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Estimations for (n,α) reaction cross sections at around 14.5MeV using Levenberg-Marquardt algorithm-based artificial neural network

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dc.creator KAPLAN, Abdullah
dc.creator ŞEKERCİ, Mert
dc.creator ÜNCÜ, YİĞİT ALİ
dc.creator Özdoğan, Hasan
dc.date 2023-02-01T00:00:00Z
dc.date.accessioned 2025-02-25T10:40:22Z
dc.date.available 2025-02-25T10:40:22Z
dc.identifier e41d35ec-408b-40b4-895c-0a1c91e48359
dc.identifier 10.1016/j.apradiso.2022.110609
dc.identifier https://avesis.sdu.edu.tr/publication/details/e41d35ec-408b-40b4-895c-0a1c91e48359/oai
dc.identifier.uri http://acikerisim.sdu.edu.tr/xmlui/handle/123456789/101721
dc.description Prediction of neutron-induced reaction cross-sections at around the 14.5 MeV neutron energy is crucial to calculate nuclear transmutation rates, nuclear heating, and radiation damage from gas formation in fusion reactor technology In this research, the new approach of (n,α) reaction cross-section is presented. It has been assessed by utilizing the artificial neural network (ANN) when compared to more advanced algorithms, the Levenberg-Marquardt algorithm-based ANN can be exceedingly fast. The correlation coefficients for a training R-value of 0.99283, a validation R-value of 0.991190, a testing R-value of 0.97337, and an overall R-value of 0.98515 demonstrate that Levenberg-Marquardt algorithm-based ANN is well suited for this purpose. The obtained results were compared to theoretical calculations of TALYS 1.95 nuclear code. As a consequence, it has been demonstrated that the ANN model can be used to determine the systemic study for (n, α) reaction cross-sections.
dc.language eng
dc.rights info:eu-repo/semantics/closedAccess
dc.title Estimations for (n,α) reaction cross sections at around 14.5MeV using Levenberg-Marquardt algorithm-based artificial neural network
dc.type info:eu-repo/semantics/article


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