Estimations of Cross-Sections for Photonuclear Reaction on Calcium Isotopes by Artificial Neural Networks
The nuclear reaction induced by photon is one of the important tools in the investigation of atomic nuclei. In the reaction, a target material is bombarded by photons with high-energies in the range of gamma-ray energy range. In the bombarding process, the photons can statistically be absorbed by a...
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Sakarya University
2020-10-01
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| Series: | Sakarya Üniversitesi Fen Bilimleri Enstitüsü Dergisi |
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| Online Access: | https://dergipark.org.tr/tr/download/article-file/982518 |
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| _version_ | 1846111476387938304 |
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| author | Hüseyin Kaya Serkan Akkoyun |
| author_facet | Hüseyin Kaya Serkan Akkoyun |
| author_sort | Hüseyin Kaya |
| collection | DOAJ |
| description | The nuclear reaction induced by photon is one of the important tools in the investigation of atomic nuclei. In the reaction, a target material is bombarded by photons with high-energies in the range of gamma-ray energy range. In the bombarding process, the photons can statistically be absorbed by a nucleus in the target material. Then the excited nucleus can decay by emitting proton, neutron, alpha and light particles or photons. By performing photonuclear reaction on the target, it can be easily investigated low-lying excited states of the nuclei. In the present work, (γ, n) photonuclear reaction cross-sections on different calcium isotopes have been estimated by using artificial neural network method. The method is a mathematical model that mimics the brain functionality of the creatures. The correlation coefficient values of the method for both training and test phases being 0.99 indicate that the method is very suitable for this purpose. |
| format | Article |
| id | doaj-art-6ebbbb5e86d843789926a72f3d1b15e3 |
| institution | Kabale University |
| issn | 2147-835X |
| language | English |
| publishDate | 2020-10-01 |
| publisher | Sakarya University |
| record_format | Article |
| series | Sakarya Üniversitesi Fen Bilimleri Enstitüsü Dergisi |
| spelling | doaj-art-6ebbbb5e86d843789926a72f3d1b15e32024-12-23T08:06:29ZengSakarya UniversitySakarya Üniversitesi Fen Bilimleri Enstitüsü Dergisi2147-835X2020-10-012451115112010.16984/saufenbilder.69438228Estimations of Cross-Sections for Photonuclear Reaction on Calcium Isotopes by Artificial Neural NetworksHüseyin Kaya0Serkan Akkoyun1https://orcid.org/0000-0002-8996-3385SİVAS CUMHURİYET ÜNİVERSİTESİCumhuriyet UniversityThe nuclear reaction induced by photon is one of the important tools in the investigation of atomic nuclei. In the reaction, a target material is bombarded by photons with high-energies in the range of gamma-ray energy range. In the bombarding process, the photons can statistically be absorbed by a nucleus in the target material. Then the excited nucleus can decay by emitting proton, neutron, alpha and light particles or photons. By performing photonuclear reaction on the target, it can be easily investigated low-lying excited states of the nuclei. In the present work, (γ, n) photonuclear reaction cross-sections on different calcium isotopes have been estimated by using artificial neural network method. The method is a mathematical model that mimics the brain functionality of the creatures. The correlation coefficient values of the method for both training and test phases being 0.99 indicate that the method is very suitable for this purpose.https://dergipark.org.tr/tr/download/article-file/982518photonuclear reactioncross-sectioncalciumartificial neural network |
| spellingShingle | Hüseyin Kaya Serkan Akkoyun Estimations of Cross-Sections for Photonuclear Reaction on Calcium Isotopes by Artificial Neural Networks Sakarya Üniversitesi Fen Bilimleri Enstitüsü Dergisi photonuclear reaction cross-section calcium artificial neural network |
| title | Estimations of Cross-Sections for Photonuclear Reaction on Calcium Isotopes by Artificial Neural Networks |
| title_full | Estimations of Cross-Sections for Photonuclear Reaction on Calcium Isotopes by Artificial Neural Networks |
| title_fullStr | Estimations of Cross-Sections for Photonuclear Reaction on Calcium Isotopes by Artificial Neural Networks |
| title_full_unstemmed | Estimations of Cross-Sections for Photonuclear Reaction on Calcium Isotopes by Artificial Neural Networks |
| title_short | Estimations of Cross-Sections for Photonuclear Reaction on Calcium Isotopes by Artificial Neural Networks |
| title_sort | estimations of cross sections for photonuclear reaction on calcium isotopes by artificial neural networks |
| topic | photonuclear reaction cross-section calcium artificial neural network |
| url | https://dergipark.org.tr/tr/download/article-file/982518 |
| work_keys_str_mv | AT huseyinkaya estimationsofcrosssectionsforphotonuclearreactiononcalciumisotopesbyartificialneuralnetworks AT serkanakkoyun estimationsofcrosssectionsforphotonuclearreactiononcalciumisotopesbyartificialneuralnetworks |