DC Field | Value | Language |
---|---|---|
dc.contributor.author | Kim, Junhyeok | ko |
dc.contributor.author | Jeon, Byoungil | ko |
dc.contributor.author | Hwang, Jisung | ko |
dc.contributor.author | Song, Gyohyeok | ko |
dc.contributor.author | Moon, Myungkook | ko |
dc.contributor.author | Cho, Gyuseong | ko |
dc.date.accessioned | 2023-07-13T01:00:17Z | - |
dc.date.available | 2023-07-13T01:00:17Z | - |
dc.date.created | 2023-07-13 | - |
dc.date.created | 2023-07-13 | - |
dc.date.issued | 2023-09 | - |
dc.identifier.citation | APPLIED RADIATION AND ISOTOPES, v.199 | - |
dc.identifier.issn | 0969-8043 | - |
dc.identifier.uri | http://hdl.handle.net/10203/310459 | - |
dc.description.abstract | We developed a multi-tasking deep learning model for simultaneous pulse height estimation and pulse shape discrimination for pile-up n/& gamma; signals. Compared with single-tasking models, our model showed better spectral correction performance with higher recall for neutrons. Further, it achieved more stable neutron counting with less signal loss and a lower error rate in the predicted gamma ray spectra. Our model can be applied to a dual radiation scintillation detector to discriminatively reconstruct each radiation spectrum for radioisotope identification and quantitative analysis. | - |
dc.language | English | - |
dc.publisher | PERGAMON-ELSEVIER SCIENCE LTD | - |
dc.title | Pulse height estimation and pulse shape discrimination in pile-up neutron and gamma ray signals from an organic scintillation detector using multi-task learning | - |
dc.type | Article | - |
dc.identifier.wosid | 001013209900001 | - |
dc.identifier.scopusid | 2-s2.0-85160862545 | - |
dc.type.rims | ART | - |
dc.citation.volume | 199 | - |
dc.citation.publicationname | APPLIED RADIATION AND ISOTOPES | - |
dc.identifier.doi | 10.1016/j.apradiso.2023.110880 | - |
dc.contributor.localauthor | Cho, Gyuseong | - |
dc.contributor.nonIdAuthor | Jeon, Byoungil | - |
dc.contributor.nonIdAuthor | Moon, Myungkook | - |
dc.description.isOpenAccess | N | - |
dc.type.journalArticle | Article | - |
dc.subject.keywordAuthor | Organic scintillation detector | - |
dc.subject.keywordAuthor | Pile-up | - |
dc.subject.keywordAuthor | Pulse height estimation | - |
dc.subject.keywordAuthor | Pulse shape discrimination | - |
dc.subject.keywordAuthor | Deep learning | - |
dc.subject.keywordAuthor | Multi -task learning | - |
dc.subject.keywordPlus | PERFORMANCE | - |
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