architectures. FFNN architecture, the RMSE, MAPE and TIC values are calculated as 0.0690, 0.0455 and 0.0278, respectively. For the PSO-FFNN architecture, RMSE, MAPE and TIC values are 0.0530, 0.0383, and 0.0213, respectively. It has been proved that it will be produced energy more effectively thanks to the hybrid RES in meeting energy demand. © 2023 IETE.
dc.description.sponsorshipAdana Alparslan Türkeş Bilim ve Teknoloji Üniversitesi, ATÜ, (19103006)
dc.identifier.doi10.1080/03772063.2021.1996286
dc.identifier.endpage6572
dc.identifier.issn0377-2063
dc.identifier.issue9
dc.identifier.scopus2-s2.0-85118639026
dc.identifier.scopusqualityQ2
dc.identifier.startpage6557
dc.identifier.urihttps://doi.org/10.1080/03772063.2021.1996286
dc.identifier.urihttps://hdl.handle.net/20.500.14669/1510
dc.identifier.volume69
dc.indekslendigikaynakScopus
dc.language.isoen
dc.publisherTaylor and Francis Ltd.
dc.relation.ispartofIETE Journal of Research
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanı
dc.rightsinfo:eu-repo/semantics/closedAccess
dc.snmzKA_20241211
dc.subjectBuilding integrated photovoltaics
dc.subjectEngineering optimization
dc.subjectPower prediction
dc.subjectRenewable energy
dc.subjectSolar energy
dc.subjectWind energy
dc.titlePerformance Assessment of a Novel Eco-Friendly Solar Panel Mounted Hybrid Rotating Energy System with Renewable Energy Applications
dc.typeArticle

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